3 results
Industry
PROJECT NUMBER • 2002-414
PROJECT STATUS:
COMPLETED

Development of techniques for quantification of stress-induced catecholamine changes in the hemolymph of the Pacific oyster (Crassostrea gigas)

As a result of the development of a protocol for oyster blood sample collection, preservation and transportation and subsequent catecholamine analysis during the course of this project, a test now exists which can be used to measure stress in oysters. This test will be used in the...
ORGANISATION:
SARDI Food Safety and Innovation
TAGS
Remote Sensing
Physiology
Husbandry
Aquaculture
Animal Health
SPECIES
Pacific Oyster
Industry

Sentinel sensors: revolutionising our understanding and management of the estuarine environment

Project number: 2016-023
Project Status:
Completed
Budget expenditure: $253,737.00
Principal Investigator: John McCulloch
Organisation: CSIRO Oceans and Atmosphere Hobart
Project start/end date: 31 Dec 2016 - 28 Mar 2019
Contact:
FRDC
TAGS
Remote Sensing
Rac Tas
Physiology
Estuarine
Environmental Impact
SPECIES
Pacific Oyster
Blue Mussel
Salmons

Need

Our current understanding of environmental and anthropogenic impacts on marine life, whether farmed or wild, is limited by a lack of technology to directly measure the perception and responses of the animals themselves. Molluscs have been used as “biological early warning systems” because their swift behavioural response to environmental stressors is predictive of impending effects on other organisms in the ecosystem. Despite this potential, a lack of appropriate technology has prevented measurements of real-time data from animals in parallel with environmental monitoring. This project will demonstrate the utility of using sentinel animals with novel biosensors to provide early warning information on the health and status of the marine environment. Human health monitoring relies on ‘vital signs’, this project will measure the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided will allow direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.

Objectives

1. Demonstrate an operational network of sentinel molluscs providing real-time streaming of physiological and behavioural data providing a biological perspective of the environment.
2. Improve the local economy’s capacity to install, operate and maintain real-time, telemetered, environmental sensing systems by demonstrating the commercial operation of telemetered water quality sensor system over an extended 12 month period by a commercial operator.
3. Demonstrate that aspects of the ecosystem can be represented in real-time using sentinel animal data.
4. Provide an educational outreach program to encourage a generation of people interested in the marine environment and marine science.

Final report

ISBN: 978-1-925994-09-4
Author: John McCulloch; Daniela Farias Aqueveque; Ashfaqur Rahman; Daniel Hugo; Md Mashud Rana
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.

Project products

Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
Final Report • 2020-06-02 • 4.85 MB
2016-023-DLD.pdf

Summary

This study, undertaken by CSIRO Oceans and Atmosphere, examines the usefulness of mussels as sentinels for environmental change using a novel biosensor. This project measured the vital signs of heart rate and behaviour in sentinel animals, as they respond to multiple and interacting changes in the environment. Such complex monitoring is not possible with infrequent water sample analysis, and the lack of real-time sensors for all potential stressors creates the need for a world-first rapid biological response system. The “animal-eye” view provided allows direct measurements of how animals perceive and respond to their changing environment, thus removing the guesswork in trying to predict ecosystem health based solely on environmental monitoring data. This project aligns with, and adds value to, existing environmental and ecosystem monitoring and modelling research, and provides the crucial missing piece in the puzzle – the biological response to environmental change. The project will demonstrate the utility of using sentinel animals to develop more meaningful predictions and decision support systems for all users of the ecosystem. The research will link physiological and behavioural responses of bio-filtering molluscs to more traditional water quality measurements, to produce a more complete picture of environmental changes and ecosystem health.
Scientific publication

Summary

The following paper has been published:
M. Rana, A. Rahman, D. Hugo, J. McCulloch, and A. Hellicar, “Investigating data-driven approaches
to understand the interaction between water quality and physiological response of sentinel oysters in
natural environment,” Accepted for publication at Elsevier Computers and Electronics in Agriculture
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