227 results

Prawn pre-market shell hardness assurance using non-destructive hyperspectral imaging and artificial intelligence - Calibration Phase

Project number: 2024-047
Project Status:
Current
Budget expenditure: $112,583.00
Principal Investigator: Iman Tahmasbian
Organisation: Department of Primary Industries (QLD)
Project start/end date: 5 Jun 2025 - 29 Sep 2026
Contact:
FRDC

Need

Overview
This project aims to transform the prawn sorting process by introducing hyperspectral imaging (HSI) that distinguishes between soft-shell and hard-shell prawns using their spectral images processed by ML. Current manual methods, which rely on tactile assessment, are subjective, labour-intensive, and inconsistent. By utilising HSI and ML, this research seeks to improve the accuracy, reliability, and efficiency of shell hardness detection.

Objective
The Calibration Phase of this project focuses on developing and validating ML models capable of analysing HSI data to classify prawn shell hardness levels. These models will lay the groundwork for implementing systems in the next phase, ensuring consistent, high-quality products for the market.

Methodology
The project will:

- Rent and deploy a Resonon PIKA L HSI camera, selected based on prior proof-of-concept findings.
- Collect and classify 2,400 prawn samples from the host farm, APF, based on shell hardness and size.
- Generate spectral and morphological data, creating a robust dataset for ML training and validation.
- Develop ML models to correlate spectral signatures with shell hardness levels.
- Validate ML models against independent samples to ensure reliability.
Budget Highlights
The project requests $112,583 from FRDC for salaries, operational expenses, and HSI camera rental. DPI will contribute an additional $35,437 and the host farm will also contribute $6,650 for labour, prawn, packaging and shipping, bringing the total project cost to $154,670.

Team
The project team is led by Dr. Iman Tahmasbian, a Senior Scientist at Queensland DPI with extensive expertise in hyperspectral imaging (HSI) and a strong track record in R&D and high-impact publications. Supported by DPI’s state-of-the-art HSI and food laboratories, the team also includes Dr. Jing Wang and an AgTech data scientist, who are experts in image processing, data analysis, and ML.

Next Steps
Upon successful calibration of the ML models, the project will move to the Implementation Phase, focusing on integrating the developed technology into sorting systems for prawn farms. The implementation phase is not part of this project and will be a future funded project.

This project represents a vital step towards modernising the Australian prawn industry by combining advanced imaging and ML technologies, ensuring a more sustainable, profitable, and high-quality production system.

Objectives

1. The Calibration Phase of this project focuses on developing and validating ML models capable of analysing HSI data to classify prawn shell hardness levels. These models will lay the groundwork for implementing systems in the next phase, ensuring consistent, high-quality products for the market.

Gulf of Carpentaria King Threadfin (Polydactylus macrochir) - addressing the knowledge gaps to support assessment, management and sustainable harvest

Project number: 2023-199
Project Status:
Current
Budget expenditure: $1,410,230.52
Principal Investigator: Julie B. Robins
Organisation: Department of Primary Industries (QLD)
Project start/end date: 30 Sep 2024 - 29 Sep 2027
Contact:
FRDC

Need

The proposal addresses the key needs specified in FRDC investment opportunity on GoC KTF in an integrated manner, in consultation and collaboration with industry, by a team of people highly experienced in the science and logistical challenges of working in the GoC. The ‘Needs’ in the FRDC Call for R&D Investment Opportunities were (1) stock structure, including spatial and temporal connectivity between regions (i.e., movement and reproductive connectivity), (2) quantify life history information at regional scales relevant to stock assessment, and (3) factors influencing variation in the relationship between catch rate and population abundance.

The proposal addresses these knowledge gaps, which continue to bring uncertainty to the GoC KTF assessment and management. Further details are included in the Methods section.

It is critical that the inputs to the stock assessment, such as the spatial structure of the model, standardised catch rates, and life history parameters (e.g., temporal and spatial variation in growth rates, proportion mature-at-age, proportion mature-at-length) are representative of GoC stocks. Independent review of the latest KTF stock assessment (Campbell et al. 2024) concurs with this statement. Past research has included GoC samples of varying levels of spatial representativeness (Garrett et al. 1997; Welch et al. 2010; Newman et al. 2010; Moore et al. 2011; Moore et al. 2017) primarily due to due to logistical challenges. Despite the past research, there remains spatial and temporal uncertainty in how KTF populations function in this large tropical region, which has highly variable patterns in wet season rainfall and flood - the primary drivers of nutrient input to coastal GoC ecosystems.

Objectives

1. Evaluate the spatial stock structure and the connectivity and movement of King Threadfin between regions within the Gulf of Carpentaria to inform meta-population dynamics.
2. Quantify life history parameters of King Threadfin across regions within the Gulf of Carpentaria relevant to stock assessment and management.
3. Evaluate factors influencing the relationship between catch (rate) and population abundance to inform catch rate standardisation.

Fish LIGHT - Low impact gears and innovative harvest technologies

Project number: 2023-154
Project Status:
Current
Budget expenditure: $9,050,000.00
Principal Investigator: Samuel M. Williams
Organisation: Department of Primary Industries (QLD)
Project start/end date: 10 Mar 2024 - 19 Jun 2030
Contact:
FRDC

Need

This program of works supports the trial, implementation, and evaluation of innovative and alternative low-impact harvest technologies (fishing gears) within Queensland’s inshore fisheries (East Coast and Gulf of Carpentaria). The program will be developed in a way that supports an evidence-based approach to developing and trialling sustainable alternative commercial fishing gears, and be run in collaboration with relevant Government agencies and fisheries stakeholders.

Through the additional support of co-investment of $4.5 million by FRDC (in line with this application and the approved funds listed under project 2023-154), the program will be delivered in two stages across a six-year timeframe (up to a total investment of $9 million).

The fishing methods to be trialled as part of the first stage will range from exploring enhancements of existing low-impact gear types, through to trials of innovative harvest technologies. The alternative low-impact harvest technologies will first be trialled in order to demonstrate their triple bottom line credentials. After this, the second stage will support broader implementation and evaluation of commercial application over a three-year period.

The program of works will also explore additional opportunities to enhance the economic value and social profile of the fishery, to ensure that any new harvest technologies align with global best practice standards, product value adding to enhance profitability margins, and improvements in social acceptability.

Wild caught seafood also allows for a diverse mix of species that appeal to a range of consumers and seafood businesses. It is planned that this work will explore potential opportunities for market expansion.

Objectives

1. Undertake gear trials with clear monitoring and assessment of gear performance against economic, ecological (including SOCI interactions) and social indicators.
2. Evaluate different gear trial pathways to understand the cost benefit trade-offs, timeframes and identify principles for success
3. Identify attitudinal, behavioural, and contextual factors affecting the adoption and perception of the alternative gear, and design and implement interventions to alleviate this.
4. Support developmental fishery implementation and optimisation of gears and business models to ensure long-term sustainability.
5. Understand the market and consumer preferences associated with caught combination of new gears and undertake optimisation of post-harvest processes and business models to support profitability.
6. Develop forums and communication materials to support responsible innovation and knowledge transfer for and across Australian community, and with a focus on commercial fisheries and key rightsholders and stakeholders

Reviewing solutions to reduce unwanted fisher interactions with elasmobranchs

Project number: 2023-012
Project Status:
Current
Budget expenditure: $375,390.00
Principal Investigator: Jonathon D. Mitchell
Organisation: Department of Primary Industries (QLD)
Project start/end date: 14 Feb 2024 - 14 Oct 2026
Contact:
FRDC

Need

This project will build on the 2022 FRDC National Workshop on Shark Depredation (project number 2021-038) and have four complementary phases through: (1) a detailed review of the peer-reviewed and grey literature to identify and assess the efficacy of the most recently developed mitigation methods, (2) a survey of the scientific community and fishing-industry stakeholders (i.e. fishers, industry representatives, managers) to identify lesser known methods developed and/or used by fishers, (3) a series of workshops to identify the most promising approaches for mitigating depredation and plan the design of field trials, with a stop/go point occurring at the end of this phase based on whether suitable methods are found, and if so, (4) a robust experimental trial of the most promising mitigation method(s) to assess their effectiveness at reducing shark depredation. Phase 4 would be dependent on whether suitable methods can be identified through Phases 1–3. Stakeholder involvement and outreach will be a critical part of this project across all phases. The findings of this project will be widely disseminated via presentations to fishing clubs and industry members, written articles in the FRDC and fishing magazines, a final project report and subsequent peer reviewed publications. All off these outreach activities will be conducted in collaboration with the FRDC Extension Officer network. This will ensure broad adoption of the identified depredation mitigation measure(s).

Objectives

1. Review the existing peer-reviewed and grey literature to collate information on the range of methods trialled to date for reducing shark interactions with fishing and assess their relative effectiveness
2. Survey of the scientific community and fishing-industry stakeholders (i.e. fishers, industry representatives, managers) to identify lesser known methods developed and/or used by fishers which may not have been formally discussed or tested in the peer-reviewed or grey literature.
3. Conduct industry workshops to identify the most promising and practical approaches for mitigating depredation and plan a robust experimental design for future trials
4. Based on the outcomes of Objectives 1–3, conduct robust experimental trials of the most promising mitigation method(s)
5. Extend the results of the workshops and on-water testing to the wider fishing community to facilitate broad adoption of the tested mitigation method(s) (should they prove effective)
Environment
PROJECT NUMBER • 2021-119
PROJECT STATUS:
COMPLETED

Improving bycatch reduction strategies and escape vents in Queensland Mud Crab fisheries

The Queensland Crab Fishery is an iconic fishery, which encompasses the harvest of mud crabs (Scylla serrata, the Giant Mud Crab, and Scylla olivacea, the Orange Mud Crab) and Blue Swimmer Crabs (Portunus armatus and Portunus pelagicus), predominately using baited crab pots of various designs. The...
ORGANISATION:
Department of Primary Industries (QLD)
SPECIES

Addressing uncertainties in the assessment and management of Queensland east coast Spanish Mackerel

Project number: 2021-111
Project Status:
Current
Budget expenditure: $1,026,558.00
Principal Investigator: Jonathon D. Mitchell
Organisation: Department of Primary Industries (QLD)
Project start/end date: 20 Oct 2022 - 12 Feb 2026
Contact:
FRDC

Need

As one of the most prominent species sold in northern Queensland fish shops, Spanish mackerel is iconic to seafood consumers as well as commercial, recreational, and charter fishers. However, a recent assessment of the Queensland East Coast stock raised significant concern about its sustainability, with a spawning biomass estimate below 20% of unfished levels (Tanimoto et al. 2021). Historical analyses indicate a substantial contraction of the spawning aggregations of Spanish mackerel in North Queensland, with those off Cairns being extirpated in the 1990s (Buckley et al. 2017). Previous stock assessments have also shown a trend of declining abundance over the last 20+ years (Welch et al. 2002, Campbell et al. 2012, O'Neill et al. 2018). This historical sustained decline, combined with the recent low biomass estimates, raise substantial uncertainty over the continued viability of the fishery.

This stock assessment result indicates the need to rebuild the stock in line with State and National policy objectives to reduce the number of overfished stocks. The high social and economic importance of Spanish mackerel in Queensland has led to significant public debate around uncertainty in the stock assessment, and the issue being debated in Queensland State Parliament.

As a result, key research gaps need to be addressed to increase the precision of future assessments and reaffirm stakeholder confidence in the stock assessment process. This project aims to address the following research gaps highlighted by the stock assessment: (1) determine the feasibility of using a CKMR method for estimating abundance of Spanish mackerel, (2) quantify cryptic mortality from shark depredation and post release survival, (3) improve catch and effort standardisation by better adjusting for potential hyperstability occurring at spawning aggregations and make the catch rate robust against potential management change, (4) assess the influence of key environmental variables on abundance and recruitment variability. This project will inform more accurate Spanish mackerel stock assessment, thereby increasing stakeholder confidence in line with Outcomes 4 and 5 of the FRDC R&D Plan (‘optimising benefits for the Australian community through fair resource sharing based on evidence-based management’ and ‘transparent decision-making tools that demonstrate best practice in fisheries management’). The project will also directly address the high priority research needs identified by the Queensland Spanish Mackerel Fishery Working Group.

Objectives

1. Determine the feasibility of a fisheries-independent CKMR-based approach to estimate absolute abundance of the Queensland East Coast Spanish mackerel stock
2. Quantify shark depredation rates (percentage of catch lost) across the fishery and provide an estimate of post-release survival
3. Improve the fisheries-dependent index of abundance through the application of Effort Signature techniques and increase its robustness to future management changes
4. Identify and quantify the effect of key environmental conditions on recruitment rates, year class strength, and abundance of Spanish mackerel in Queensland East Coast waters

Determining the spatial distribution and abundance indices for Moreton Bay Bugs, Thenus parindicus and Thenus australiensis in Queensland to improve stock assessment and management

Project number: 2020-020
Project Status:
Completed
Budget expenditure: $596,710.00
Principal Investigator: Matthew McMillan
Organisation: Department of Primary Industries (QLD)
Project start/end date: 31 Aug 2020 - 30 Mar 2023
Contact:
FRDC
SPECIES

Need

Moreton Bay bugs (Scyllarid lobsters) are a commercially important fished resource in northern Australian coastal waters. About 600 tonnes of bugs is reported in logbooks annually, valued at about $15 million (~$25/kg) nationally. About 90% of the catch is taken in the Queensland east coast otter trawl fishery (QECOTF) (https://www.fish.gov.au/report/154-MORETON-BAY-BUGS-2018).

Historically, Moreton Bay bugs were retained as byproduct of prawn and scallop trawling, but over time their popularity and price have increased and they have become increasingly targeted by fishers. In recent years in the Queensland scallop fishery, the scallop catch has declined and fishers have targeted bugs to such an extent that their catch value now exceeds that of the scallops.

Quantifying the fishing effort targeted at bugs and differentiating it from the prawn and scallop effort is challenging. This complicates the estimation of reliable catch rate time series that can be used as an index of abundance for each group (i.e. bugs, prawns, scallops).

Despite their high value, Queensland has not previously undertaken a stock assessment of Moreton Bay Bugs, beyond yield-per-recruit analyses. This is largely because the Bug catch is composed of two species, reef bugs (Thenus australiensis) and mud bugs (Thenus parindicus) which are not differentiated by fishers in the logbook data. Mud bugs are the smaller of the two species and generally occur in depths of 10–30 m, while the larger reef bug generally occurs in depths of 30–60 m. Although there is some spatial separation of the species it is not possible to breakdown the catch of each from the logbook data alone.

This project aims to examine and define the spatial distribution of the two bug species. By surveying and sampling bugs, and examining seafloor properties, we hope to predict and map the distribution of each species. Once clear distinctions are made, we plan to use all available data on catch rates and gear technology used by the fleet, to derive standardised catch rate time series for each species, which can be used as indices of abundance for improved management and assessment.

Objectives

1. Implement a state-wide crew member program to obtain detailed photographic records of Moreton Bay bug catches, to assist with determining the species composition and distribution of catches.
2. Undertake a stratified survey of bug catch rates, species composition and seafloor properties in the main trawl fishing grounds off Townsville.
3. Use all available data sources to model, predict and map the spatial distribution of the two species of Moreton Bay bugs along the Queensland coast.
4. Produce long-term standardised catch rates for each bug species that can be used as an index of abundance for stock assessment and management.

Final report

ISBN: 978-0-6456352-1-8
Authors: McMillan M.N Leahy S.M. Daniell J. Louw N. Roberts E.M. Wickens M. Hillcoat K. O’Neill M.F
Final Report • 9.51 MB
2020-020-DLD.pdf

Summary

We report on the first comprehensive investigation into the spatial distribution of Moreton Bay Bugs within the Queensland East Coast Otter Trawl Fishery. This research was a collaboration between the Queensland Department of Agriculture and Fisheries and James Cook University, applying interdisciplinary approaches to successfully model habitat preferences of the two Moreton Bay Bug species and map their distributions along Queensland’s east coast. Historic catch records were then split according to each species’ spatial distribution. From these records, standardised catch rates were produced as indices of abundance for each species for use in future stock assessments of the Moreton Bay Bug fishery.

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