Research Impact
Research Impact – Focus Areas
Optimising Production Systems
Discovering Resilient Sown Pasture Legumes for Improved Beef Production in northern Australia
AgTAC researchers have taken up the challenge to improve the quality and quantity of native grasses for livestock in northern Australia by selecting resilient species to incorporate into the landscape.
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Harnessing Artificial Intelligence and Satellite Imagery to Detect Sugarcane Disease
Groundbreaking research by AgTAC members has led to the development of technology that detects disease and abnormalities in sugarcane, allowing early intervention to minimise yield loss.
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Countering the Harsh Conditions experienced by Livestock in north-west Queensland
AgTAC researchers are investigating ways to improve conditions for livestock across north-west Queensland.
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Rapid Assessment Unit
To meet the demands of providing products that are safe and of a consistent quality to meet market expectations, this Rapid Assessment Unit is delivering high speed non-destructive testing and grading technologies.
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How to Improve Animal Diet Quality and Pasture Biomass with Legumes
JCU researchers are investigating way to improve quality of diet for livestock.
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Rapid Monitoring in Veterinary Science
To ensure animal welfare, we are researching ways technology can monitor physiology and supplement medications and nutrients in cattle.
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Smart Technologies to Improve Biosecurity Outcomes in Horticulture
The Fresh and Secure Trade Alliance (FASTA) is a $130 million collaborative research initiative designed to protect and grow Australia’s horticultural exports. Researchers are using near infrared spectroscopy (NIRS) for insect identification, NIRS and computer vision for post-harvest quality assessment and developing automation to amplify effectiveness.
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Electrochemical Sensors Sustainably Improving Agricultural Productivity
AgTAC Electrochemists are working on developing portable and cost-effective chemical sensors for agricultural, environmental and biological applications.
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AgValuate, Empowering Producers to Embrace Innovation
AgValuate is a first-of-its-kind tool that empowers farmers to explore new technologies with confidence.
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BeefVantage
BeefVantage is empowering producers to optimise livestock management and climate resilience.
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AI-Powered Innovation in Aquaculture: AutoFish
AgTAC researchers are using AI to increase industry profits and animal welfare in the aquaculture industry.
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How full is that mud crab?
AgTAC is developing and deploying handheld near-infrared technology to revolutionize mud crab grading.
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Drones and AI team up for healthy land management practices
Researchers are using high resolution drone images and AI technology to classify land conditions and health with the aim of improving future planning and management.
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Water
Water security for northern Australia
JCU has conducted research to improve water security in Northern Australia.
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Enhancing water security through satellite observation
This research is providing a robust foundation for water resource and environmental management by leveraging advanced satellite remote sensing to map and monitor surface water.
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On-line tools to inform sustainable irrigation management
In collaboration with industry partner AgriTech Solutions, AgTAC researchers have developed the Irrigation Rapid Assessment Tool (i-RAT) to provide sugarcane growers with essential economic and environmental guidance.
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Artificial Intelligence and Robotics Decreasing Herbicide Usage and Improving Water Quality
AgTAC researchers are integrating computer vision and robotics to solve a critical environmental challenge: pesticide runoff in reef catchments.
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Evaluating Effects of Alluvial Gully Remediations
Alluvial gully remediation has proven to be highly effective at reducing fine sediment yields in the Great Barrier Reef catchments.
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Saving Water and Improving Water Quality through Efficient Irrigation
By integrating Electronics and the Internet of Things (IoT), AgTAC has developed an innovative solution to modernize irrigation within the sugarcane industry.
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Computer Vision-Based IoT Solution for Real-Time Water Discharge Monitoring
AgTAC innovations are delivering data quickly and cost-effectively to local authorities.
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Climate Resilience
Data-Driven Approaches to Support Wetland Restoration and Climate Resilience
AgTAC scientists are advancing wetland science through the development of high-fidelity geospatial and hydrological models.
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Statistical Climatological Applications in Agriculture
Our researchers are translating climate science to enhance agricultural decision-making capability.
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Improving Weather Forecasts - Improving Farm Management
The Opticane platform delivers high-resolution weather forecasts and irrigation outlooks, equipping the Burdekin catchment with localized data to support smarter irrigation and farm management decisions.
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Enhanced Decision Making across the Farming, Harvesting, Milling and Marketing Industry Value Chain by Adoption of Seasonal Climate Forecasts
By combining climate forecasts with systems modelling, we allow farmers to explore "What If" questions.
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Fire-Risk Vegetation Mapping using AI
Drone-based imaging and AI-powered analysis is being developed by AgTAC researchers to detect high-risk vegetation before it becomes a threat.
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Nature Positive in Ag
Coastal Wetland Ecology and Restoration
Our research is creating positive ecological outcomes in agricultural landscapes.
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Radio Telemetry to Track Insects
By figuring out exactly how and where insects travel, we can catch destructive, invasive pests before they destroy local crops and ecosystems.
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Ecoacoustics providing Nature Positive solutions
Instead of relying on hidden cameras that can miss animals hidden in the brush, we are listening to the pulse of nature to safely track and protect wildlife without ever disturbing them.
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A chemical engineering approach towards natural insect control
Synthetic chemicals can be harmful. We have discovered a way to pull a powerful, insect repellent straight from Eucalyptus leaves.
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Advancing multispecies cover crop research in Australian sugarcane
AgTAC researchers are delivering the hard science needed to grow healthier crops and create richer soil, all while cutting down on the pollution that drives climate change. We're proving that you don't have to choose between a successful farm and a healthy planet.
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Nitrogen fertilizer vs organic compost
Applying just the right amount of fertilizer reduces excess chemical losses from the field, improves water and atmospheric quality.
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Keeping the feral pigs out
Our research is seeking solutions to minimise the damage caused by feral pigs to agricultural lands and crucial habitats for native plants and animals.
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AI for Forestry Weed Detection
AgTAC researchers are using AI to detect invasive weeds in agricultural forests, reducing labour times and improving safety.
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Net Zero in Ag
Enhanced Rock Weathering
As part of an international effort, AgTAC researchers are conducting trials on several farms in North Queensland to investigate whether applying crushed basalt and mill ash to the soil could enhance production whilst removing carbon dioxide from the atmosphere and improve water quality leaving the farm.
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Carbon Dynamics in Groundwater of Coastal Wetlands
Coastal wetlands are incredible natural traps for carbon, keeping it out of our atmosphere. AgTAC researchers are studying how underground water flows through these areas so we can use that water to lock away even more carbon and fight climate change more effectively.
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Research Impact – Enablers
AgTech Research and Innovation
AgTAC incorporates a range of advanced core technologies and innovations across our research including:
- AI
- Bayesian Statistics
- Data Visualisation
- Mathematical Modelling
- Machine Learning
- Statistical Learning
- Multi-modal and Multi-model fusion
- Neural Networks and Deep Learning
- Optimisation
- Spatial statistics and time series analysis
- Systems Modelling (Climate, Production, Hydrological)
- eDNA
- Smart Monitoring
- IoT
- Sensors
- Cloud Computing
- Remote Sensing
- Spectroscopy
- Drones and Satellite Imagery
- Negative Emission Technologies
- Sound Acoustics
- Economics
Sustainable Finance and Markets
ESG On-Farm Rapid Assessment
Measuring business risks and opportunities, becoming more drought resilient, more sustainable and more profitable - sharing the big picture with the agricultural industry across northern Queensland.
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Sustainable and equitable horticulture
Our research contributes to sustainable and equitable development of the agricultural economy, with long-term benefits for regional employment and livelihoods.
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On-line tools to inform sustainable finance
In collaboration with industry partner AgriTech Solutions, AgTAC researchers have developed the Irrigation Rapid Assessment Tool (i-RAT) to provide sugarcane growers with essential economic and environmental guidance. This tool also quantifies environmental benefits which can empower producers to leverage market-based conservation incentives like Reef Credits, while also supporting alignment with broader natural capital, nature-positive and Environmental, Social and Governance (ESG) frameworks.
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Adoption
Improving the Adoption of Agricultural Technologies
The AgTAC adoption team is researching factors that influence human decision-making and also the complex interplay between social, emotional and cognitive processes that can motivate a person to adopt or not adopt new technologies.
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Improving Connectivity in outback Australia
Agricultural technologies can boost on-farm efficiency and productivity, but without reliable internet connectivity, their full benefits are difficult to realise.
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