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Adaptive AI for Climate Resilience 

Future-proofing winegrape, apple and kiwifruit yield forecasts for extreme weather events and long-term climate change
Project complete

In Partnership With:

The Yield Technology Solutions Pty Ltd
University of Technology Sydney

Adaptive AI for Climate Resilience 

The Challenge:

Extreme weather events, such as heat waves, frosts, bushfires and unusual rainfall can impact the quality and yield of high-value specialty crops. Growers need timely information to manage production and mitigate risks.  

The use of historical data in machine learning means that current AI models are unprepared for long-term changes in climate and extreme weather events.

There’s also the need to better explain outputs from AI models to build consumer trust and grower confidence in the technology.  

This technology will be vital in implementing strategies to mitigate risks from oncoming climate change.

The Solution:  

Agtech company, The Yield Technology Solutions, creates AI models to predict harvest outcomes for leading agribusinesses across Australia, New Zealand and the US.

This project will analyse trends across recent farming datasets and build in future climate change scenarios with known sectoral vulnerabilities in order to develop new, future-proofed frameworks for AI models on harvest outcomes.

This work will be used to improve the robustness of existing harvest prediction platforms, to account for the increasingly volatile changes to climatic and weather phenomena that is already impacting farmers around the world.

This technology will be vital in helping growing partners The Yield Technology Solutions in Australia, New Zealand and the United States to implement strategies to mitigate risks from climate change.

Outcomes:

  • Better explanation of AI model outputs to consumers
  • Framework for ag AI models that can represent the impacts and risks of extreme weather events on harvest outcomes
  • Framework for AI models to adapt to future climate change
  • Contact: projects@foodagility.com.au

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