Extensible Framework for Analysis of Farm Practices and Programs

Proceedings of the Practice and Experience in Advanced Research Computing on Rise of the Machines (learning)(2019)

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摘要
We present an open source extensible web framework for the analysis of different farm practices and programs and easy dissemination of their results to the users. Currently, this framework is being applied to two use cases --- a web-based decision support system for cover crop management and a web-based farm program analysis tool to assist farmers, academics, and policymakers to understand programs and policies surrounding the Farm Bill. Through the first use case, we address the problem of bridging the gap between the scientific research that happens in labs and experimental plots and the day to day practices and decisions taken by the farmers in the fields. Specifically, this use case focuses on the practice of cover crops, their management, and the impact on reducing nutrient runoff into water bodies. Through the second use case, we address the problem of predicting the expected payment amounts and measured risk or probability of payment for different government insurance programs authorized by the 2018 Farm Bill, namely the Agriculture Risk Coverage (ARC) and Price Loss Coverage (PLC). This helps the farmers compare these programs based on forecasted crop yields and prices. In this paper, we describe the overall architecture of the framework and its major components, the use cases that are currently benefiting from using this framework and share screenshots of the web applications developed using this framework for those use cases. We also share our plans for future work and conclusions about applying this framework to the two use cases.
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关键词
Agricultural Risk Coverage (ARC) program, Decision Support System for Agrotechnology Transfer (DSSAT), Gulf of Mexico hypoxia zone, Price Loss Coverage (PLC) program, cover crop management, crop commodity programs analysis, crop modeling, farm bill, farm practices analysis, farm programs analysis, nitrate nitrogen, nitrogen leaching, nutrient runoff, web framework, web-based decision support system, workflow management system
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