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Our research spans the areas of artificial intelligence (AI) and cyberbiosecurity for water systems and smart agriculture. The A3 team develops AI applications, assurance algorithms, and data-driven methods to address critical water security and agricultural challenges, such as: protecting and managing intelligent water supply systems, optimizing smart-farming and precision agriculture, understanding the economic effects of outlier events on biological systems (such as rivers and watersheds), aiding system operators via predictive maintenance measures, and evaluating water and agricultural public policies. Throughout these AI applications, serious show-stopper problems are still persistent, such as: AI explainability, security, causality, and trustworthiness; as well as data bias and incompleteness, data democracy, and dark data. Our research is at the intersection of these issues.

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