While traditional AI development involves scientists making tools and delivering them to end-users, the AgAID Institute will involve the people who will use the AI solutions — from farmers and workers to policy makers — in their development. This “adopt-adapt-amplify” approach ensures solutions are practical and more likely to be adopted. The researchers will also work to create solutions that can adapt to changing environments and that amplify productivity by combining human skills and machine capabilities to be more effective than either would be alone.

“People are very much part of the agricultural ecosystem. It’s not just plants growing. Humans manipulate crops on a daily basis and make complex decisions, such as how to allocate water or mitigate the effects of an incoming storm,” said Ananth Kalyanaraman, a WSU computer science professor and AgAID Institute director. “We aim to partner human knowledge with AI tools in a way that amplifies the end outcomes where the whole is greater than the sum of its parts.”

(Right) Professor Jian-Qiao Sun

The AgAID Institute will be a multi-disciplinary, collaborative effort involving faculty and scientists with expertise in a diverse range of areas in computer science, agriculture and agricultural outreach. In addition to the four core institutions, the collaborative includes Carnegie Mellon University and Kansas State University, and in an effort to train the next generation of educators and farm managers, UC Merced will work closely with other minority-serving institutions such as Heritage University and Wenatchee Valley College. Private sector partners include IBM Research and the start-up innov8.ag.

At UC Merced, School of Engineering professors Reza Ehsani, Jian-Qiao Sun, John Abatzoglou and Josué Medellín-Azuara will all be co-investigators and part of the Institute, as will social scientist Leigh Bernacchi, Ph.D., the CITRIS program director.

With this grant, NSF has made a $220 million investment in AI-based collaborations, building on the first round of seven AI Institutes funded in 2020.

The goal is to develop AI-based technologies that bring about a range of advances: helping older adults lead more independent lives and improving the quality of their care; transforming AI into a more accessible “plug-and-play” technology; creating solutions to improve agriculture and food supply chains; enhancing adult online learning; and supporting underrepresented students from elementary to post-doctoral STEM education to improve equity and representation in AI research.

(Left) Professor Reza Ehsani

Led by NSF and in partnership with USDA-NIFA, the U.S. Department of Homeland Security (DHS), Google, Amazon, Intel and Accenture, the AI Institutes will act as connections in a nationwide network pursuing transformational advances in a range of economic sectors, and science and engineering fields — from food-system security to next-generation edge networks.

“AI is an enabling technology that can help us develop the next generation of intelligent farm equipment and implements. These machines could potentially be more efficient, easier to operate and could reduce production costs,” Ehsani said.

For instance, pruning trees is a highly skilled task, but a beginner-level worker could benefit from an AI tool that provides expert guidance to help decide which are the best branches to prune. The task is done better, and the worker starts to learn from the feedback. With a shortage of skilled labor, AI can benefit both the orchard and the worker, bridging a divide between high-skilled and low-skilled workers.

(Right) Professor Josué Medellín-Azuara

Educating the workforce at all levels is central to the AgAID Institute not just to encourage AI adoption but as a matter of equity, Institute leaders said. The Institute plans multiple education programs from K-12 through higher education and worker training. The goal is to raise AI skill levels and open new career paths, which can improve pay and quality of life for agricultural workers. It can also attract more people to agriculture and computing professions.

The AgAID Institute will undertake several challenging test cases involving specialty crops, many of which grow in the western United States, such as almonds, pistachios, apples, cherries and hops. These crops encompass several major challenges: They require intensive labor and irrigation. They are also vulnerable to weather events and climate change. Specialty crops account for 87% of the U.S. agricultural workforce, and about 40% of these crops are perennial, requiring long-term management and resource planning.

(Left) Professor John Abatzoglou

“AgAID seeks to apply advances in computational technology to the long-standing wicked challenge of agricultural lands in the semi-arid West that are constrained by climate, land and people,” Abatzoglou said. “This support will help develop tech-based solutions for ameliorating the cascading impacts of water scarcity in agricultural systems we’ve experienced recently and will continue to face.”

Chancellor Juan Sánchez Muñoz, Ph.D., who champions UC Merced’s leadership in sustainability and its strong integration into the future of the San Joaquin Valley and its communities, addressed the importance of the AgAID Institute for students and the Valley.

“This artificial intelligence institute for transforming workforce and decision support in agriculture speaks to our increasing national and global recognition for cutting-edge research,” Muñoz said. “Sustaining the future of agriculture — the primary economic activity in our region — is paramount. Not only are we building the future in the heart of California, but we are doing it in a way that speaks to our commitment to innovation in research and education that uplifts our region and results in a new generation of leaders for the Valley."
Source: UC Merced