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New Predictive Models Developed With AI to Optimize Irrigation and Crop Management

Plantae, a start-up supported by the C3N-IA Science Park at Universidad Carlos III de Madrid (UC3M) and specializing in precision agriculture, has developed new predictive models using artificial intelligence (AI) to anticipate water needs, optimize irrigation and increase crop productivity. The potential applications of this technology range from intensive agriculture to professional gardening and the maintenance of football pitches, golf courses and other sports facilities.

The technology developed draws on an extensive database generated by more than 10,000 sensors installed on farms and agricultural holdings, which collect some 10 million monthly data points on soil moisture, electrical conductivity and temperature. What this new system does is use this ‘Big Data’ and combine it with AI to make more accurate predictions about weather events and crop conditions.

“Our goal is to anticipate what is going to happen, providing the farmer or technician with specific recommendations on irrigation amounts or preventive actions for their crops up to ten days in advance,” says Samuel Lopez, CEO and co-founder of Plantae.

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Wisconsin Corn and Soybean Weed Management Updates and Considerations for 2026 and Beyond

Video: Wisconsin Corn and Soybean Weed Management Updates and Considerations for 2026 and Beyond


Dr. Rodrigo Werle, associate professor and extension weed scientist, UW–Madison, shares the latest updates and future considerations for corn and soybean weed management in Wisconsin. This presentation covers herbicide resistance trends in waterhemp, including newly confirmed cases of HPPD and S-metolachlor resistance, and emphasizes the importance of residual herbicides and strategic tank mixes for consistent control. Rodrigo also introduces upcoming technologies like Vyconic soybeans and new herbicide products, discusses integrated weed management strategies such as planting green with cover crops, and highlights practical recommendations for 2026 and beyond.

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