Smart Vineyard: ML-Based Downy Mildew Monitoring System

Smart Prediction and Control of Downy Mildew in Grapes Smart Prediction and Control of Downy Mildew in Grapes Using Machine Learning Blog | April 2026 Introduction Grape cultivation is highly vulnerable to fungal infections, especially downy mildew caused by Plasmopara viticola . This disease spreads rapidly in warm and humid conditions, especially during rainy seasons, leading to severe crop loss. Machine Learning helps predict disease early using environmental data like rainfall, humidity, and temperature. Who Needs This System? Farmers and vineyard managers Agricultural researchers and students Agritech companies Government agricultural departments Researchers in smart farming and AI How Downy Mildew Develops The disease is caused by an organism that survives in plant debris. In spring, spores spread through rain and infect grape plants. It spreads rapidly under favorable conditions, making early detection very important. Real-World Impa...