Soybean production relies heavily on effective pest management strategies. Among these, fungicide applications play a essential role in protecting soybean plants from devastating fungal infections. These infections can significantly impact {soybeandevelopment, leading to substantial economic losses for farmers. Applying fungicides at the right tim