In the contemporary agricultural landscape, maximizing efficiency and yield is paramount. Motivated by this imperative, modern fertilizer production lines are undergoing a significant transformation, embracing automation technologies to streamline operations and enhance productivity. Intelligent systems now handle various functions, from the precis