Researchers introduced hybrid fuzzy PID controllers for quadcopter drones in agriculture, combining the adaptability of fuzzy logic with the precision of classical PID control. These controllers outperformed traditional PID controllers in stability, accuracy, and adaptability, offering significant improvements in smart agriculture tasks.