: DC servo motors are critical in automation, robotics, and precision control systems due to their rapid response and high torque capabilities. However, traditional Proportional-Integral-Derivative (PID) controllers suffer from inefficiencies in dynamic environments, including manual tuning challenges and poor adaptability to nonlinearities. This study systematically evaluates advanced control strategies—Genetic Algorithm (GA)-optimized PID, Self-Tuning PID, Fuzzy Logic Control (FLC), Fractional-Order PID (FOPID), and Relative Rate Observer (RRO)-based Self-Tuning Fuzzy PID (FPID)—to address these limitations. Through MATLAB/Simulink simulations, each method is assessed using performance metrics such as settling time, overshoot, and robustness under parametric variations. Results demonstrate that GA-optimized PID reduces overshoot by 40%, while the RRO-based Self-Tuning FPID achieves the fastest settling time (0.6 seconds) and near-zero steady-state error. The Self-Tuning FOPID controller emerges as the most robust, combining fractional calculus with real-time adaptation. This study underscores the synergy between computational intelligence and control theory, proposing future integration of deep learning for enhanced real-time optimization.
Salem, A., Abdel-Ghany, M., & Ibrahim, . (2025). Performance Enhancement of DC-Motor Based on Multi Different Control Techniques. International Journal of Engineering and Applied Sciences-October 6 University, 2(2), 38-44. doi: 10.21608/ijeasou.2025.387627.1052
MLA
AMGAD Salem; Mohamed Abdel-Ghany; ٍShorouk Ossama Ibrahim. "Performance Enhancement of DC-Motor Based on Multi Different Control Techniques", International Journal of Engineering and Applied Sciences-October 6 University, 2, 2, 2025, 38-44. doi: 10.21608/ijeasou.2025.387627.1052
HARVARD
Salem, A., Abdel-Ghany, M., Ibrahim, . (2025). 'Performance Enhancement of DC-Motor Based on Multi Different Control Techniques', International Journal of Engineering and Applied Sciences-October 6 University, 2(2), pp. 38-44. doi: 10.21608/ijeasou.2025.387627.1052
VANCOUVER
Salem, A., Abdel-Ghany, M., Ibrahim, . Performance Enhancement of DC-Motor Based on Multi Different Control Techniques. International Journal of Engineering and Applied Sciences-October 6 University, 2025; 2(2): 38-44. doi: 10.21608/ijeasou.2025.387627.1052