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Parameters-tuning of PID controller for automatic voltage regulators using the African buffalo optimization
Julius Beneoluchi Odili1, Mohd Nizam Mohmad Kahar1, A Noraziah1,2
1Faculty of Computer Systems and Software Engineering, Universiti Malaysia Pahang, Kuantan, Malaysia.
The African Buffalo Optimization (ABO) effectively tunes Proportional-Integral-Derivative (PID) controller parameters for Automatic Voltage Regulators (AVR). This novel approach significantly reduces overshoot and steady-state errors compared to other metaheuristic methods.
Area of Science:
- Control Systems Engineering
- Computational Intelligence
- Electrical Engineering
Background:
- Automatic Voltage Regulators (AVR) are critical for maintaining stable power system voltages.
- Existing metaheuristic methods for tuning Proportional-Integral-Derivative (PID) controllers show success but require improvement in reducing gain overshoot and steady-state errors.
Purpose of the Study:
- To apply the African Buffalo Optimization (ABO) algorithm for tuning PID controller parameters in an AVR system.
- To address limitations in gain overshoot and steady-state errors observed in current metaheuristic tuning approaches.
Main Methods:
- The African Buffalo Optimization (ABO) algorithm was employed, treating each buffalo's location as a candidate solution for PID controller parameters.
- Simulations were conducted to evaluate the performance of the ABO-tuned PID controller (ABO-PID).
Main Results:
- The ABO-PID controller demonstrated superior performance in simulations compared to Genetic Algorithm PID (GA-PID), Particle Swarm Optimization PID (PSO-PID), Ant Colony Optimization PID (ACO-PID), and Bacteria Foraging Optimization PID (BFO-PID).
- The ABO method effectively minimized gain overshoot and steady-state errors in the AVR system.
Conclusions:
- The African Buffalo Optimization (ABO) is a promising metaheuristic technique for optimizing PID controller parameters in AVR systems.
- ABO-PID offers a valuable addition to the field of metaheuristic-based PID controller tuning, particularly for improving transient and steady-state responses.
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