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An improved spotted hyena optimizer for PID parameters in an AVR system
Guo Zhou1, Jie Li2,3, Zhong Hua Tang2,3
1Department of Science and Technology Teaching, China University of Political Science and Law, Beijing 100088, China.
An improved spotted hyena optimizer (ISHO) enhances automatic voltage regulator (AVR) performance by optimizing proportional integral derivative (PID) parameters. This novel algorithm achieves superior precision and faster convergence rates compared to existing methods.
Area of Science:
- Engineering
- Computer Science
- Control Systems
Background:
- Automatic Voltage Regulators (AVRs) are crucial for stable power systems.
- Proportional Integral Derivative (PID) controllers are widely used in AVRs but require precise tuning.
- Optimization algorithms are essential for effective PID parameter tuning in AVR systems.
Purpose of the Study:
- To propose an Improved Spotted Hyena Optimizer (ISHO) for PID parameter optimization in AVRs.
- To enhance the exploration and exploitation capabilities of the Spotted Hyena Optimizer (SHO).
- To improve solution precision and convergence rate for PID controller tuning.
Main Methods:
- Implementing an opposition-based learning strategy for initial population diversity.
- Developing a novel nonlinear update equation for the convergence factor.
- Applying the ISHO algorithm to optimize PID parameters for an AVR system.
Main Results:
- The ISHO algorithm demonstrated superior performance over other tested algorithms.
- ISHO achieved higher solution precision in PID parameter optimization.
- ISHO exhibited a faster convergence rate in the optimization process.
Conclusions:
- The proposed ISHO is an effective method for PID parameter optimization in AVRs.
- ISHO enhances the global search and local exploitation abilities of the SHO algorithm.
- The ISHO algorithm offers a promising approach for improving AVR system stability and performance.
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