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Updated: Jan 14, 2026

Experimental Investigation of the Hierarchical Control in DC Microgrids Using a Real-time Simulator
Published on: February 14, 2025
Robust load frequency control in renewable integrated Multi Area grids using hybrid SA and QIO tuned PIDF controller.
Waqar Younis1, Muhammad Zubair Yameen1, Abdul Khalique Junejo2,3
1School of Electrical Engineering, Yanshan University, Qinhuangdao, 066004, Hebei, China.
A new hybrid controller improves frequency stability in power grids with renewables. This advanced system significantly reduces errors and enhances response times compared to existing methods.
Area of Science:
- Electrical Engineering
- Control Systems
- Renewable Energy Integration
Background:
- Renewable energy sources introduce instability challenges in power grids.
- Conventional controllers struggle with intermittent generation and load changes.
- Existing optimization algorithms have limitations like premature convergence or inefficiency.
Purpose of the Study:
- To develop a robust load frequency control strategy for power systems with high renewable penetration.
- To enhance frequency stability under dynamic disturbances like solar irradiance fluctuations and load variations.
- To overcome the limitations of traditional PID and other advanced controllers.
Main Methods:
- Proposed a hybrid Simulated Annealing-Quadratic Interpolation Optimizer (hsa-QIO) tuned filtered PID (PID-F) controller.
- Utilized MATLAB/Simulink for simulations under dynamic solar irradiance and random load perturbations.
- Evaluated controller performance against existing methods like ANN-PID, GA-PID, and SVM-PID.
Main Results:
- Achieved a 55.7% reduction in Integral Time-weighted Absolute Error (ITAE) compared to QIO.
- Demonstrated 25% lower overshoot and 50% faster settling time in Area 1.
- Showcased superior tie-line regulation and statistical robustness with significantly lower ITAE deviation.
Conclusions:
- The hsa-QIO-tuned PID-F controller offers a computationally efficient and robust solution for load frequency control.
- The proposed method ensures stringent frequency stability in grids with high renewable energy integration.
- This approach effectively addresses the challenges posed by intermittency and nonlinear dynamics.
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