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Maiden application of mountaineering team-based optimization algorithm optimized 1PD-PI controller for load frequency
Iraj Faraji Davoudkhani1, Peyman Zare1, Seyed Jalal Seyed Shenava1
1Department of Electrical Engineering, University of Mohaghegh Ardabili, Ardabil, Iran.
This study introduces a novel 1PD-PI controller optimized by the Mountaineering Team Based Optimization (MTBO) algorithm for enhanced Load Frequency Control (LFC) in islanded microgrids with renewable energy sources.
Area of Science:
- Electrical Engineering
- Control Systems
- Renewable Energy Integration
Background:
- Islanded Microgrids (IMGs) heavily utilize Renewable Energy Sources (RES), necessitating robust Load Frequency Control (LFC) for stability.
- Existing LFC methods face challenges with the dynamic nature of RES integration.
Purpose of the Study:
- To introduce and evaluate a novel 1PD-PI controller for LFC in RES-based IMGs.
- To develop and apply the Mountaineering Team Based Optimization (MTBO) algorithm for optimizing controller gains.
- To demonstrate the superiority of the proposed 1PD-PI/MTBO scheme over other optimization techniques.
Main Methods:
- Developed a 1PD-PI controller by combining 1PD and PI control strategies.
- Introduced the novel MTBO meta-heuristic algorithm for optimizing controller parameters.
- Simulated a diverse IMG including DEGs, MTs, FCs, ESSs, WTGs, and PVs in MATLAB/SIMULINK.
- Utilized Integral Time Multiplied by the Squared Error (ITSE) and Integral of Time Multiplied By Absolute Error (ITAE) as performance metrics.
- Formulated a weighted composite objective function incorporating ITSE, ITAE, overshoot, and settling time.
- Compared the 1PD-PI/MTBO scheme against 1PD-PI/PSO and 1PD-PI/WOA under various conditions.
Main Results:
- The 1PD-PI/MTBO controller demonstrated superior performance compared to PSO and WOA optimized controllers.
- Achieved minimized settling time, reduced peak overshoot and undershoot, and improved error-integrating characteristics.
- The proposed scheme showed enhanced robustness against parametric uncertainties and nonlinearities.
- Significant improvements were observed in objective function values and transient responses.
Conclusions:
- The 1PD-PI/MTBO control scheme is a practical and effective solution for LFC in RES-based IMGs.
- The MTBO algorithm offers significant advantages for optimizing LFC controllers in microgrids.
- The findings provide valuable insights for managing frequency deviations in complex microgrid systems.
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