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Published on: October 14, 2017
Optimization of rotor-side controller parameters in doubly fed induction generators based on an improved NSGA-II
Yanling Lv1, Xiang Zhao1, Zexin Mou2
1School of Electrical and Electronic Engineering, Harbin University of Science and Technology, Harbin, Heilongjiang Province, China.
This study introduces an improved genetic algorithm to stabilize wind turbine generators during grid voltage surges. The advanced method reduces equipment wear and harmonic distortions for better grid resilience.
Area of Science:
- Electrical Engineering
- Renewable Energy Systems
- Control Theory
Background:
- Wind turbine generators face operational instability during grid-voltage surges.
- Traditional control methods may not adequately address transient voltage disturbances.
- Rotor-side converter dynamics and controller behavior under transients require detailed investigation.
Purpose of the Study:
- To present an advanced control strategy for enhancing wind turbine generator stability during grid-voltage surges.
- To propose a multiobjective optimization framework using an improved nondominated sorting genetic algorithm II (NSGA-II).
- To investigate the dynamic model of the rotor-side converter and proportional-integral-derivative (PID) controllers under voltage transients.
Main Methods:
- Development of a dynamic model for the rotor-side converter.
- Investigation of proportional-integral-derivative (PID) controller dynamics under voltage transients.
- Implementation of an improved nondominated sorting genetic algorithm II (NSGA-II) for multiobjective optimization.
Main Results:
- The improved NSGA-II demonstrated superior robustness compared to traditional NSGA-II, particle swarm optimization, and gray wolf optimization algorithms.
- The proposed strategy effectively suppresses equipment wear during transient conditions.
- Significant minimization of harmonic distortions under transient voltage conditions was achieved.
Conclusions:
- The developed control strategy enhances the operational stability of wind turbine generators during grid-voltage surges.
- The improved NSGA-II based framework offers a robust solution for mitigating transient impacts.
- This advancement contributes to improved grid resilience and operational efficiency in wind power systems.
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