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基于纳什均衡量子粒子群算法的分布式能源系统频率控制方法

易康 罗文广 王滔 陈宇峰

控制与信息技术Issue(1):31-39,9.
控制与信息技术Issue(1):31-39,9.DOI:10.13889/j.issn.2096-5427.2024.01.004

基于纳什均衡量子粒子群算法的分布式能源系统频率控制方法

Frequency Control Method for Distributed Energy Systems Based on Nash Equilibrium Quantum Particle Swarm Optimization

易康 1罗文广 1王滔 1陈宇峰1

作者信息

  • 1. 中车株洲电力机车研究所有限公司,湖南 株洲 412001
  • 折叠

摘要

Abstract

Distributed energy systems relying on renewable energy sources such as wind and solar energies are faced with challenges,including excessive frequency fluctuations and the complexity of hybrid energy storage control.To address these issues,the paper proposes a frequency control method based on Nash equilibrium quantum particle swarm optimization(NEQPSO)for distributed energy systems.Initially,a model is established to simulate distributed energy systems containing renewable energy sources and featuring hybrid energy storage.Subsequently,the outputs from both the slide mode controller(SMC)and the linear active disturbance rejection controller(LADRC)observer are integrated into the proportional derivative(PD)controller of the LADRC,leading to an improved slide mode-linear active disturbance rejection controller(SM-LADRC).Following this,NEQPSO is utilized to optimize the controller parameters to secure optimal configurations.Finally,comparative validation experiments are conducted under different settings,demonstrating that the optimized controller significantly outperformed conventional proportional integral derivative(PID)and proportional integral(PI)controllers.The optimization capability of NEQPSO proved clearly superior to that of particle swarm algorithm(PSO)and genetic algorithm(GA).Moreover,in subsequent on-load experiments and sensitivity validation experiments,distributed energy systems employing SM-LADRC based on NEQPSO exhibited swift responsiveness,strong disturbance rejection,improved frequency stability,and enhanced steady-state performance.

关键词

分布式能源系统/混合储能/纳什均衡量子粒子群算法/滑模线性自抗扰控制器

Key words

distributed energy system/hybrid energy storage/Nash equilibrium quantum particle swarm optimization(NEQPSO)/slide model-linear active disturbance rejection controller(SM-LADRC)

分类

信息技术与安全科学

引用本文复制引用

易康,罗文广,王滔,陈宇峰..基于纳什均衡量子粒子群算法的分布式能源系统频率控制方法[J].控制与信息技术,2024,(1):31-39,9.

控制与信息技术

2096-5427

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