科学技术与工程2024,Vol.24Issue(13) :5388-5395.DOI:10.12404/j.issn.1671-1815.2302828

基于改进布谷鸟算法结合电导增量法的最大功率点追踪

Maximum Power Point Tracking Based on Improved Cuckoo Search Algorithm Combined with Incremental Conductance Method

王犇 朱武 卞正兰
科学技术与工程2024,Vol.24Issue(13) :5388-5395.DOI:10.12404/j.issn.1671-1815.2302828

基于改进布谷鸟算法结合电导增量法的最大功率点追踪

Maximum Power Point Tracking Based on Improved Cuckoo Search Algorithm Combined with Incremental Conductance Method

王犇 1朱武 1卞正兰1
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作者信息

  • 1. 上海电力大学电子与信息工程学院,上海 200090
  • 折叠

摘要

动态遮阴下,光伏阵列的输出P-U曲线会出现多个功率极值点,传统最大功率点追踪会陷入局部最优.为此,提出基于自适应差分进化的改进布谷鸟搜索(improved cuckoo search,ICS)算法与电导增量法(incremental conductance,INC)相结合的复合算法(ICS-INC).该算法在前期提出自适应的抛弃概率和随机步长因子,结合差分变异进行随机偏好游走,使算法的搜索开发能力得到提升,有效跳出局部最优.通过改进Lévy飞行公式减小其随机性,减小算法的迭代次数来缩短跟踪时间,实现快速高效定位最大功率点区域,在后期由INC实现局部快速搜索,稳定输出最大功率.在MATLAB/Simulink中建立了仿真模型,对多种算法进行实验,仿真结果表明该算法的追踪速度、全局搜索性以及环境变化的适应能力均得到提升.

Abstract

Under dynamic shading,the PV array output P-U curve will appear multiple power extreme points,and the traditional maximum power point tracking will fall into local optimal.Therefore,a compound algorithm(ICS-INC)based on the improved cuckoo(ICS)algorithm and incremental conductance(INC)was proposed.The algorithm proposed adaptive discard probability and adaptive step size factor,combined with differential variation to carry out random preference walk in the early stage,so as to improve the search and development ability of the algorithm and avoid falling into local optimal effectively.By improving the Lévy flight formula to reduce its randomness and reduce the number of iterations of the algorithm,the tracking time can be shortened,and the maximum power point area can be quickly and efficiently located.In the later stage,INC can achieve local fast search and stable output of maximum power.A simulation model was established in MATLAB/Simulink,and experiments were carried out on various algorithms.The simulation results show that compared with other algorithms,the algorithm's tracking speed,global search ability and ability to adapt to environmental changes are improved.

关键词

布谷鸟搜索/Lévy飞行/差分进化/动态局部遮阴/电导增量法

Key words

cuckoo search/Lévy flight/differential evolution/dynamic local shading/incremental conductance method

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基金项目

国家自然科学基金(62205195)

出版年

2024
科学技术与工程
中国技术经济学会

科学技术与工程

CSTPCD北大核心
影响因子:0.338
ISSN:1671-1815
参考文献量12
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