李红岩, 王磊, 安平娟, 杨朝旭, 赵天玥, 刘宝. 基于改进黏菌算法的局部遮阴下光伏MPPT研究[J]. 太阳能学报, 2023, 44(10): 129-134. DOI: 10.19912/j.0254-0096.tynxb.2022-0810
引用本文: 李红岩, 王磊, 安平娟, 杨朝旭, 赵天玥, 刘宝. 基于改进黏菌算法的局部遮阴下光伏MPPT研究[J]. 太阳能学报, 2023, 44(10): 129-134. DOI: 10.19912/j.0254-0096.tynxb.2022-0810
Li Hongyan, Wang Lei, An Pingjuan, Yang Chaoxu, Zhao Tianyue, Liu Bao. STUDY ON PHOTOVOLTAIC MPPT UNDER LOCAL SHADE BASED ON IMPROVED SLIME MOLD ALGORITHM[J]. Acta Energiae Solaris Sinica, 2023, 44(10): 129-134. DOI: 10.19912/j.0254-0096.tynxb.2022-0810
Citation: Li Hongyan, Wang Lei, An Pingjuan, Yang Chaoxu, Zhao Tianyue, Liu Bao. STUDY ON PHOTOVOLTAIC MPPT UNDER LOCAL SHADE BASED ON IMPROVED SLIME MOLD ALGORITHM[J]. Acta Energiae Solaris Sinica, 2023, 44(10): 129-134. DOI: 10.19912/j.0254-0096.tynxb.2022-0810

基于改进黏菌算法的局部遮阴下光伏MPPT研究

STUDY ON PHOTOVOLTAIC MPPT UNDER LOCAL SHADE BASED ON IMPROVED SLIME MOLD ALGORITHM

  • 摘要: 为解决光伏发电系统在局部阴影光照情况下传统最大功率点跟踪(MPPT)方法极易陷入局部最优等问题,提出一种混沌变异黏菌算法结合算术算法(CVSMAAOA)的光伏MPPT方法。该方法在黏菌算法(SMA)基础上引入混沌映射函数初始化黏菌个体,使种群分布更加均匀;引入高斯变异策略提高算法跳出局部最优解的概率,变异因子的跃变性有助于加速搜索进程;引入算术优化算法(AOA)中加减算子实现局部高精度探索。仿真实验表明,所提算法相较SMA、AOA在均匀辐照、静态阴影、变化阴影下收敛速度具有明显提升。

     

    Abstract: In order to solve the problem that the traditional maximum power point tracking(MPPT)method is easy to fall into local optimality in the case of local shadow illumination of photovoltaic power generation system,a photovoltaic MPPT method of mixed mutant slime mold algorithm combined with arithmetic algorithm(CVSMAAOA)is proposed. This method introduces a chaotic mapping function to initialize slime mold individuals on the basis of slime mold algorithm(SMA),so that the population distribution is more uniform,the gaussian variation is introduced to improve the probability of the algorithm jumping out of the local optimal solution,and the jump of the variation factor helps to accelerate the search process;and the addition and subtraction operators in the arithmetic algorithm(AOA)are introduced to achieve local high-precision exploration. Simulation experiments show that compared with SMA and AOA,the convergence speed of the proposed algorithm under uniform irradiation,static shadow and changing shadow has been significantly improved.

     

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