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High-efficiency swarm intelligent maximum power point tracking control techniques for varying temperature and irradiance

机译:高效群智能最大功率点跟踪控制技术改变温度和辐照度

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PV systems may suffer significant power loss caused by irregular irradiance patterns and changing temperatures. Moreover, partial shading (PS) is a major defect for existing maximum power point tracking (MPPT) controllers. This paper proposes efficient and robust MPPT controllers using novel Slime mould optimization (SMO) and improved salp swarm optimization algorithm (ISSA) to track GMPP for different PV array configurations. ISSA takes opposition based learning (OBL) and local search algorithm (LSA) to perform maximum exploration of the search space. Due to LSA, the oscillation of ISSA can be reduced to zero. Moreover, a novel SMO MPPT technique is introduced for MPPT tracking of PV systems under various weather conditions. The results of the proposed controllers are compared with those of well-known perturb and observe (P&O), particle swarm optimization (PSO), SSA, and cuckoo search optimization algorithm (CSA) MPPT techniques. Six distinct cases of varying temperature, field atmospheric data study, uniform irradiance, PS, and complex-PS are studied. Results and their analysis confirm that the proposed controllers have the highest transient and steady-state efficiency of up to 99.9% with the least tracking time of up to 130 ms while keeping the oscillation in the steady-state well below 1-2W.& nbsp; (c) 2021 Elsevier Ltd. All rights reserved.
机译:PV系统可能遭受由于不规则的辐照度模式和变化温度引起的显着功率损失。此外,部分着色(PS)是现有最大功率点跟踪(MPPT)控制器的主要缺陷。本文提出了使用小说粘液模具优化(SMO)和改进SALP群优化算法(ISSA)的高效和强大的MPPT控制器,以跟踪不同的PV阵列配置。 ISSA采用基于反对的学习(OBL)和本地搜索算法(LSA)来执行搜索空间的最大探索。由于LSA,ISSA的振荡可以减少到零。此外,引入了一种新的SMO MPPT技术,用于在各种天气条件下进行PV系统的MPPT跟踪。将所提出的控制器的结果与众所周知的扰动和观察(P&O),粒子群优化(PSO),SSA和Cuckoo搜索优化算法(CSA)MPPT技术进行比较。研究了六种不同温度,田间大气数据研究,均匀辐照度,PS和复杂PS的不同情况。结果及其分析证实,该控制器具有最高瞬态和稳态效率,高达99.9%,最小跟踪时间最多可达130毫秒,同时保持振荡良好的振荡低于1-2W。&NBSP ; (c)2021 elestvier有限公司保留所有权利。

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