Fault classification and mitigation in grid-connected solar PV system using hybrid whale optimization algorithm with ANFIS

被引:0
|
作者
Paul, M. Mano Raja [1 ]
Christa, S. T. Jaya [2 ]
Kannan, S. [3 ]
Bhuvanesh, A. [4 ]
机构
[1] Nehru Inst Engn & Technol, Dept Elect & Elect Engn, Coimbatore, Tamil Nadu, India
[2] Mepco Schlenk Engn Coll, Dept Elect & Elect Engn, Sivakasi, Tamil Nadu, India
[3] Ramco Inst Technol, Dept Elect & Elect Engn, Rajapalayam, Tamil Nadu, India
[4] PSN Coll Engn & Technol, Dept Elect & Elect Engn, Tirunelveli 627152, Tamil Nadu, India
关键词
Kuo; Cheng-Chien; Liu; Lei; Solar PV system; fault classification; hybrid WOA with ANFIS; grid failure; maintenance error; DIAGNOSIS; UPQC;
D O I
10.1080/02533839.2024.2383579
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Generally, fault mitigation and classification technique has become an important issue in grid-connected PV (GCPV) systems. This study intends a control topology for fault grouping and mitigation scheme in GCPV systems. Whale optimization algorithm (WOA)-ANFIS controllers are applied to uphold the DC-link voltage in UPQC as a perpetual limit. The ANFIS algorithm is employed to attain the apprising procedure of the WOA. The ANFIS controller is working based on the ANN (Artificial Neural Network) and FIS (Fuzzy Interference system). Additionally, the fault classification is proposed in this paper. The fault classification is attained through the use of DWT and ANFIS. Initially, the normal signals are analyzed; the fault is created and extracted in the consumption of DWT. Then the extracted characteristics are fed to the ANFIS for classification. The ANFIS classified faults in the consumption of fuzzy rules. The goals of the projected model are to classify and mitigate the faults in GCPV systems. The projected system is executed using MATLAB/Simulink. So as to investigate the efficacy of the projected technique, the several categories of concerns are examined and verified with the prevailing tactics for instance, UPQC with PSO-ANFIS, UPQC with WOA-ANN method.
引用
收藏
页码:753 / 768
页数:16
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