An Improved Partial Shading Detection Strategy Based on Chimp Optimization Algorithm to Find Global Maximum Power Point of Solar Array System

被引:10
|
作者
Elahi, Muqaddas [1 ]
Ashraf, Hafiz Muhammad [1 ]
Kim, Chul-Hwan [1 ]
机构
[1] Sungkyunkwan Univ, Dept Elect & Comp Engn, Suwon 16419, South Korea
基金
新加坡国家研究基金会;
关键词
chimp optimization algorithm (ChOA); global maximum power point tracking (GMPPT); load variations; modified perturb and observe; partial shading conditions; photovoltaic system; INCREMENTAL CONDUCTANCE MPPT; PV SYSTEMS; TRACKING; IMPLEMENTATION; SIMULATION; DESIGN;
D O I
10.3390/en15041549
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
A PV system's operation highly depends on weather conditions. In case of varying irradiances or load changes, there is a power mismatch between various modules of the PV array. This power mismatch causes instability in the output of the PV system and deteriorates the overall system efficiency. To overcome instability and lower efficiency problems, and to extract maximum power from the PV system, various maximum power point tracking (MPPT) techniques are employed. The success of these techniques depends on the identification of the actual operating conditions of the system. This article proposes a hybrid maximum power point tracking (MPPT) technique that is capable of efficiently differentiating between uniform irradiance, non-uniform irradiance, and load variations on the PV system. Based on the identified operating conditions, the proposed method uses modified perturb and observe (Modified P&O) to cope with uniform irradiance variations and chimp optimization algorithms (ChOA) for non-uniform conditions to track the oscillation free maximum power-point. The proposed method is implemented and verified using a 4 x 3 PV array model in MATLAB Simulink software. Different cases of uniformly changing irradiance and non-uniformly changing irradiance are applied to test the performance of the proposed hybrid technique. The load varying conditions are performed by applying a variable load resistor. The authenticity of the proposed hybrid technique is critically evaluated against the well-known and most widely used optimization techniques of modified perturb and observe (Modified P&O), particle swarm optimization (PSO), flower pollination algorithm (FPA), and grey wolf optimization (GWO). The results demonstrate the superiority of the proposed technique in oscillation-free tracking of global maximum power point (GMPP) in a minimum tracking time of 0.4 s and 0.15 s, and steady-state MPPT efficiency of 96.92% and 99.54% under uniform and non-uniform irradiance conditions, respectively.
引用
收藏
页数:26
相关论文
共 50 条
  • [41] A Modified Maximum Power Point Tracking Algorithm under Partial Shading Conditions
    Sun, Bo
    Zheng, JianYong
    ADVANCED RESEARCH ON MATERIAL ENGINEERING AND ELECTRICAL ENGINEERING, 2013, 676 : 330 - 334
  • [42] A Novel Technique Based on Peafowl Optimization Algorithm for Maximum Power Point Tracking of PV Systems Under Partial Shading Condition
    Li, Dongrui
    Li, Jinjin
    Wang, Ning
    FRONTIERS IN ENERGY RESEARCH, 2021, 9
  • [43] Maximum Power Point Tracking in Solar PV Under Partial Shading Conditions Using Stochastic Optimization Techniques
    Sagonda, Arnold F.
    Folly, Komla A.
    2019 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2019, : 1967 - 1974
  • [44] An Approach Based on Golden Eagle Optimization Algorithm for Maximum Power Point Tracking of PV Panel Under Partial Shading Conditions
    Aburas, Waleed Mohammed M.
    Tezel, Necmi Serkan
    JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, 2025,
  • [45] A New Maximum Power Point Tracking Based on Modified Firefly Algorithm for PV System Under Partial Shading Conditions
    Farzaneh J.
    Keypour R.
    Khanesar M.A.
    Technology and Economics of Smart Grids and Sustainable Energy, 3 (1):
  • [46] A novel Artificial Location Selection Optimization for Global Maximum Power Point Tracking under Partial Shading Conditions
    Ha, H. L. D.
    Gopal, Lenin
    Chiong, C. W. R.
    Juwono, Filbert H.
    Law, Kah Haw
    ENERGY CONVERSION AND MANAGEMENT, 2024, 304
  • [47] A new approach in maximum power point tracking for a photovoltaic array with power management system using Fibonacci search algorithm under partial shading conditions
    Pati A.K.
    Sahoo N.C.
    Energy Systems, 2016, 7 (1) : 145 - 172
  • [48] Partial Shading Detection and Global MPPT Algorithm for PV System
    AL-Ramaden, Ahmad
    Smadi, Issam A.
    2019 IEEE JORDAN INTERNATIONAL JOINT CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION TECHNOLOGY (JEEIT), 2019, : 135 - 140
  • [49] A direct control based maximum power point tracking method for photovoltaic system under partial shading conditions using particle swarm optimization algorithm
    Ishaque, Kashif
    Salam, Zainal
    Shamsudin, Amir
    Amjad, Muhammad
    APPLIED ENERGY, 2012, 99 : 414 - 422
  • [50] An Improved Cuckoo Search Algorithm for Maximum Power Point Tracking of Photovoltaic Systems under Partial Shading Conditions
    Eltamaly, Ali M.
    ENERGIES, 2021, 14 (04)