Most Valuable Player Algorithm based Maximum Power Point Tracking for a Partially Shaded PV Generation System

被引:75
|
作者
Pervez, Imran [1 ]
Shams, Immad [2 ]
Mekhilef, Saad [3 ]
Sarwar, Adil [1 ]
Tariq, Mohd [1 ]
Alamri, Basem [4 ]
机构
[1] Aligarh Muslim Univ, Dept Elect Engn ZHCET, Aligarh 202002, Uttar Pradesh, India
[2] Univ Malaya, Fac Engn, Dept Elect Engn, Power Elect & Renewable Energy Res Lab PEARL, Kuala Lumpur 50603, Malaysia
[3] Swinburne Univ Technol, Sch Software & Elect Engn, Fac Sci Engn & Technol, Hawthorn, Vic 3122, Australia
[4] Taif Univ, Dept Elect Engn, Coll Engn, At Taif 21944, Saudi Arabia
关键词
Convergence; Fluctuations; Robustness; Maximum power point trackers; Optimization; Particle swarm optimization; Photovoltaic systems; Partial shading; maximum power point tracking (MPPT); PV system; most valuable player algorithm (MVPA); metaheuristic algorithms; ARTIFICIAL BEE COLONY; PHOTOVOLTAIC SYSTEMS; FUZZY-LOGIC; MPPT; IMPLEMENTATION; SIMULATION; SCHEME;
D O I
10.1109/TSTE.2021.3069262
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Inclusion of bypass diodes at the output terminal of the PV array mitigates the effect of partial shading (PS) but causes multiple peaks of power at the output. The conventional hill climbing and perturb and observe algorithms cannot track the optimal point during partial shading phenomena for multiple peaks corresponding to the different shading pattern on the Power-Voltage (P-V) curve. Fuzzy logic controller and artificial neural network-based methods for Maximum Power Point Tracking (MPPT) provide satisfactory results but at the cost of increased memory and computational burden. Recent work to incorporate exploration and exploitation phenomena of nature-inspired algorithms to track optimal power point have shown encouraging results by preventing convergence to local maxima and posing less burden on the processor. However, due to performance variation between different algorithms of this category newer algorithms with improved performances are still a requirement. In this paper, a novel most valuable player algorithm (MVPA) has been used to track the optimal operation point for extracting maximum power from a solar PV system. The algorithm's performance is compared with the commonly employed particle swarm optimization (PSO) and the recently proposed Jaya algorithm's modified form. It is observed that the proposed algorithm outperformed both the algorithms with a considerable improvement in terms of tracking speed, power tracking efficiency, robustness, faster decision for convergence after tracking the maximum power and lesser number of power fluctuations for different shading patterns.
引用
收藏
页码:1876 / 1890
页数:15
相关论文
共 50 条
  • [11] A new meerkat optimization algorithm based maximum power point tracking for partially shaded photovoltaic system
    Srinivasan, V
    Boopathi, C. S.
    Sridhar, R.
    AIN SHAMS ENGINEERING JOURNAL, 2021, 12 (04) : 3791 - 3802
  • [12] Maximum Power Point Tracking for PV Array under Partially Shaded Conditions Based on Glowworm Swarm Optimization Algorithm
    Li, Hengjie
    Kang, Kailan
    Chen, Wei
    Zeng, Xianqiang
    2016 3RD INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY FOR EDUCATION (ICTE 2016), 2016, : 146 - 150
  • [13] Global Maximum Power Point Tracking of Partially Shaded PV System Using Advanced Optimization Techniques
    Akram, Nouman
    Khan, Laiq
    Agha, Shahrukh
    Hafeez, Kamran
    ENERGIES, 2022, 15 (11)
  • [14] A Research and Improvement on a Maximum Power Point Tracking Method for PV System under Partially Shaded Conditions
    Cui, Yan
    Yao, Wen
    Luo, Jinzhao
    2012 INTERNATIONAL WORKSHOP ON INFORMATION AND ELECTRONICS ENGINEERING, 2012, 29 : 2583 - 2589
  • [15] Maximum Power Point Tracking Method for PV Array under Partially Shaded Condition
    Ji, Young-Hyok
    Jung, Doo-Yong
    Won, Chung-Yuen
    Lee, Byoung-Kuk
    Kim, Jin-Wook
    2009 IEEE ENERGY CONVERSION CONGRESS AND EXPOSITION, VOLS 1-6, 2009, : 711 - +
  • [16] Atomic Orbital Search Algorithm for Efficient Maximum Power Point Tracking in Partially Shaded Solar PV Systems
    Hussain, Md Tahmid
    Tariq, Mohd
    Sarwar, Adil
    Urooj, Shabana
    BaQais, Amal
    Hossain, Md. Alamgir
    PROCESSES, 2023, 11 (09)
  • [17] Application of improved bat algorithm for solar PV maximum power point tracking under partially shaded condition
    Wu, Zhongqiang
    Yu, Danqi
    APPLIED SOFT COMPUTING, 2018, 62 : 101 - 109
  • [18] Exact Maximum Power Point Tracking of Partially Shaded PV Strings Based on Current Equalization Concept
    Sharma, Pooja
    Peter, Pradeep K.
    Agarwa, Vivek
    2012 38TH IEEE PHOTOVOLTAIC SPECIALISTS CONFERENCE (PVSC), 2012, : 1411 - 1416
  • [19] A Fuzzy Logic Controller Based on Maximum Power Point Tracking Algorithm for Partially Shaded PV Array-Experimental Validation
    Benlahbib, Boualam
    Bouarroudj, Noureddine
    Mekhilef, Saad
    Abdelkrim, Tameur
    Lakhdari, Abdelkader
    Bouchafaa, Farid
    ELEKTRONIKA IR ELEKTROTECHNIKA, 2018, 24 (04) : 38 - 44
  • [20] A new maximum power tracking in PV system during partially shaded conditions based on shuffled frog leap algorithm
    Sridhar, R.
    Jeevananthan, S.
    Dash, S. S.
    Vishnuram, Pradeep
    JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 2017, 29 (03) : 481 - 493