A novel global MPPT technique using improved PS-FW algorithm for PV system under partial shading conditions

被引:40
|
作者
Chai, Lucas Gao King [1 ]
Gopal, Lenin [1 ]
Juwono, Filbert H. [1 ]
Chiong, Choo W. R. [1 ]
Ling, Huo-Chong [1 ]
Basuki, Thomas Anung [1 ]
机构
[1] Curtin Univ Malaysia, Green Elect Energy Ctr, Dept Elect & Comp Engn, Miri 98009, Malaysia
关键词
Global Maximum Power Point Tracking  (GMPPT); Partial Shading Conditions (PSC); Particle-Swarm Fireworks Algorithm (PS-FW); Photovoltaic (PV); POWER POINT TRACKING; FIREWORKS ALGORITHM; EFFICIENCY;
D O I
10.1016/j.enconman.2021.114639
中图分类号
O414.1 [热力学];
学科分类号
摘要
Under partial shading conditions (PSC), conventional Maximum Power Point Tracking (MPPT) algorithms are unable to reach the Maximum Power Point (MPP) due to non-linear characteristics of the curve. In the literature, some algorithms, such as Fireworks algorithm (FWA) and Particle Swarm Optimization (PSO), have been used to obtain the MPP. However, they provide less than optimal convergence rate and tracking accuracy of FWA which impair the MPPT performance. Therefore, a novel algorithm for Global Maximum Power Point Tracking (GMPPT) under PSC is proposed in this paper to track the single global MPP (GMPP). In particular, an application of the hybrid method of PSO and FWA (PS-FW) algorithm for GMPPT is proposed. The difficulty of balancing exploration and exploitation is alleviated within the PS-FW through the PSO velocity operator and the FWA mutation and explosion sparks operator. The population health is maintained through abandonment and supplement strategy and an adaptive modification to the operators to enforce convergence is also described. The proposed GMPPT algorithm performance is first verified within a simulation environment under four partial shading patterns. PS-FW is further validated using experimental demonstration. The measurement results show that our proposed GMPPT algorithm can achieve better performance than their singular algorithm counterparts. The proposed algorithm successfully obtains a minimum of 18.51% better tracking speed of the GMPP under simulation verification at one initial population setting. The PS-FW under experimental verification is able to achieve at least a minimum of 23.45% better tracking speed of the GMPP in two initial population settings.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] A global MPPT technique for PV systems under partial shading conditions
    Celikel, Resat
    INTERNATIONAL JOURNAL OF ELECTRONICS, 2024, 111 (07) : 1163 - 1178
  • [2] A novel global MPPT technique based on squirrel search algorithm for PV module under partial shading conditions
    Fares, Dalila
    Fathi, Mohamed
    Shams, Immad
    Mekhilef, Saad
    ENERGY CONVERSION AND MANAGEMENT, 2021, 230
  • [3] Improved PSO: A Comparative Study in MPPT Algorithm for PV System Control under Partial Shading Conditions
    Hayder, Wafa
    Ogliari, Emanuele
    Dolara, Alberto
    Abid, Aycha
    Ben Hamed, Mouna
    Sbita, Lasaad
    ENERGIES, 2020, 13 (08)
  • [4] 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
  • [5] Modeling and global MPPT for PV system under partial shading conditions using modified artificial fish swarm algorithm
    Mao, Mingxuan
    Duan, Qichang
    Yang, Zengrui
    Duan, Pan
    2016 IEEE INTERNATIONAL SYMPOSIUM ON SYSTEMS ENGINEERING (ISSE), 2016, : 439 - 445
  • [6] Global MPPT of Solar PV Modules using a Dynamic PSO Algorithm under Partial Shading Conditions
    Huynh, Duy C.
    Nguyen, Tuong M.
    Dunnigan, Matthew W.
    Mueller, Markus A.
    2013 IEEE CONFERENCE ON CLEAN ENERGY AND TECHNOLOGY (CEAT), 2013, : 134 - 139
  • [7] A Global MPPT Based on Bald Eagle Search Technique for PV System Operating under Partial Shading Conditions
    Al Abri, Waleed
    Al Abri, Rashid
    Yousef, Hassan
    Al-Hinai, Amer
    2022 10TH INTERNATIONAL CONFERENCE ON SMART GRID, ICSMARTGRID, 2022, : 325 - 332
  • [8] Comprehensive improvement of artificial fish swarm algorithm for global MPPT in PV system under partial shading conditions
    Mao, Mingxuan
    Duan, Qichang
    Duan, Pan
    Hu, Bei
    TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2018, 40 (07) : 2178 - 2199
  • [9] An Adaptive Technique of MPPT for PV Array Under Partial and Dynamic Shading Conditions
    Kouchaki, Amirhossien
    Eskandari, Aref
    Milimonfared, Jafar
    Aghaei, Mohammadreza
    2023 14TH POWER ELECTRONICS, DRIVE SYSTEMS, AND TECHNOLOGIES CONFERENCE, PEDSTC, 2023,
  • [10] A novel hybrid architecture for MPPT of PV array under partial shading conditions
    Bisht, Rahul
    Sikander, Afzal
    SOFT COMPUTING, 2024, 28 (02) : 1351 - 1365