Parameter identification of photovoltaic discrete-time equivalent model using the bat algorithm

被引:3
|
作者
Shen, Fu [1 ]
Zhang, Wei [1 ]
Cao, Yang [1 ]
Wang, Zhe [1 ]
Yang, Guangbing [1 ]
Shan, Jieshan [1 ]
Zhai, Suwei [2 ]
机构
[1] Kunming Univ Sci & Technol, Fac Elect Power Engn, Kunming 650500, Peoples R China
[2] Yunnan Power Grid Co Ltd, Elect Power Inst, Kunming 650217, Peoples R China
基金
中国国家自然科学基金;
关键词
PV power; Dynamic equivalence; Bat algorithm; Parameter identification; SIMULATION; CONVERTER;
D O I
10.1016/j.egyr.2023.04.166
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
As the development of photovoltaic (PV) power generation continuously accelerated the total installed capacity of PV, the traditional static load model is difficult to meet the needs of the power grid with the increasing penetration of PV. And the dynamic model of grid-connected PV power generation is complicated and there are plenty parameters need to be identified, so the dynamic model of grid-connected PV power generation are extremely challenging to apply in wide-area power system. In this paper, a discrete-time equivalent model of PV (PDEM) is established based on the third-order dynamic differential equation of the PV power generation system and the parameters of the PDEM are identified using the least squares (LS) and the bat algorithm (BA). Besides, the dynamic characteristics of the PV power generation grid connected system with different permeability and the fitting residuals of the two methods is analyzed in the IEEE14-bus system incorporated into the PV system. The applicability of the PDEM is verified by setting short circuit grounding fault and changing the PV permeability and voltage dip. The simulation results demonstrate that the PDEM has a strong adaptability and good applicability in the case of high PV permeability with a wide application. And the applicability of the BA in identification of PDEM are given in this paper. (c) 2023 The Author(s). Published by Elsevier Ltd. This is an open access article under theCCBY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:449 / 458
页数:10
相关论文
共 50 条
  • [11] A Discrete-time Model Based Equivalent Circuit of DAB Converter
    Tong A.
    Qian Y.
    Hang L.
    Li G.
    Wang K.
    Chen T.
    Xu J.
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2019, 39 (04): : 1138 - 1149
  • [12] Identification of discrete-time bilinear systems through equivalent linear models
    N. Berk Hizir
    Minh Q. Phan
    Raimondo Betti
    Richard W. Longman
    Nonlinear Dynamics, 2012, 69 : 2065 - 2078
  • [13] Identification of discrete-time bilinear systems through equivalent linear models
    Hizir, N. Berk
    Phan, Minh Q.
    Betti, Raimondo
    Longman, Richard W.
    NONLINEAR DYNAMICS, 2012, 69 (04) : 2065 - 2078
  • [14] Parameter Identification of Discrete-time Linear Time-invariant Systems Using State and Input Data
    Wei, Yusheng
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2024, 22 (01) : 333 - 346
  • [15] Parameter Identification of Discrete-time Linear Time-invariant Systems Using State and Input Data
    Yusheng Wei
    International Journal of Control, Automation and Systems, 2024, 22 : 333 - 346
  • [16] Recursive Identification of Fractional Time-Delay Systems Using Discrete-Time Model
    Higo, Toshiaki
    Kawaguchi, Takahiro
    Itamoto, Masaki
    Adachi, Shuichi
    IFAC PAPERSONLINE, 2018, 51 (15): : 939 - 944
  • [17] Parameter estimation in a generalized discrete-time model of density dependence
    Leo Polansky
    Perry de Valpine
    James O. Lloyd-Smith
    Wayne M. Getz
    Theoretical Ecology, 2008, 1 : 221 - 229
  • [18] A Fast Discrete-time Learning Algorithm for Speech Enhancement Using Noise Constrained Parameter Estimation
    Xia, Youshen
    Lin, Guiliang
    Zheng, Wei Xing
    PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 3149 - 3154
  • [19] Parameter Identification in Structured Discrete-Time Uncertainties without Persistency of Excitation
    Djaneye-Boundjou, Ouboti
    Ordonez, Raul
    2015 EUROPEAN CONTROL CONFERENCE (ECC), 2015, : 3149 - 3154
  • [20] Parameter extraction of photovoltaic models using an enhanced Levy flight bat algorithm
    Pires Deotti, Lucas Meirelles
    Rezende Pereira, Jose Luiz
    da Silva Junior, Ivo Chaves
    ENERGY CONVERSION AND MANAGEMENT, 2020, 221