An Intelligent Method for Fault Diagnosis in Photovoltaic Array

被引:0
|
作者
Li, Zhihua [1 ]
Wang, Yuanzhang [1 ]
Zhou, Diqing [1 ]
Wu, Chunhua [1 ]
机构
[1] Shanghai Univ, Shanghai Key Lab Power Stn Automat Technol, Dept Automat, Shanghai 200072, Peoples R China
关键词
PV array; Fault diagnosis; ANN; Temperature;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A new intelligent method is proposed to detect faults in the photovoltaic (PV) array. Usually, there is an obvious temperature difference between the fault PV module and the normal PV module. So. the temperature information of the PV modules is utilized to locate the fault in the PV array firstly. Then, the Artificial Neural Network (ANN) is applied to diagnosis the type of the fault. The current of maximum power point (I-mpp), the voltage of maximum power point (V-mpp) and the temperature of the PV modules are input parameters of the ANN. The output of the ANNunit is the result of the fault detection. Basic tests have been carried out in the simulated environment under both normal and fault conditions. The simulation results show that the outputs of the ANN are almost consistent with the expected value. It can be verified that the proposed method based on ANN can not only find the location of the fault but also determine the type of the fault.
引用
收藏
页码:10 / 16
页数:7
相关论文
共 50 条
  • [1] Interpretable intelligent integration method for photovoltaic array fault diagnosis
    Chen Z.
    Liu W.
    Wang K.
    Yu T.
    Huang Z.
    Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2024, 44 (06): : 18 - 25
  • [2] An Intelligent Method for Fault Diagnosis in Photovoltaic Systems
    Chouay, Yassine
    Ouassaid, Mohammed
    PROCEEDINGS OF 2017 INTERNATIONAL CONFERENCE ON ELECTRICAL AND INFORMATION TECHNOLOGIES (ICEIT 2017), 2017,
  • [3] A New Fault Diagnosis and Positioning Method for Photovoltaic Array
    Li Chunlai
    Zong Xianshuang
    Gudake
    2016 INTERNATIONAL CONFERENCE ON SMART CITY AND SYSTEMS ENGINEERING (ICSCSE), 2016, : 475 - 478
  • [4] Intelligent fault diagnosis method of photovoltaic module via SSELM
    Gao W.
    Huang J.
    Gao, Wei (gaowei0203@fzu.edu.cn), 1600, Science Press (42): : 465 - 470
  • [5] A Photovoltaic Array Fault Diagnosis Method Considering the Photovoltaic Output Deviation Characteristics
    Zhao, Jian
    Sun, Qian
    Zhou, Ning
    Liu, Hao
    Wang, Haizheng
    INTERNATIONAL JOURNAL OF PHOTOENERGY, 2020, 2020
  • [6] A Fault Dictionary Diagnosis Method for Photovoltaic Array Based on Maximum Fuzzy Fault Number
    Chen, Wei
    Zhang, Xinyin
    Pei, Tingting
    Ding, Cong
    PROCEEDINGS OF 2023 INTERNATIONAL CONFERENCE ON WIRELESS POWER TRANSFER, VOL 2, ICWPT 2023, 2024, 1159 : 79 - 88
  • [7] Fault Diagnosis Method of Photovoltaic Array Based on BP Neural Network
    Wang, Junjie
    Wang, Shan
    Liu, Haixiong
    Hong, Jianbo
    Gao, Dedong
    2019 3RD INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE APPLICATIONS AND TECHNOLOGIES (AIAAT 2019), 2019, 646
  • [8] Research on fault diagnosis method for photovoltaic array based on model fusion
    Guo, Fuyan
    Fu, Weijiang
    Wang, Yue
    Chen, Jiao
    ELECTRICAL ENGINEERING, 2025,
  • [9] Fault Diagnosis Method of Photovoltaic Array Based on Random Forest Algorithm
    Gong, Sizhe
    Wu, Xunhao
    Zhang, Ziwen
    PROCEEDINGS OF THE 39TH CHINESE CONTROL CONFERENCE, 2020, : 4249 - 4254
  • [10] Fault diagnosis method of photovoltaic array based on support vector machine
    Wang, Junjie
    Gao, Dedong
    Zhu, Shaokang
    Wang, Shan
    Liu, Haixiong
    ENERGY SOURCES PART A-RECOVERY UTILIZATION AND ENVIRONMENTAL EFFECTS, 2023, 45 (02) : 5380 - 5395