An Intelligent Method for Fault Diagnosis in Photovoltaic Systems

被引:0
|
作者
Chouay, Yassine [1 ]
Ouassaid, Mohammed [1 ]
机构
[1] Mohammed V Univ Rabat, Dept Elect Engn, Ecole Mohammadia Ingn, Rabat, Morocco
关键词
Photovoltaic; Fault detection; Fault diagnosis; Fault localization; ANN;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper presents a diagnostic method based on I-V characteristic analysis and Artificial Neural Networks (ANN). A number of attributes are estimated using a simulation model based on a set of working conditions such as solar irradiance and module's temperature. The estimated attributes are then compared with those obtained from the real PV array measurements, which lead to the detection of possible faulty operating conditions. After detecting the presence of possible fault, tow algorithms are developed in order to isolate and identify eight different types of faults. The simulation results show that the proposed method can detect and classify the different faults occurring in a PV array with a high accuracy.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] An Intelligent Method for Fault Diagnosis in Photovoltaic Array
    Li, Zhihua
    Wang, Yuanzhang
    Zhou, Diqing
    Wu, Chunhua
    [J]. SYSTEM SIMULATION AND SCIENTIFIC COMPUTING, PT II, 2012, 327 : 10 - 16
  • [2] Interpretable intelligent integration method for photovoltaic array fault diagnosis
    Chen, Ze
    Liu, Wenze
    Wang, Kangde
    Yu, Tao
    Huang, Zhanhong
    [J]. Dianli Zidonghua Shebei/Electric Power Automation Equipment, 2024, 44 (06): : 18 - 25
  • [3] Intelligent fault diagnosis method of photovoltaic module via SSELM
    Gao W.
    Huang J.
    [J]. Gao, Wei (gaowei0203@fzu.edu.cn), 1600, Science Press (42): : 465 - 470
  • [4] Intelligent fault diagnosis of photovoltaic systems based on deep digital twin
    Liu, Sizhe
    Qi, Yongsheng
    Ma, Ran
    Liu, Liqiang
    Li, Yongting
    [J]. MEASUREMENT SCIENCE AND TECHNOLOGY, 2024, 35 (07)
  • [5] An Intelligent Fault Detection Model for Fault Detection in Photovoltaic Systems
    Basnet, Barun
    Chun, Hyunjun
    Bang, Junho
    [J]. JOURNAL OF SENSORS, 2020, 2020 (2020)
  • [6] New Intelligent Fault Diagnosis (IFD) approach for grid-connected photovoltaic systems
    Khelil, Cherifa Kara Mostefa
    Amrouche, Badia
    Benyoucef, Abou Soufiane
    Kara, Kamel
    Chouder, Aissa
    [J]. ENERGY, 2020, 211
  • [7] Intelligent Fault Diagnosis for Robotic Systems
    Xiao Mingbo
    Huang Sunan
    Zhong Qing-Chang
    [J]. 11TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2014, : 1090 - 1095
  • [8] INTELLIGENT FAULT DIAGNOSIS IN NONLINEAR SYSTEMS
    Alcorta-Garcia, E.
    Saucedo-Flores, S.
    Diaz-Romero, D. A.
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2014, 20 (02): : 201 - 212
  • [9] Fault Diagnosis Method of the Intelligent Substation
    Gao ZhanJun
    Wang JunShan
    Gao Nuo
    [J]. 2014 IEEE PES ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (IEEE PES APPEEC), 2014,
  • [10] Intelligent fault diagnosis method based on fault tree
    School of Naval Architecture, Ocean and Civil Engineering, Shanghai Jiaotong University, Shanghai 200030, China
    [J]. Shanghai Jiaotong Daxue Xuebao, 2008, 8 (1372-1375+1386): : 1372 - 1375