Hotspot detection of photovoltaic modules in infrared thermal image based on saliency analysis

被引:0
|
作者
Wang, Yiye [1 ]
Shen, Yu [1 ]
Li, Chenxi [1 ]
Zhang, Kanjian [1 ]
Wei, Haikun [1 ]
机构
[1] Southeast Univ, Sch Automat, Minist Educ, Key Lab Measurement & Control Complex Syst Engn, Nanjing 210096, Peoples R China
基金
中国国家自然科学基金;
关键词
Hotspot; PV module; IRT image; Saliency analysis; Graph; DIAGNOSIS;
D O I
10.1109/CCDC55256.2022.10033497
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the increasing awareness of environmental protection, the solar photovoltaic (PV) industry has been developing dramatically in recent years. PV module is an important part of PV power generation system. In all the defect types of PV modules, hotspots occur more frequently and cause more serious damage. Therefore, it is necessary to detect hotspots. An approach is proposed using saliency analysis method for hotspot detection, combing the cognitive property about visual saliency and the temperature property of hotspots. Not only does this approach not require manual threshold setting, but also it does not require a large number of learning samples. This approach can also achieve the defect diagnosis and hotspot location when compared with the electrical characterization method. The infrared thermal (IRT) images trained in experiments are obtained using the thermographic camera FLIR Vue Pro with the unmanned aerial vehicle from a PV plant in Jiangsu, China. Altogether 135 IRT images are collected and 1020 PV modules are extracted from these images. Experiments have proved great accuracy and robustness when using the proposed method to detect hotspots.
引用
收藏
页码:1479 / 1484
页数:6
相关论文
共 50 条
  • [1] Early hotspot detection in photovoltaic modules using color image descriptors: An infrared thermography study
    Ali, Muhammad Umair
    Saleem, Sajid
    Masood, Haris
    Kallu, Karam Dad
    Masud, Manzar
    Alvi, Muhammad Junaid
    Zafar, Amad
    INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2022, 46 (02) : 774 - 785
  • [2] Infrared Image Fault Detection of Photovoltaic Modules Based on Residual Photovoltaic Network
    Sun Mingzheng
    Li Hao
    LASER & OPTOELECTRONICS PROGRESS, 2023, 60 (24)
  • [3] Infrared Thermography Based Hotspot Detection Of Photovoltaic Module using YOLO
    Tajwar, Tahmid
    Mobin, Ovib Hassan
    Khan, Fariha Reza
    Hossain, Shara Fatema
    Islam, Mohaimenul
    Rahman, Md Mosaddequr
    2021 IEEE 12TH ENERGY CONVERSION CONGRESS AND EXPOSITION - ASIA (ECCE ASIA), 2021, : 1542 - 1547
  • [4] Automatic Detection and Analysis of Photovoltaic Modules in Aerial Infrared Imagery
    Dotenco, Sergiu
    Dalsass, Manuel
    Winkler, Ludwig
    Wuerzner, Tobias
    Brabec, Christoph
    Maier, Andreas
    Gallwitz, Florian
    2016 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2016), 2016,
  • [5] Infrared Thermography Based Performance Analysis of Photovoltaic Modules
    Islam, Mohaimenul
    Hasan, Galib
    Ahmed, Isfar
    Amin, Moyukh
    Dewan, Sukanya
    Rahman, Md Mosaddequr
    2019 INTERNATIONAL CONFERENCE ON ENERGY AND POWER ENGINEERING (ICEPE), 2019,
  • [6] Visible and infrared image fusion based on visual saliency detection
    Tan, Xizi
    Guo, Liqiang
    2020 19TH INTERNATIONAL SYMPOSIUM ON DISTRIBUTED COMPUTING AND APPLICATIONS FOR BUSINESS ENGINEERING AND SCIENCE (DCABES 2020), 2020, : 134 - 137
  • [7] Infrared and Visible Image Fusion based on Saliency Detection and Infrared Target Segment
    Li, Jun
    Song, Minghui
    Peng, Yuanxi
    2ND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING, INFORMATION SCIENCE AND INTERNET TECHNOLOGY, CII 2017, 2017, : 21 - 30
  • [8] METHOD OF HOTSPOT DETECTION OF PHOTOVOLTAIC PANELS MODULES ON IMPROVED SSD
    Wang D.
    Li M.
    Yao Y.
    Li C.
    Zhu R.
    Li F.
    Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2023, 44 (04): : 420 - 425
  • [9] Hotspot defect detection for photovoltaic modules under complex backgrounds
    Qian, Huimin
    Shen, Wenyu
    Wang, Zhengqi
    Xu, Shuwei
    MULTIMEDIA SYSTEMS, 2023, 29 (06) : 3245 - 3258
  • [10] Hotspot defect detection for photovoltaic modules under complex backgrounds
    Huimin Qian
    Wenyu Shen
    Zhengqi Wang
    Shuwei Xu
    Multimedia Systems, 2023, 29 (6) : 3245 - 3258