Journal of Applied Optics, Volume. 43, Issue 1, 87(2022)

Defects detection method of photovoltaic cells based on lightweightconvolutional neural network

Huaiguang LIU1,2, Wancheng DING1、*, and Qianwen HUANG1
Author Affiliations
  • 1Key Laboratory of Metallurgical Equipment and Control Technology (Ministry of Education), Wuhan University of Science and Technology, Wuhan 430081, China
  • 2Institute of Robotics and Intelligent Systems, Wuhan University of Science and Technology, Wuhan 430081, China
  • show less
    References(7)

    [1] KABIR E, KUMAR P, KUMAR S, et al. Solar energy: potential and future prospects[J]. Renewable & Sustainable Energy Reviews, 82, 894-900(2018).

    [2] DHIMISH M, HOLMES V, MEHRDADI B, et al. The impact of cracks on photovoltaic power performance[J]. Journal of Science:Advanced Materials and Devices, 2, 199-209(2017).

    [8] LI J Y, SU Z F, GENG J H, et al. Real-time detection of steel strip surface defects based on improved YOLO detection network[J]. IFAC-PapersOnLine, 51, 76-81(2018).

    [9] QIU Z, WANG S, ZENG Z, et al. Automatic visual defects inspection of wind turbine blades via YOLO-based small object detection approach[J]. Journal of Electronic Imaging, 28, 43023-1-11(2019).

    [11] ZHANG Y, SHEN Y L, ZHANG J. An improved tiny-yolov3 pedestrian detection algorithm[J]. Optik, 183, 17-23(2019).

    [12] [12] JIANG B, LUO R, MAO J, et al. Acquisition of localization confidence f accurate object detection [EBOL]. [202107 20]. https:arxiv.gabs1807.11590.

    [14] PARK J H, HWANG H W, MOON J H, et al. Automated identification of cephalometric landmarks: part 1—comparisons between the latest deep-learning methods YOLOV3 and SSD[J]. The Angle Orthodontist, 89, 903-909(2019).

    Tools

    Get Citation

    Copy Citation Text

    Huaiguang LIU, Wancheng DING, Qianwen HUANG. Defects detection method of photovoltaic cells based on lightweightconvolutional neural network[J]. Journal of Applied Optics, 2022, 43(1): 87

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: OPTICAL METROLOGY AND MEASUREMENT

    Received: Aug. 18, 2021

    Accepted: --

    Published Online: Mar. 7, 2022

    The Author Email: Wancheng DING (dingwancheng_wust@163.com)

    DOI:10.5768/JAO202243.0103003

    Topics