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 |Show fewer author(s)
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
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    References(7)

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

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

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

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

    [11] Y ZHANG, Y L SHEN, J ZHANG. An improved tiny-yolov3 pedestrian detection algorithm. 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] J H PARK, H W HWANG, J H MOON, et al. Automated identification of cephalometric landmarks: part 1—comparisons between the latest deep-learning methods YOLOV3 and SSD. The Angle Orthodontist, 89, 903-909(2019).

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    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

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    Paper Information

    Category: OPTICAL METROLOGY AND MEASUREMENT

    Received: Aug. 18, 2021

    Accepted: --

    Published Online: Mar. 7, 2022

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

    DOI:10.5768/JAO202243.0103003

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