Journal of Applied Optics, Volume. 41, Issue 2, 327(2020)
Research on detection agorithm of solar cell component defects based on deep neural network
[2] 钱晓亮, QIAN Xiaoliang, 张鹤庆, ZHANG Heqing, 陈永信, CHEN Yongxin. Research development and prospect of solar cells surface defects detection based on machine vision[J]. Journal of Beijing University of Technology, 43, 76-85(2017).
[6] ZHANG Lei, LIANG Peng, ZHU Huishi. Detection of finger interruptions in silicon solar cells using photoluminescence imaging[J]. Chinese Physics B, 27, 556-561(2018).
[7] ANWAR S, ABDULLAH M. Micro-crack detection of multicrystalline solar cells featuring an improved anisotropic diffusion filter and image segmentation technique[J]. EURASIP Journal on Image and Video Processing, 15(2014).
[8] [8] XU P, ZHOU W J, FEI M R. Detection methods f microcracked defects of photovoltaic modules based on machine vision[C]The 2014 IEEE 3rd International Conference on Cloud Computing Intelligence Systems (CCIS). New Yk: IEEE, 2014: 609613.
[10] 伍李春, WU Lichun, 刘明周, LIU Mingzhou, 蒋倩男, JIANG Qiannan. Solar cell surface quality detection system based on artificial neural network[J]. Journal of Hefei University of Technology: Natural Science, 40, 1176-1180(2017).
[12] 杨帆, YANG Fan, 李建平, LI Jianping, 李鑫, LI Xin. Salient object detection algorithm based on multi-task deep convolutional neural network[J]. Journal of Computer Applications, 91-96(2017).
[13] [13] YAEE L , BOTTOU L,BENJIO Y. Gradientbased learning applied to document recognition[J]. USA:IEEE, 1998, 86(11):22782324.
[14] SRIVASTAVA N, HINTON G, KRIZHEVSKY A. Dropout: a simple way to prevent neural networks from overfitting[J]. Journal of Machine Learning Research, 15, 1929-1958(2014).
Get Citation
Copy Citation Text
Huaiguang LIU, Anyi LIU, Shiyang ZHOU, Hengyu LIU, Jintang YANG. Research on detection agorithm of solar cell component defects based on deep neural network[J]. Journal of Applied Optics, 2020, 41(2): 327
Category: OE INFORMATION ACQUISITION AND PROCESSING
Received: Sep. 23, 2019
Accepted: --
Published Online: Apr. 23, 2020
The Author Email: Anyi LIU (1609399877@qq.com)