Intelligent Classification of Silicon Photovoltaic Cell Defects Based on Eddy Current Thermography and Convolution Neural Network
暂无分享,去创建一个
Yunze He | Yigang He | Jiajun Duan | Bolun Du | Yaru Zhang | Yunze He | Yigang He | Yaru Zhang | Bolun Du | Jiajun Duan
[1] Bernd Eichberger,et al. Detecting Defects in Photovoltaic Cells and Panels and Evaluating the Impact on Output Performances , 2016, IEEE Transactions on Instrumentation and Measurement.
[2] Hsin-Hsin Hsieh,et al. Evaluation of the spatial distribution of series and shunt resistance of a solar cell using dark lock-in thermography , 2014 .
[3] Clemente Ibarra-Castanedo,et al. Optical and Mechanical Excitation Thermography for Impact Response in Basalt-Carbon Hybrid Fiber-Reinforced Composite Laminates , 2018, IEEE Transactions on Industrial Informatics.
[4] Mohammadreza Aghaei,et al. Survey on PV Modules’ Common Faults After an O&M Flight Extensive Campaign Over Different Plants in Italy , 2017, IEEE Journal of Photovoltaics.
[5] Ingunn Burud,et al. Classification of crystal defects in multicrystalline silicon solar cells and wafer using spectrally and spatially resolved photoluminescence , 2016 .
[6] Yoshua Bengio,et al. Gradient-based learning applied to document recognition , 1998, Proc. IEEE.
[7] Geoffrey E. Hinton,et al. Reducing the Dimensionality of Data with Neural Networks , 2006, Science.
[8] Tielin Shi,et al. Detection of Micro Solder Balls Using Active Thermography Technology and K-Means Algorithm , 2018, IEEE Transactions on Industrial Informatics.
[9] Mohammadreza Aghaei,et al. Innovative Automated Control System for PV Fields Inspection and Remote Control , 2015, IEEE Transactions on Industrial Electronics.
[10] Hai Zhang,et al. An Infrared-Induced Terahertz Imaging Modality for Foreign Object Detection in a Lightweight Honeycomb Composite Structure , 2018, IEEE Transactions on Industrial Informatics.
[11] Claudia Buerhop,et al. Faults and infrared thermographic diagnosis in operating c-Si photovoltaic modules: A review of research and future challenges , 2016 .
[12] Jianqiang Wang,et al. Object Classification Using CNN-Based Fusion of Vision and LIDAR in Autonomous Vehicle Environment , 2018, IEEE Transactions on Industrial Informatics.
[13] Yunze He,et al. Steel Corrosion Characterization Using Pulsed Eddy Current Systems , 2012, IEEE Sensors Journal.
[14] Hironaru Murakami,et al. Laser terahertz emission microscopy , 2008 .
[15] Shuichi Wakayama,et al. Characterization of Damage in a-Si/a-SiGe Flexible Solar Cells under Mechanical Strain by AE Technique and Lock-in Thermography , 2013 .
[16] Yunze He,et al. Noncontact Electromagnetic Induction Excited Infrared Thermography for Photovoltaic Cells and Modules Inspection , 2018, IEEE Transactions on Industrial Informatics.
[17] Mahmoud Abdelhamid,et al. Review of Microcrack Detection Techniques for Silicon Solar Cells , 2014, IEEE Journal of Photovoltaics.
[18] Guiyun Tian,et al. Thermal Analysis of Solder Joint Based on Eddy Current Pulsed Thermography , 2017, IEEE Transactions on Components, Packaging and Manufacturing Technology.
[19] Xavier Maldague,et al. Thermal Pattern Contrast Diagnostic of Microcracks With Induction Thermography for Aircraft Braking Components , 2018, IEEE Transactions on Industrial Informatics.
[20] Wai Lok Woo,et al. Wavelet-Integrated Alternating Sparse Dictionary Matrix Decomposition in Thermal Imaging CFRP Defect Detection , 2019, IEEE Transactions on Industrial Informatics.
[21] Du-Ming Tsai,et al. Defect Detection in Solar Modules Using ICA Basis Images , 2013, IEEE Transactions on Industrial Informatics.
[22] C. S. Bhatia,et al. Combined Thermography and Luminescence Imaging to Characterize the Spatial Performance of Multicrystalline Si Wafer Solar Cells , 2015, IEEE Journal of Photovoltaics.
[23] Hironaru Murakami,et al. Laser Terahertz Emission Microscope , 2006, Proceedings of the IEEE.
[24] Gui Yun Tian,et al. Probability of Detection for Eddy Current Pulsed Thermography of Angular Defect Quantification , 2018, IEEE Transactions on Industrial Informatics.
[25] Yunze He,et al. Nondestructive inspection, testing and evaluation for Si-based, thin film and multi-junction solar cells: An overview , 2017 .
[26] Clemente Ibarra-Castanedo,et al. Automated Dynamic Inspection Using Active Infrared Thermography , 2018, IEEE Transactions on Industrial Informatics.
[27] Gui Yun Tian,et al. DC-Biased Magnetization Based Eddy Current Thermography for Subsurface Defect Detection , 2019, IEEE Transactions on Industrial Informatics.
[28] Krishnendu Chatterjee,et al. Image Enhancement in Transient Lock-In Thermography Through Time Series Reconstruction and Spatial Slope Correction , 2012, IEEE Transactions on Instrumentation and Measurement.
[29] Nanning Zheng,et al. Training DCNN by Combining Max-Margin, Max-Correlation Objectives, and Correntropy Loss for Multilabel Image Classification , 2018, IEEE Transactions on Neural Networks and Learning Systems.
[30] Wai Lok Woo,et al. Nondestructive Testing for Multi-Layer Metal-Metal Bonded Structure by Using Inductive Lock-In Thermograhy , 2017, IEEE Sensors Journal.
[31] Otwin Breitenstein,et al. An empirical method for imaging the short circuit current density in silicon solar cells based on dark lock-in thermography , 2015 .
[32] Heesung Kwon,et al. Going Deeper With Contextual CNN for Hyperspectral Image Classification , 2016, IEEE Transactions on Image Processing.
[33] Oscar Duque-Perez,et al. Image Resolution Influence in Aerial Thermographic Inspections of Photovoltaic Plants , 2018, IEEE Transactions on Industrial Informatics.
[34] L. Faraone,et al. Characterization of electrically active defects in photovoltaic detector arrays using laser beam-induced current , 2005, IEEE Transactions on Electron Devices.
[35] Yuan Yao,et al. Sparse Principal Component Thermography for Subsurface Defect Detection in Composite Products , 2018, IEEE Transactions on Industrial Informatics.
[36] Otwin Breitenstein,et al. DLIT- versus ILIT-based efficiency imaging of solar cells , 2017 .
[37] Philip T. Krein,et al. Photovoltaic Hot-Spot Detection for Solar Panel Substrings Using AC Parameter Characterization , 2016, IEEE Transactions on Power Electronics.
[38] Roque Alfredo Osornio-Rios,et al. Guest Editorial Special Section on Thermographic Analysis Technique for Monitoring and Diagnosis in Industrial Machines and Industrial Facilities , 2018, IEEE Trans. Ind. Informatics.
[39] Otwin Breitenstein,et al. Finite element simulation of inhomogeneous solar cells based on lock-in thermography and luminescence imaging , 2017 .
[40] Hai Zhang,et al. Terahertz Amplitude Polynomial Principle Component Regression for Aramid–Basalt Hybrid Composite Laminate Inspection , 2018, IEEE Transactions on Industrial Informatics.