Machine learning applications for photovoltaics



Journal - ACDC
Deep learning extraction of the temperature-dependent parameters of bulk defects
ACS Applied Materials and Interfaces, 2022
Y. Buratti, J. Dick, Q.L. Gia, Z. Hameiri



Journal - ACDC
Half and full solar cell efficiency binning by deep learning on electroluminescence images
Progress in Photovoltaics: Research and Applications, 2022
Y. Buratti, A. Sowmya, R. Evans, T. Trupke, Z. Hameiri



Journal - ACDC
Automated efficiency loss-analysis by luminescence image reconstruction using generative adversarial networks
Joule, 2022
Y. Buratti, A. Sowmya, R. Dumbrell, P. Dwivedi, T. Trupke, Z. Hameiri



Journal - ACDC
Optimization of solar cell production lines using neural networks and genetic algorithms
ACS Applied Energy Materials, 2020
Y. Buratti, C. Eijkens, Z. Hameiri



Journal - ACDC
Extracting bulk defect parameters in silicon wafers using machine learning models
Nature Partner Journals, Computational Materials, 2020
Y. Buratti , Q. L. Gia, J. Dick, Y. Zhu and Z. Hameiri



Journal - ACDC
Solar cell cracks and finger failure detection using statistical parameters of electroluminescence images and machine learning
Applied Sciences, 2020
H.R. Parikh, Y. Buratti, S. Spataru, F. Villebro, G.A. Dos Reis Benatto, P.B. Poulsen, S. Wendlandt, T. Kerekes, D. Sera, Z. Hameiri



Conference - ACDC
A deep learning approach to denoise luminescence images of solar cells
Asia-Pacific Solar Research Conference, 2022
G. Liu, P. Dwivedi, T. Trupke, Z. Hameiri



Conference - ACDC
Machine learning-powered module end-of-life decisions from luminescence images
Asia-Pacific Solar Research Conference, 2022
B. Wright, J. Petesic, T. Dawson, Z. Hameiri