Publications: Machine learning applications for photovoltaics
Journal Papers
Extracting bulk defect parameters in silicon wafers using machine learning models
Nature Partner Journals, Computational Materials, 2020
Y. Buratti, Q. Thong Le Gia, J. Dick, Y. Zhu and Z. Hameiri
Optimization of solar cell production lines using neural networks and genetic algorithms
ACS Applied Energy Materials, 2020
Y. Buratti, C. Eijkens, Z. Hameiri
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 Papers
A machine learning approach to defect parameters extraction: Using random forests to inverse the Shockley Read Hall equation
46th IEEE Photovoltaic Specialists Conference, 2019
Y. Buratti, J. Dick, Q.L. Gia, Quoc Le, Z. Hameiri
Deep learning on electroluminescence imaging for end-of-line cell binning
29th International Photovoltaic Science and Engineering Conference, 2019
Y. Buratti, A. Sowmya, R. Evans, T. Trupke, Z. Hameiri
Process optimization of commercial solar cell manufacturing using machine learning
Asia-Pacific Solar Research Conference, 2019
C.A. Eijkens, Y. Buratti, Z. Hameiri
Inversion of the Shockley-Read-Hall equation using random forests
Asia-Pacific Solar Research Conference, 2019
Y. Buratti, J. Dick, Q.L. Gia, Y. Zhu, Z. Hameiri
Multivariate process optimization of commercial solar cell manufacturing using machine learning
29th International Photovoltaic Science and Engineering Conference, 2019
C.A. Eijkens, Y. Buratti, Z. Hameiri
End-of-line binning of full and half-cut cells using deep learning on electroluminescence images
47th IEEE Photovoltaics Specialists Conference, 2020
Y. Buratti, A. Sowmya, R. Evans, T. Trupke, Z. Hameiri
Deep learning on electroluminescence images for end-of-line binning of full and half-cut cells
Asia-Pacific Solar Research Conference, 2020
Y. Buratti, A. Sowmya, R. Evans, T. Trupke, Z. Hameiri
Localisation of solar cell defects in luminescence images using deep learning
Asia-Pacific Solar Research Conference, 2020
Z. Abdullah-Vetter, Y. Buratti, Z. Hameiri