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

©2020 by the ACDC Research Group