Machine learning applications for photovoltaics

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

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

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

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

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

Using machine learning to predict the complete degradation of accelerated damp heat testing in just 10% of testing time

49th IEEE Photovoltaic Specialists Conference, 2022

Z. Abdullah-Vetter, P. Dwivedi, R.L. Chin, B. Wright, T. Trupke, Z. Hameiri

n/a

Won - Best Poster Award

Conference - ACDC

Automated analysis of internal quantum efficiency using chain order regression

49th IEEE Photovoltaic Specialists Conference, 2022

Z. Abdullah-Vetter, P. Dwivedi, Y. Buratti, A. Krzywicki, A. Sowmya, T. Trupke, Z. Hameiri

n/a

Nominated - Best Poster Award

Conference - ACDC

A deep learning approach to increase luminescence image resolution of solar cells

49th IEEE Photovoltaic Specialists Conference, 2022

P. Dwivedi, R.L. Chin, T. Trupke, Z. Hameiri

n/a

Conference - ACDC

A deep learning approach to denoise electroluminescence images of solar cells

49th IEEE Photovoltaic Specialists Conference, 2022

G. Liu, P. Dwivedi, T. Trupke, Z. Hameiri

n/a

Nominated - Best Student Award

Conference - ACDC

Simplified analysis of internal quantum efficiency using machine learning

Asia-Pacific Solar Research Conference, 2021

Z. Abdullah-Vetter, P. Dwivedi, Y. Buratti, A. Krzywicki, A. Sowmya, T. Trupke, Z. Hameiri