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Machine learning applications for photovoltaics

Journal - ACDC

Deep learning model to denoise luminescence images of silicon solar cells

Advanced Science, 2023

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

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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

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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

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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

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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

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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

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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

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Conference - ACDC

From scarce to seen: Enhancing rare defect visibility in photovoltaics using AI-generated luminescence images

54th IEEE Photovoltaics Specialists Conference, 2026

G.M.N. Javier, B. Wright, V. Zhao, T. Rickard, Z. Hameiri

n/a
Video presentation

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Conference - ACDC

Machine learning assisted contactless series resistance characterisation of solar cells

Asia-Pacific Solar Research Conference, 2025

V.P.A. Ho, Z. Abdullah-Vetter, Y. Zhu, Z. Hameiri

n/a

Won - Best Poster Award

Conference - ACDC

Developing realistic AI-generated datasets of solar cell luminescence images

Asia-Pacific Solar Research Conference, 2025

G.M. Javier, B. Wright, V. Zhao, T. Rickard, Z. Hameiri

n/a

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