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Machine learning applications for photovoltaics

Conference - ACDC

A hybrid empirical and machine learning method to estimate solar cell fill factor from luminescence images

33rd International Photovoltaic Science and Engineering Conference, 2022

G.M.N. Javier, P. Dwivedi, Y. Buratti, T. Trupke, Z. Hameiri

n/a

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Conference - ACDC

Investigating the performance of non-standard cell configurations for reconfigurable solar modules under varying shading conditions

33rd International Photovoltaic Science and Engineering Conference, 2022

M. Lima, B. Wright, Z. Hameiri

n/a

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Conference - ACDC

Machine learning-powered module end-of-life decision making based on luminescence images

33rd International Photovoltaic Science and Engineering Conference, 2022

B. Wright, Z. Hameiri

n/a
Poster

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Conference - ACDC

Modelling the dynamics of charge extraction transients from organic photovoltaic devices using generative representation learning

33rd International Photovoltaic Science and Engineering Conference, 2022

B. Wright, Z. Hameiri, A. Mozer

n/a

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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

Link
Poster

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

Link
Poster

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

Link
Poster

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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

Link
Video Presentation

Nominated - Best Student Paper 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

Link

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Conference - ACDC

A review of deep learning for defects classification in silicon cells and modules from luminescence images

Asia-Pacific Solar Research Conference, 2021

Y. Buratti, Z. Abdullah-Vetter, G.M.N. Javier, P. Dwivedi, T. Trupke, Z. Hameiri

Link

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