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Machine learning applications for photovoltaics

Conference - ACDC

Developing an open-access dataset of solar cell luminescence images using generative modelling

36th International Photovoltaic Science and Engineering Conference, 2025

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

n/a

Won - Best Presentation Award

Conference - ACDC

Fully automated detection of multi-type solar cell defects and severity using label-free learning

36th International Photovoltaic Science and Engineering Conference, 2025

R. Sharma, B. Wright, G.M. Javier, G. Liu, Z. Abdullah-Vetter, Z. Hameiri

n/a

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Conference - ACDC

A unified framework for automated diagnostics of solar modules using multi-modal images

36th International Photovoltaic Science and Engineering Conference, 2025

B. Wright, R. Sharma, G.M. Javier, Z. Abdullah-Vetter, Z. Hameiri

n/a

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Conference - ACDC

Automated analysis of performance losses in solar cells using explainable artificial intelligence

53rd IEEE Photovoltaics Specialists Conference, 2025

G.M.N. Javier, B. Wright, A. Shakiba, Z. Hameiri

n/a
Video presentation

Nominated - Best Student Paper Award

Conference - ACDC

An unsupervised learning approach to model potential induced degradation in photovoltaic modules

Asia-Pacific Solar Research Conference, 2024

Z. Abdullah-Vetter, B. Wright, A. Shakiba, Z. Hameiri

n/a

Won - Best Student Paper Award

Conference - ACDC

Efficiency loss analysis in solar cells using explainable AI on I-V data and luminescence images

Asia-Pacific Solar Research Conference, 2024

G.M.N. Javier, B. Wright, A. Shakiba, Z. Hameiri

n/a

Won - Overall Best Student Paper Award

Conference - ACDC

Automated multiclass and severity classification of defects in photovoltaic module luminescence images using unsupervised machine learning

Asia-Pacific Solar Research Conference, 2024

R. Sharma, B. Wright, J. Petesic, Z. Hameiri

n/a

Won - Best Early Career Academic Paper Award

Conference - ACDC

Applications of a machine learning model for real-time interpolated PVsyst simulations

Asia-Pacific Solar Research Conference, 2024

S. Wang, B. Wright, A. Shakiba, A. Prasad, D. Su, M. Vengas, F. Daddo, G. Tovich, R. Coni, J. Rodrigeuz, Z. Hameiri

n/a

Won - Best Student Paper Award

Conference - ACDC

Optimising electrical, financial, and environmental outcomes for photovoltaic module lifecycle management: An automated computational approach

35th International Photovoltaic Science and Engineering Conference, 2024

R. Sharma, F. O'Kearney, B. Wright, Z. Hameiri

n/a

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Conference - ACDC

Identifying distinct performance patterns in utility-scale photovoltaic plants using an unsupervised machine learning model

41st European Photovoltaic Solar Energy Conference, 2024

A. Shakiba, B. Wright, Z. Hameiri

n/a

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