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Machine learning applications for photovoltaics

Conference - ACDC

Photovoltaic cell defect classification from luminescence images: Embedding and clustering with unsupervised machine learning

41st European Photovoltaic Solar Energy Conference, 2024

B. Wright, R. Sharma, Z. Hameiri

n/a

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Conference - ACDC

Photovoltaic module array luminescence image preprocessing: Heuristic algorithms for perspective correction and cell segmentation

41st European Photovoltaic Solar Energy Conference, 2024

B. Wright, A. Shakiba, R. Sharma, Z. Hameiri

n/a

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Conference - ACDC

Deep learning-assisted extraction of photoluminescence and series resistance images from a single electroluminescence measurement

52nd IEEE Photovoltaic Specialists Conference, 2024

G.M.N. Javier, H. Bucquet, B. Wright, Y. Zhu, T-C. Wu, T. Trupke, Z. Hameiri

n/a

Nominated - Best Student Paper Award

Conference - ACDC

Extracting the parameters of two-energy-level defects in silicon wafers using machine learning models

52nd IEEE Photovoltaic Specialists Conference, 2024

S. Wang, B. Wright, Y. Zhu, Z. Hameiri

n/a

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Conference - ACDC

Advanced analysis of internal quantum efficiency measurements of GaAs solar cells using machine learning

Asia-Pacific Solar Research Conference, 2023

Z. Abdullah-Vetter, B. Wright, T. Trupke, Z. Hameiri

n/a

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Conference - ACDC

Using latent ordinary differential equation neural networks to predict the degradation of heterojunction PV modules at the end of damp heat tests

Asia-Pacific Solar Research Conference, 2023

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

n/a

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Conference - ACDC

AI-driven extraction of spatial photoluminescence and series resistance from electroluminescence images

Asia-Pacific Solar Research Conference, 2023

G.M.N. Javier, H. Bucquet, B. Wright, Y. Zhu, T.-C. Wu, T. Trupke, Z. Hameiri

n/a

Won - Best Student Paper Award

Conference - ACDC

Enhancing luminescence images through deep learning-based point spread function correction

Asia-Pacific Solar Research Conference, 2023

G.M.N. Javier, B. Wright, Y. Zhu, J. Weber, T.-C. Wu, R.L. Chin, T. Trupke, Z. Hameiri

n/a

Nominated - Best Student Paper Award

Conference - ACDC

Distortion correction for real-world solar panel images based on deep learning

Asia-Pacific Solar Research Conference, 2023

Y. Li, B. Wright, Z. Hameiri

n/a

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Conference - ACDC

Automated photovoltaic module quality assessment from luminescence images: Defect classification using unsupervised machine learning

Asia-Pacific Solar Research Conference, 2023

B. Wright, R. Sharma, Z. Hameiri

n/a

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