Select Publications
Journal articles
, 2026, 'Unsupervised prediction of damp heat degradation in heterojunction photovoltaic modules using deep learning', Progress in Photovoltaics Research and Applications, http://dx.doi.org/10.1002/pip.70064
, 2026, 'Extraction of qualitative photoluminescence and series resistance images from a single electroluminescence measurement', Solar RRL, 10, http://dx.doi.org/10.1002/solr.202500592
, 2025, 'Robust denoising methodology for outdoor electroluminescence images of photovoltaic modules using deep learning', Solar Energy Materials and Solar Cells, 292, http://dx.doi.org/10.1016/j.solmat.2025.113750
, 2025, 'The impact of surface polarisation on the degradation of tunnel oxide passivating contacts in silicon solar cells', Solar Energy Materials and Solar Cells, 282, http://dx.doi.org/10.1016/j.solmat.2024.113340
, 2025, 'Automatic quantitative analysis of internal quantum efficiency measurements of GaAs solar cells using deep learning', Advanced Science, http://dx.doi.org/10.1002/advs.202407048
, 2024, 'Deep learning-based perspective distortion correction for outdoor photovoltaic module images', Solar Energy Materials and Solar Cells, 277, http://dx.doi.org/10.1016/j.solmat.2024.113107
, 2024, 'Extracting the parameters of two-energy-level defects in silicon wafers using machine learning models', Solar Energy Materials and Solar Cells, http://dx.doi.org/10.1016/j.solmat.2024.113123
, 2023, 'Raging with the Machine in the Uncanny Valley: Human–AI Cocreativity in the Eurovision-Themed AI Song Contest', Computer Music Journal, 47, pp. 44 - 63, http://dx.doi.org/10.1162/comj_a_00674
, 2022, 'On the kinetics of high intensity illuminated annealing of n-type SHJ solar cells: 0.4%abs efficiency gain in one second', Solar Energy Materials and Solar Cells, 248, http://dx.doi.org/10.1016/j.solmat.2022.112039
, 2022, 'Silicon Heterojunction Solar Cells and p-type Crystalline Silicon Wafers: A Historical Perspective', Solar RRL, http://dx.doi.org/10.1002/solr.202200449
, 2022, 'High-Intensity Illuminated Annealing of Industrial SHJ Solar Cells: A Pilot Study', IEEE Journal of Photovoltaics, 12, pp. 267 - 273, http://dx.doi.org/10.1109/JPHOTOV.2021.3122932
, 2022, 'Impact of surface doping profile and passivation layers on surface-related degradation in silicon PERC solar cells', Solar Energy Materials and Solar Cells, 235, http://dx.doi.org/10.1016/j.solmat.2021.111497
, 2021, 'Increased surface recombination in crystalline silicon under light soaking due to Cu contamination', Solar Energy Materials and Solar Cells, 232, http://dx.doi.org/10.1016/j.solmat.2021.111360
, 2020, 'Investigation of light-induced degradation in N-Type silicon heterojunction solar cells during illuminated annealing at elevated temperatures', Solar Energy Materials and Solar Cells, 218, pp. 110752, http://dx.doi.org/10.1016/j.solmat.2020.110752
, 2020, 'Evidence for a Light-Induced Degradation Mechanism at Elevated Temperatures in Commercial N-Type Silicon Heterojunction Solar Cells', Solar Rrl, 4, http://dx.doi.org/10.1002/solr.202000214
, 2019, 'Effects of Interfacial Layers on the Open Circuit Voltage of Polymer/Fullerene Bulk Heterojunction Devices Studied by Charge Extraction Techniques', ACS Applied Materials and Interfaces, 11, pp. 21030 - 21041, http://dx.doi.org/10.1021/acsami.9b02850
, 2017, 'Quantifying Recombination Losses during Charge Extraction in Bulk Heterojunction Solar Cells Using a Modified Charge Extraction Technique', Advanced Energy Materials, 7, http://dx.doi.org/10.1002/aenm.201602026
, 2015, 'Driving Force Dependence of Electron Transfer Kinetics and Yield in Low-Band-Gap Polymer Donor-Acceptor Organic Photovoltaic Blends', Journal of Physical Chemistry C, 119, pp. 12829 - 12837, http://dx.doi.org/10.1021/acs.jpcc.5b01617
Conference Papers
, 2025, 'Quantifying photovoltaic module-to-module mismatch losses with real-world rooftop systems', Brisbane, Australia, presented at Asia-Pacific Solar Research Conference, Brisbane, Australia, 02 December 2025 - 04 December 2025
, 2025, 'Simulation-informed machine learning pipeline for fault classification and prediction in utility-scale photovoltaic systems', Brisbane, Australia, presented at Asia-Pacific Solar Research Conference, Brisbane, Australia, 02 December 2025 - 04 December 2025
, 2025, 'Balancing performance, cost and sustainability through integrated decision optimisation for utility-scale photovoltaic systems.', Brisbane, Australia, presented at Asia-Pacific Solar Research Conference, Brisbane, Australia, 02 December 2025
, 2025, 'Developing realistic AI-generated datasets of solar cell luminescence images', Brisbane, Australia, presented at Asia-Pacific Solar Research Conference, Brisbane, Australia, 02 December 2025
, 2025, 'Fully automated photovoltaic defect and severity analysis at scale without labels', Brisbane, Australia, presented at Asia-Pacific Solar Research Conference, Brisbane, Australia, 02 December 2025
, 2025, 'Improving accuracy in PV performance loss rate estimation via environmental clustering', Brisbane, Australia, presented at Asia-Pacific Solar Research Conference, Brisbane, Australia, 02 December 2025
, 2025, 'Predicting panel soiling recovery from environmental measurements during rain events in Africa', Brisbane, Australia, presented at Asia-Pacific Solar Research Conference, Brisbane, Australia, 02 December 2025
, 2025, 'Fully automated detection of multi-type solar cell defects and severity using label-free learning', Bangkok, Thailand, presented at 36th International Photovoltaic Science and Engineering Conference, Bangkok, Thailand, 09 November 2025 - 14 November 2025
, 2025, 'A clustering-based approach to accurate performance loss rate estimation of solar farms', Bangkok, Thailand, presented at 36th International Photovoltaic Science and Engineering Conference, Bangkok, Thailand, 09 November 2025
, 2025, 'A unified framework for automated diagnostics of solar modules using multi-modal images', Bangkok, Thailand, presented at 36th International Photovoltaic Science and Engineering Conference, Bangkok, Thailand, 09 November 2025
, 2025, 'An automated diagnostics algorithm for performance assessment of utility-scale solar farms', Bangkok, Thailand, presented at 36th International Photovoltaic Science and Engineering Conference, Bangkok, Thailand, 09 November 2025
, 2025, 'Developing an open-access dataset of solar cell luminescence images using generative modelling', Bangkok, Thailand, presented at 36th International Photovoltaic Science and Engineering Conference, Bangkok, Thailand, 09 November 2025
, 2025, 'Optimal rainfall threshold for natural cleaning of dirt on panels', Cairns, Australia, presented at 31st Conference of the Australian Meteorological and Oceanographic Society, Cairns, Australia, 23 June 2025 - 27 June 2025
, 2025, 'Machine learning meets PVsyst: a novel digital twin framework for utility-scale PV systems', Institute of Electrical and Electronics Engineers (IEEE), Montreal, Quebec, pp. 0456 - 0456, presented at 53rd Photovoltaic Specialists Conference (PVSC), Montreal, Quebec, 08 June 2025, http://dx.doi.org/10.1109/pvsc59419.2025.11133058
, 2025, 'Automated analysis of performance losses in solar cells using explainable artificial intelligence', Montreal, Quebec, presented at 53rd IEEE Photovoltaics Specialists Conference, Montreal, Quebec, 08 June 2025
, 2025, 'Enhancing solar farm performance monitoring using attention-based LSTM models and satellite weather data', Montreal, Quebec, presented at 53rd IEEE Photovoltaics Specialists Conference, Montreal, Quebec, 08 June 2025
, 2025, 'Evaluating statistical degradation rate calculation methods using synthetic datasets and current-voltage measurements', Montreal, Quebec, presented at 53rd IEEE Photovoltaics Specialists Conference, Montreal, Quebec, 08 June 2025
, 2025, 'Machine learning meets PVsyst: A novel framework to detect, classify, and forecast faults in utility-scale PV', Montreal, Quebec, presented at 53rd IEEE Photovoltaics Specialists Conference, Montreal, Quebec, 08 June 2025
, 2025, 'Minimising the uncertainty in performance loss rate calculation for photovoltaic systems: A clustering-based year-on-year approach', Montreal, Quebec, presented at 53rd IEEE Photovoltaics Specialists Conference, Montreal, Quebec, 08 June 2025
, 2025, 'Probabilistic soiling estimates for photovoltaic performance', Padova, Italy, presented at The 8th International Conference on Energy and Meteorology, Padova, Italy, 02 June 2025 - 05 June 2025
, 2024, 'An unsupervised learning approach to model potential induced degradation in photovoltaic modules', in Abdullah-Vetter Z (ed.), Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Applications of a machine learning model for real-time interpolated PVsyst simulations', in Applications of a machine learning model for real-time interpolated PVsyst simulations, Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Assessing the practical accuracy and limitations of PVsyst models for performance assessment of utility photovoltaic systems', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Automated multiclass and severity classification of defects in photovoltaic module luminescence images using unsupervised machine learning', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Development and application of virtual photovoltaic soiling sensors', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Efficiency loss analysis in solar cells using explainable AI on I-V data and luminescence images', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Evaluating statistical degradation rate calculation methods using current-voltage measurements', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Optimising lifecycle management for utility-scale photovoltaic systems: An integrated electrical, economic, and environmental strategy', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Regional driving factors of degradation in Australian residential photovoltaic systems: A performance loss analysis', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
, 2024, 'Generative Machine Learning Models for the Deconvolution of Charge Carrier Dynamics in Organic Photovoltaic Cells', University of Queensland, Brisbane, Australia, presented at Asia Pacific Solar Research Conference, University of Queensland, Brisbane, Australia, 02 December 2024
, 2024, 'First approximations for cleaning of soil accumulated at Australian PV sites', Numazu, Japan, presented at 35th International Photovoltaic Science and Engineering Conference, Numazu, Japan, 10 November 2024 - 15 November 2024
, 2024, 'Optimising electrical, financial, and environmental outcomes for photovoltaic module lifecycle management: an automated computational approach', Numazu, Japan, presented at 35th International Photovoltaic Science and Engineering Conference, Numazu, Japan, 10 November 2024 - 15 November 2024