Select Publications
Conference Papers
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, 'Contactless approach for estimating intrinsic carrier concentration using luminescence measurements', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 December 2024
,2024, 'Contactless external quantum efficiency measurements of non-silicon solar cells', 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, 'Impact of radiation exposure and operating temperature on the performance of ultra-thin silicon heterojunction solar cells', 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, 'Outdoor photoluminescence imaging of III-V multijunction solar cells', 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, 'The role of luminescent coupling in monolithic perovskite/silicon tandem solar cells', Sydney, Australia, presented at Asia-Pacific Solar Research Conference, Sydney, Australia, 03 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
,2024, 'Assessing degradation trends of residential photovoltaic systems and their drivers across Australia', Numazu, Japan, presented at 35th International Photovoltaic Science and Engineering Conference, Numazu, Japan, 10 November 2024
,2024, 'Digital-twins of utility PV systems: PVsyst-based model limitations and implications', Numazu, Japan, presented at 35th International Photovoltaic Science and Engineering Conference, Numazu, Japan, 10 November 2024
,2024, 'Temperature dependence of the ambipolar Auger coefficient in crystalline silicon', Numazu, Japan, presented at 35th International Photovoltaic Science and Engineering Conference, Numazu, Japan, 10 November 2024
,2024, 'Variable performance loss rates at different times of the day in a utility-scale PV system', Numazu, Japan, presented at 35th International Photovoltaic Science and Engineering Conference, Numazu, Japan, 10 November 2024
,2024, 'Machine learning applications for photovoltaic systems analysis', Queen's College, Oxford, United Kingdom, presented at Oxford Solar Research Symposium, Queen's College, Oxford, United Kingdom, 01 October 2024
,2024, 'Contactless quantitative imaging of series resistance of solar cells', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Identifying distinct performance patterns in utility-scale photovoltaic plants using an unsupervised machine learning model', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Implied voltage of sub cells in tandem devices from luminescence images – The beauty of using a narrow bandpass filter', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Line-scan luminescence imaging of large-area perovskite modules – first demonstration', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Photoluminescence imaging of perovskite solar cells in full sunlight', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Photovoltaic cell defect classification from luminescence images: Embedding and clustering with unsupervised machine learning', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Photovoltaic module array luminescence image preprocessing: Heuristic algorithms for perspective correction and cell segmentation', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Thickness variation determination of perovskite solar cells through hyperspectral reflectance imaging', Vienna, Austria, presented at 41st European Photovoltaic Solar Energy Conference and Exhibition, Vienna, Austria, 23 September 2024
,2024, 'Contactless external quantum efficiency evaluation of perovskite solar cells', Seattle; USA, presented at 52nd IEEE Photovoltaics Specialists Conference, Seattle; USA, 10 June 2024
,2024, 'Deep learning-assisted extraction of photoluminescence and series resistance images from a single electroluminescence measurement', Seattle, USA, presented at 52nd IEEE Photovoltaics Specialists Conference, Seattle, USA, 10 June 2024
,2024, 'Extracting the parameters of two-energy-level defects in silicon wafers using machine learning models', Seattle, USA, presented at 52nd IEEE Photovoltaic Specialists Conference, Seattle, USA, 10 June 2024
,2024, 'Outdoor photoluminescence imaging of perovskite-based photovoltaic devices', Seattle; USA, presented at 52nd IEEE Photovoltaics Specialists Conference, Seattle; USA, 10 June 2024
,2024, 'Spatially resolved characterisation of large-area perovskite modules', Seattle, USA, presented at 52nd IEEE Photovoltaics Specialists Conference, Seattle, USA, 10 June 2024
,2024, 'Easy Access to Typical Multidimensional Process/Optical/Electrical Simulations for Solar Cells by Tuning 11 Variables', in 2024 IEEE 52nd Photovoltaic Specialist Conference (PVSC), IEEE, pp. 0413 - 0413, presented at 2024 IEEE 52nd Photovoltaic Specialist Conference (PVSC), 09 June 2024 - 14 June 2024, http://dx.doi.org/10.1109/pvsc57443.2024.10749296
,2024, 'Photovoltaic soiling from particulate matter across Australia', Canberra, Australia, presented at 30th Conference of the Australian Meteorological and Oceanographic Society, Canberra, Australia, 05 February 2024 - 09 February 2024
,2023, 'Automated photovoltaic module quality assessment from luminescence images: defect classification using unsupervised machine learning', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023 - 07 December 2023
,2023, 'Advanced analysis of internal quantum efficiency measurements of GaAs solar cells using machine learning', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'AI-driven extraction of spatially-resolved photoluminescence and series resistance from electroluminescence images', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'Distortion correction for real-world solar panel images based on deep learning', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'Enhancing luminescence images through deep learning-based point spread function correction', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'Implied voltage images of each subcell in perovskite/Si tandem solar cells using luminescence measurements', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'Photovoltaic module performance and degradation analysis', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'Temperature-dependent performance of 50 µm thick silicon heterojunction solar cells for space applications', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'Using latent ordinary differential equation neural networks to predict the degradation of heterojunction PV modules at the end of damp heat tests', Melbourne, Australia, presented at Asia-Pacific Solar Research Conference, Melbourne, Australia, 05 December 2023
,2023, 'Automated photovoltaic module end-of-life assessment', UNSW Sydney, Australia, presented at UNSW AI Symposium 2023, UNSW Sydney, Australia, 22 November 2023
,2023, 'Luminescence-based implied voltage imaging of tandem solar cells via bandpass filter method', Shenzhen, China, presented at 34th International Photovoltaic Science and Engineering Conference, Shenzhen, China, 06 November 2023
,2023, 'Ionic compounds for electron extraction in low-temperature-processed crystalline silicon solar cells', Lisbon, Portugal, presented at 40th European Photovoltaic Solar Energy Conference and Exhibition, Lisbon, Portugal, 18 September 2023 - 22 September 2023
,2023, 'Novel method for the extraction of the implied voltages of silicon wafers and solar cells from luminescence-based measurements', Lisbon, Portugal, presented at 40th European Photovoltaic Solar Energy Conference and Exhibition, Lisbon, Portugal, 18 September 2023 - 22 September 2023
,2023, 'Surface saturation current densities of perovskite thin films from suns-photoluminescence quantum yield measurements', Lisbon, Portugal, presented at 40th European Photovoltaic Solar Energy Conference and Exhibition, Lisbon, Portugal, 18 September 2023
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