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Author

Ya-Nan Liu

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Open access Sep 2026

Dynamic Estimation of Representative Backsheet Temperature for Rooftop Photovoltaic Modules Under Extreme Heat: Thermal Inertia, Temporal Resolution, and Machine Learning

Accurate module-temperature estimation supports assessment of rooftop photovoltaic (PV) systems, but minute-scale meteorological fluctuations and thermal memory challenge steady-state models. This study used 44,638 synchronized one-minute records from a rooftop PV platform in Chongqing, China, during August 2025. The r...

Ya-Nan Liu, Qi-Zhuo Yue, Jing Wu et al. · 0 citations
Open access Sep 2026

Benchmarking Model Complexity for Short-Term Surrogate Forecasting of High-Resolution Urban WRF Outputs During an Extreme Heatwave in Chongqing

High-resolution urban Weather Research and Forecasting (WRF) simulations resolve interactions among urban form, near-surface meteorology, atmospheric dynamics, and building-energy processes, but their computational cost limits repeated scenario analysis. This study compares eight pointwise temporal surrogates (Persiste...

Ya-Nan Liu, Mao-Yuan Chai, Run-Jie Xie et al. · 0 citations

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