Author

Ya-Yu Mu

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Open access Sep 2026

Unseen-Cell SOH Prediction via Energy-Aware Warm-Up and Degradation-Consistency Constraints

State of health (SOH) is a key indicator for safety monitoring, lifetime assessment, and maintenance decisions in lithium-ion battery management systems. However, differences in initial capacity, degradation rate, local capacity variation, and health-indicator evolution often cause models trained on limited source cell...

Jin Zhao, Xiao-Feng Qian, Yong-Lin Zhang et al. · Energies · 0 citations

Open access Aug 2026

Ramp-Aware Photovoltaic Power Interval Forecasting Using a Temporal Fusion Transformer

Photovoltaic (PV) power interval forecasting models are commonly trained on data dominated by non-ramp samples, which may weaken uncertainty characterization during rapid power changes. This study proposes a ramp-aware quantile regression Temporal Fusion Transformer (RQR-TFT) that jointly estimates PV power quantiles a...

Jin Zhao, Ya-Yu Mu, Xiao-Feng Qian et al. · Applied Sciences · 1 citation