Author

Chuan-Yu Sun

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Open access Aug 2026

A Hierarchical Multi-Timescale Method with Aging-Aware Capacity Correction for Low-Temperature State-of-Charge Estimation of Lithium-Ion Batteries

Accurate state-of-charge (SOC) estimation is essential for range prediction, power allocation, and operational safety in electric vehicles. Low-temperature operation introduces coupled effects of capacity degradation and polarization dynamics, which challenge conventional fixed-capacity models and single-timescale esti...

Yun-Ting Feng, Li-Chuan Zhang, Nazerke Yermek et al. · World Electric Vehicle Journ... · 0 citations

Open access Jul 2026

Deep Learning for Solar Power Forecasting by Integrating Historical and Meteorological Data

An optimized forecasting framework using Long Short-Term Memory (LSTM) networks is introduced, confirming the model’s excellent accuracy and its value for improving power system dispatch and resource planning.

Cheng He, Siyuan Zhao, Zhenshuo Guo et al. · Energies · 0 citations