Author

Chenglin Ding

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Open access Sep 2026

A Hybrid VMD–GWO–BiLSTM–Attention Framework for Accurate State-of-Health Prediction of Lithium-Ion Batteries Under Complex Degradation Dynamics

Accurate State-of-Health (SOH) prediction for lithium-ion batteries is essential for the safe and stable operation of Battery Management Systems (BMSs). However, achieving high-precision estimation remains challenging due to the complex interplay of non-stationary degradation characteristics, observation noise, and bid...

Cheng-Lin Ding, Hui Liu, En-Ze Hu et al. · Electronics · 0 citations

Open access Jul 2026

A Spatio-Temporal Attention Model for Short-Term Load Forecasting of Urban Electric-Vehicle Charging Stations and an Empirical Study of Spatial-Modeling Effectiveness

ST-Attention, a lightweight and modular forecasting model that integrates temporal self-attention, spatial self-attention, an adjacency-matrix bias, and a residual prediction head is proposed, which forecasts hourly regional charging energy using the open UrbanEV benchmark dataset from September 2022 to February 2023.

Wei Gao, Cheng-Lin Ding, Mingji Chen et al. · Energies · 0 citations