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Author

Dunwang Qin

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Conference Aug 2026

A Real-Time Framework for Segment-Level SOC Variation Prediction in Electric Vehicles Using a Stacking Ensemble

Accurate prediction of state-of-charge (SOC) variation is important for range estimation and energy management in battery electric vehicles (BEVs), but segment-level SOC consumption is jointly affected by driving behavior, battery condition, and traffic context. This study proposes a real-time SOC variation prediction...

Tian-Zi Tian, Dun-Wang Qin, Zhu-Qing Miao et al. · 0 citations
Jul 2026

An Adaptive Spatiotemporal Graph Transformer for Multi-Site PM2.5 Multi-Step Forecasting with Non-stationary and Sparse-Aware Method.

The results demonstrate the model's effectiveness, accuracy, and robustness across different datasets, highlighting its generalization capability under irregular spatial distributions, and offering a reliable solution for multi-site multi-step air quality prediction and refined environmental management.

Yi-Di Shi, Jun Yang, Dun-Wang Qin · 0 citations

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