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Author

Zi-Qing Zhu

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#graph neural networks Nov 2026

Carbon-Aware V2G Coordination in PV-Rich Distribution Systems via Weather-Incorporated Two-Stage Graph Reinforcement Learning and Data Distillation

The increasing penetration of photovoltaic (PV) generation introduces significant volatility and PV-load temporal mismatch into power distribution systems, necessitating advanced strategies to maintain efficient and sustainable operation. While vehicle-to-grid (V2G) technology presents a promising solution by leveragin...

Zi-Xuan Zhu, Ruo-Heng Wang, Zi-Qing Zhu et al. · 0 citations
Preprint Oct 2026

Safeguarding Intelligent Power Dispatch:A Performance-Equivalent-Model-Based Safety-Critical Control Method for DC Microgrids

Intelligent power dispatch is enabling fast and self-adaptive decision-making in microgrids, yet its deployment in real-world industry remains limited due to unresolved safety concerns. Existing safety-preserving approaches typically rely on an accurate characterization of the feasible operating region, which is imposs...

Shao-Liang Zhou, Zi-Qing Zhu · 0 citations

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