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Fushuan Wen

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Oct 2026

Integrating Large Language Models and Reinforcement Learning for Efficient Home Energy Management

The home energy management system (HEMS) has gained significant attention with the advancement of smart monitoring and Internet of Things (IoT) technologies. Data-driven approaches, particularly reinforcement learning (RL), have shown promise in learning HEMS scheduling policies through environment interaction but ofte...

Yang Zhang, Chong-Yu Wang, Lin-Dong Xie et al. · 0 citations

Physics-Informed Series-Aware Graph Transformer Model for Net Load Forecasting

The growing integration of renewable energy sources (RESs), such as photovoltaic (PV) and wind (WD), has significantly increased the variability of net load (NL), posing critical challenges on the net load forecasting. In this paper, a novel physics-informed series-aware graph Transformer (PISAGT) model is proposed for...

Chang-Sen Feng, Shuai Zhang, Licheng Wang et al. · 0 citations

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