Author

Xiao-Hu Xin

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Open access Aug 2026

A Numerical–Textual Dual-Channel Forecasting Framework for Short-Term Load Forecasting

Short-term load forecasting underpins power-system dispatching, yet classical models degrade when historical samples are scarce. This paper proposes NTSForecast, a numerical–textual dual-channel framework: a trainable multi-layer perceptron encodes the numerical input, a frozen large language model (LLM) embeds the tas...

Xiao-Hu Xin, Jing Xu, Xin Wang et al. · Energies · 0 citations

#edge computing Open access Sep 2026

An Edge Computing-Enabled Optimal Control Method for Low-Voltage Distribution Networks

An edge computing-enabled optimal control method is proposed for low-voltage distribution networks organized as distribution transformer clusters (DTCs) that reduces overvoltage occurrences in TQ1 by 81.0% and eliminates undervoltage occurrences under four PV scenarios with SOP-based balancing.

Xin Wang, Liang Zhang, Yong-Sheng Yu et al. · Processes · 0 citations