Author

Tannan Xiao

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Open access Oct 2026

Cloud–Edge Collaborative Energy Management System: Theory and Practical Experience

Rapid growth in renewable generation and electricity-market participation is increasing the number and autonomy of grid-connected resources, challenging conventional centralized energy management systems (EMSs). This paper proposes a cloud–edge collaborative EMS comprising a cloud brain, heterogeneous edge nodes, and a...

Xi-Yue Wang, Jue Zhang, Si-Liang Jian et al. · Electronics · 0 citations

Open access Jun 2026

A Physics-Informed Deep Learning Method for Wind Turbine Impedance Modeling

A gray-box framework—the Physics-Informed Hybrid Model (PIHM)—that integrates a simplified physical impedance branch with a Bidirectional Long Short-Term Memory (Bi-LSTM) network in a novel parallel architecture is proposed, establishing the PIHM as a reliable, parameter-free tool for impedance-based stability analysis...

Libin Wen, Jinji Xi, Tannan Xiao et al. · Energies · 1 citation