Author

Zi-Xiao Fan

2 papers indexed here

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Open access Sep 2026

Multi-Time-Scale GAT-Based Online Optimal Regulation Method for Distribution Networks Considering Novel Source-Load Integration

The large-scale integration of distributed photovoltaic (PV) generation and electric vehicles (EVs) increases uncertainty in distribution-network source and load conditions and complicates system operation. Conventional optimization methods based on iterative solutions and day-ahead forecasts may not meet the real-time...

Xue-Kai Hu, Shi-Wei Xue, Zi-Xiao Fan et al. · Applied Sciences · 0 citations

Open access Sep 2026

Data-Driven Power Flow Calculation Method for Active Distribution Network Based on PIGAT

A Physics-Informed Graph Attention Network (PIGAT) surrogate model for power flow prediction, which captures the topological relationships among buses and combines nodal power balance and system active power conservation constraints to improve the physical consistency of the predictions.

Shi-Wei Xue, Xue-Kai Hu, Zi-Xiao Fan et al. · Applied Sciences · 0 citations