4 papers · 1 filter
Neural-Analytica Energy Functions for Power System Stability Analysis
Tong Han, Yan Xu, Rui Zhang
This letter proposes a novel form of energy function (EF), called neural-analytic EF, for the stability analysis of power systems. The neural-analytic EF is designed as the sum of…
Neural Decentralized Conditions for Power System Stability Analysis
Tong Han, Yan Xu, Rui Zhang
This letter proposes a novel method to establish decentralized stability conditions (DSCs) of power systems. This method formulates DSCs with meticulously crafted neural networks,…
Power Grid Topology Control
Tong Han, Yan Xu, David J. Hill
Power grids are facing major challenges from growing renewable integration and worsening climate impacts. While flexibility on both the demand and generation sides has been widely…
A New Neural Network Paradigm for Scalable and Generalizable Stability Analysis of Power Systems
Tong Han, Yan Xu, Rui Zhang
This paper presents a new neural network (NN) paradigm for scalable and generalizable stability analysis of power systems. The paradigm consists of two parts: the neural stability…