2 papers
cs.LG2025
Neural Network Optimal Power Flow via Energy Gradient Flow and Unified Dynamics
Xuezhi Liu
Optimal Power Flow (OPF) is a core optimization problem in power system operation and planning, aiming to minimize generation costs while satisfying physical constraints such as po…
eess.SY2025
Physics-Constrained Neural Dynamics: A Unified Manifold Framework for Large-Scale Power Flow Computation
Xuezhi Liu
Power flow analysis is a fundamental tool for power system analysis, planning, and operational control. Traditional Newton-Raphson methods suffer from limitations such as initial v…