37 citations · 43 across the 3 of their papers we have counts for
3 papers
Curriculum-based Reinforcement Learning for Distribution System Critical Load Restoration
Xiangyu Zhang, Abinet Tesfaye Eseye, Bernard Knueven +3
This paper focuses on the critical load restoration problem in distribution systems following major outages. To provide fast online response and optimal sequential decision-making…
A Comparison of Model-Free and Model Predictive Control for Price Responsive Water Heaters
David J. Biagioni, Xiangyu Zhang, Peter Graf +2
We present a careful comparison of two model-free control algorithms, Evolution Strategies (ES) and Proximal Policy Optimization (PPO), with receding horizon model predictive contr…
Advanced Scenario Creation Strategies for Stochastic Economic Dispatch with Renewables
Ryan N. King, Matthew Reynolds, Devon Sigler +1
Real-time dispatch practices for operating the electric grid in an economic and reliable manner are evolving to accommodate higher levels of renewable energy generation. In particu…