19 citations · 29 across the 6 of their papers we have counts for
3 papers · 1 filter
From Model-Based to Model-Free: Learning Building Control for Demand Response
David Biagioni, Xiangyu Zhang, Christiane Adcock +3
Grid-interactive building control is a challenging and important problem for reducing carbon emissions, increasing energy efficiency, and supporting the electric power grid. Curren…
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…
A Modular and Transferable Reinforcement Learning Framework for the Fleet Rebalancing Problem
Erotokritos Skordilis, Yi Hou, Charles Tripp +3
Mobility on demand (MoD) systems show great promise in realizing flexible and efficient urban transportation. However, significant technical challenges arise from operational decis…