167 citations · 552 across the 28 of their papers we have counts for
4 papers · 1 filter
Towards Distributed Energy Services: Decentralizing Optimal Power Flow with Machine Learning
Roel Dobbe, Oscar Sondermeijer, David Fridovich-Keil +3
The implementation of optimal power flow (OPF) methods to perform voltage and power flow regulation in electric networks is generally believed to require extensive communication. W…
Linear Single- and Three-Phase Voltage Forecasting and Bayesian State Estimation with Limited Sensing
Roel Dobbe, Werner van Westering, Stephan Liu +3
Implementing state estimation in low and medium voltage power distribution is still challenging given the scale of many networks and the reliance of traditional methods on a large…
How much energy storage do modern power systems need?
Autumn Preskill, Duncan Callaway
The central question we seek to address in this paper is: How rapidly do the operating cost benefits of grid-scale energy storage decline as installed storage capacity increases? W…
Trajectory tracking with an aggregation of domestic hot water heaters: Combining model-based and model-free control in a commercial deployment
Mingxi Liu, Stef Peeters, Duncan S. Callaway +1
Scalable demand response of residential electric loads has been a timely research topic in recent years. The commercial coming of age or residential demand response requires a scal…