523 citations · 620 across the 12 of their papers we have counts for
3 papers · 1 filter
Home Electricity Data Generator (HEDGE): An open-access tool for the generation of electric vehicle, residential demand, and PV generation profiles
Flora Charbonnier, Thomas Morstyn, Malcolm McCulloch
In this paper, we present the Home Electricity Data Generator (HEDGE), an open-access tool for the random generation of realistic residential energy data. HEDGE generates realistic…
Centralised rehearsal of decentralised cooperation: Multi-agent reinforcement learning for the scalable coordination of residential energy flexibility
Flora Charbonnier, Bei Peng, Thomas Morstyn +1
This paper investigates how deep multi-agent reinforcement learning can enable the scalable and privacy-preserving coordination of residential energy flexibility. The coordination…
An Insurance Paradigm for Improving Power System Resilience via Distributed Investment
Farhad Billimoria, Filiberto Fele, Iacopo Savelli +2
Extreme events, exacerbated by climate change, pose significant risks to the energy system and its consumers. However there are natural limits to the degree of protection that can…