77 citations · 253 across the 15 of their papers we have counts for
19 papers
Optimal sizing of solar photovoltaic and lithium battery storage to reduce grid electricity reliance in buildings
Han Kun Ren, Malcolm McCulloch, David Wallom
In alignment with the Paris Agreement, the city of Oxford in the UK aims to become carbon neutral by 2040. Renewable energy help achieve this target by reducing the reliance on car…
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…
Impact of spatiotemporal heterogeneity in heat pump loads on generation and storage requirements
Claire E. Halloran, Filiberto Fele, Malcolm D. McCulloch
This paper investigates how spatiotemporal heterogeneity in inflexible residential heat pump loads affects the need for storage and generation in the electricity system under busin…
Scalable multi-agent reinforcement learning for distributed control of residential energy flexibility
Flora Charbonnier, Thomas Morstyn, Malcolm D. McCulloch
This paper proposes a novel scalable type of multi-agent reinforcement learning-based coordination for distributed residential energy. Cooperating agents learn to control the flexi…
Coordination of resources at the edge of the electricity grid: systematic review and taxonomy
Flora Charbonnier, Thomas Morstyn, Malcolm McCulloch
This paper proposes a novel taxonomy of coordination strategies for distributed energy resources at the edge of the electricity grid, based on a systematic analysis of key literatu…