no code implementations • 27 Nov 2022 • Thijs Peirelinck, Chris Hermans, Fred Spiessens, Geert Deconinck
In this work, we further improve upon state-of-the-art transfer learning performance by incorporating demand response domain knowledge into the learning pipeline.
no code implementations • 26 Jul 2017 • Frederik Ruelens, Bert J. Claessens, Peter Vrancx, Fred Spiessens, Geert Deconinck
This paper considers a demand response agent that must find a near-optimal sequence of decisions based on sparse observations of its environment.
no code implementations • 16 Mar 2017 • Oscar De Somer, Ana Soares, Tristan Kuijpers, Koen Vossen, Koen Vanthournout, Fred Spiessens
This paper demonstrates a data-driven control approach for demand response in real-life residential buildings.