Bert J. Claessens

Publication Activity (10 Years)

Years Active: 2014-2023
Publications (10 Years): 9

Top Topics

Convolutional Neural Networks

Demand Forecasting

Transfer Learning

Reinforcement Learning

Top Venues

IEEE Trans. Smart Grid

Publications

Gargya Gokhale, Jonas Van Gompel, Bert J. Claessens, Chris Develder
Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System. CoRR (2023)
Gargya Gokhale, Niels Tiben, Marie-Sophie Verwee, Manu Lahariya, Bert J. Claessens, Chris Develder
Real-World Implementation of Reinforcement Learning Based Energy Coordination for a Cluster of Households. CoRR (2023)
Mingxi Liu, Stef Peeters, Duncan S. Callaway, Bert J. Claessens
Trajectory Tracking With an Aggregation of Domestic Hot Water Heaters: Combining Model-Based and Model-Free Control in a Commercial Deployment. IEEE Trans. Smart Grid 10 (5) (2019)
Bert J. Claessens, Peter Vrancx, Frederik Ruelens
Convolutional Neural Networks for Automatic State-Time Feature Extraction in Reinforcement Learning Applied to Residential Load Control. IEEE Trans. Smart Grid 9 (4) (2018)
Frederik Ruelens, Bert J. Claessens, Peter Vrancx, Fred Spiessens, Geert Deconinck
Direct Load Control of Thermostatically Controlled Loads Based on Sparse Observations Using Deep Reinforcement Learning. CoRR (2017)
Frederik Ruelens, Bert J. Claessens, Stijn Vandael, Bart De Schutter, Robert Babuska, Ronnie Belmans
Residential Demand Response of Thermostatically Controlled Loads Using Batch Reinforcement Learning. IEEE Trans. Smart Grid 8 (5) (2017)
Bert J. Claessens, Dirk Vanhoudt, Johan Desmedt, Frederik Ruelens
Model-Free Control of Thermostatically Controlled Loads Connected to a District Heating Network. CoRR (2017)
Bert J. Claessens, Peter Vrancx, Frederik Ruelens
Convolutional Neural Networks For Automatic State-Time Feature Extraction in Reinforcement Learning Applied to Residential Load Control. CoRR (2016)
Frederik Ruelens, Bert J. Claessens, Ronnie Belmans, Geert Deconinck
Sequential decision-making strategy for a demand response aggregator in a two-settlement electricity market. ECC (2016)
Frederik Ruelens, Sandro Iacovella, Bert J. Claessens, Ronnie Belmans
Learning Agent for a Heat-Pump Thermostat With a Set-Back Strategy Using Model-Free Reinforcement Learning. CoRR (2015)
Frederik Ruelens, Bert J. Claessens, Stijn Vandael, Sandro Iacovella, Pieter Vingerhoets, Ronnie Belmans
Demand response of a heterogeneous cluster of electric water heaters using batch reinforcement learning. PSCC (2014)