Frederik Ruelens

According to our database, Frederik Ruelens authored at least 18 papers between 2012 and 2023.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2023

AMPeD: An Analytical Model for Performance in Distributed Training of Transformers.

Diksha Moolchandani, Joyjit Kundu, Frederik Ruelens, Peter Vrancx, Timon Evenblij, Manu Perumkunnil

Proceedings of the IEEE International Symposium on Performance Analysis of Systems and Software, 2023

2018

Reinforcement Learning Applied to an Electric Water Heater: From Theory to Practice.

Frederik Ruelens, Bert Claessens, Salman Quaiyum, Bart De Schutter, Robert Babuska, Ronnie Belmans

IEEE Trans. Smart Grid, 2018

Convolutional Neural Networks for Automatic State-Time Feature Extraction in Reinforcement Learning Applied to Residential Load Control.

Bert J. Claessens, Peter Vrancx, Frederik Ruelens

IEEE Trans. Smart Grid, 2018

2017

Residential Demand Response of Thermostatically Controlled Loads Using Batch Reinforcement Learning.

Frederik Ruelens, Bert J. Claessens, Stijn Vandael, Bart De Schutter, Robert Babuska, Ronnie Belmans

IEEE Trans. Smart Grid, 2017

Cluster Control of Heterogeneous Thermostatically Controlled Loads Using Tracer Devices.

Sandro Iacovella, Frederik Ruelens, Pieter Vingerhoets, Bert Claessens, Geert Deconinck

IEEE Trans. Smart Grid, 2017

Direct Load Control of Thermostatically Controlled Loads Based on Sparse Observations Using Deep Reinforcement Learning.

Frederik Ruelens, Bert J. Claessens, Peter Vrancx, Fred Spiessens, Geert Deconinck

CoRR, 2017

Model-Free Control of Thermostatically Controlled Loads Connected to a District Heating Network.

Bert J. Claessens, Dirk Vanhoudt, Johan Desmedt, Frederik Ruelens

CoRR, 2017

2016

Sequential decision-making strategy for a demand response aggregator in a two-settlement electricity market.

Frederik Ruelens, Bert J. Claessens, Ronnie Belmans, Geert Deconinck

Proceedings of the 15th European Control Conference, 2016

2015

Learning Agent for a Heat-Pump Thermostat With a Set-Back Strategy Using Model-Free Reinforcement Learning.

Frederik Ruelens, Sandro Iacovella, Bert J. Claessens, Ronnie Belmans

CoRR, 2015

Residential Demand Response Applications Using Batch Reinforcement Learning.

Frederik Ruelens, Bert Claessens, Stijn Vandael, Bart De Schutter, Robert Babuska, Ronnie Belmans

CoRR, 2015

Experimental analysis of data-driven control for a building heating system.

Giuseppe Tommaso Costanzo, Sandro Iacovella, Frederik Ruelens, T. Leurs, Bert Claessens

CoRR, 2015

2014

A Flexible Stochastic Optimization Method for Wind Power Balancing With PHEVs.

Willem Leterme, Frederik Ruelens, Bert Claessens, Ronnie Belmans

IEEE Trans. Smart Grid, 2014

Demand response of a heterogeneous cluster of electric water heaters using batch reinforcement learning.

Frederik Ruelens, Bert J. Claessens, Stijn Vandael, Sandro Iacovella, Pieter Vingerhoets, Ronnie Belmans

Proceedings of the 2014 Power Systems Computation Conference, 2014

2013

Double-layered control methodology combining price objective and grid constraints.

Sandro Iacovella, Frederik Geth, Frederik Ruelens, Niels Leemput, Pieter Vingerhoets, Geert Deconinck, Bert Claessens

Proceedings of the IEEE Fourth International Conference on Smart Grid Communications, 2013

Stochastic portfolio management of an electric vehicles aggregator under price uncertainty.

Frederik Ruelens, Sam Weckx, Willem Leterme, Stijn Vandael, Bert Claessens, Ronnie Belmans

Proceedings of the 4th IEEE PES Innovative Smart Grid Technologies Europe, 2013

Peak shaving of a heterogeneous cluster of residential flexibility carriers using reinforcement learning.

Bert Claessens, Stijn Vandael, Frederik Ruelens, Klaas De Craemer, B. Beusen

Proceedings of the 4th IEEE PES Innovative Smart Grid Technologies Europe, 2013

2012

Demand side management of electric vehicles with uncertainty on arrival and departure times.

Frederik Ruelens, Stijn Vandael, Willem Leterme, Bert Claessens, Maarten Hommelberg, Tom Holvoet, Ronnie Belmans

Proceedings of the 3rd IEEE PES Innovative Smart Grid Technologies Europe, 2012

Self-learning demand side management for a heterogeneous cluster of devices with binary control actions.

Bert Claessens, Stijn Vandael, Frederik Ruelens, Maarten Hommelberg

Proceedings of the 3rd IEEE PES Innovative Smart Grid Technologies Europe, 2012