Frederik Ruelens

Publication Activity (10 Years)

Years Active: 2012-2023
Publications (10 Years): 9

Top Topics

Portfolio Management

Nelder Mead Simplex

Reinforcement Learning

Convolutional Neural Networks

Top Venues

IEEE Trans. Smart Grid

Publications

Diksha Moolchandani, Joyjit Kundu, Frederik Ruelens, Peter Vrancx, Timon Evenblij, Manu Perumkunnil
AMPeD: An Analytical Model for Performance in Distributed Training of Transformers. ISPASS (2023)
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 Claessens, Salman Quaiyum, Bart De Schutter, Robert Babuska, Ronnie Belmans
Reinforcement Learning Applied to an Electric Water Heater: From Theory to Practice. 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)
Sandro Iacovella, Frederik Ruelens, Pieter Vingerhoets, Bert Claessens, Geert Deconinck
Cluster Control of Heterogeneous Thermostatically Controlled Loads Using Tracer Devices. IEEE Trans. Smart Grid 8 (2) (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 Claessens, Stijn Vandael, Bart De Schutter, Robert Babuska, Ronnie Belmans
Residential Demand Response Applications Using Batch Reinforcement Learning. CoRR (2015)
Frederik Ruelens, Bert Claessens, Salman Quaiyum, Bart De Schutter, Robert Babuska, Ronnie Belmans
Reinforcement Learning Applied to an Electric Water Heater: From Theory to Practice. CoRR (2015)
Giuseppe Tommaso Costanzo, Sandro Iacovella, Frederik Ruelens, T. Leurs, Bert Claessens
Experimental analysis of data-driven control for a building heating system. 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)
Willem Leterme, Frederik Ruelens, Bert Claessens, Ronnie Belmans
A Flexible Stochastic Optimization Method for Wind Power Balancing With PHEVs. IEEE Trans. Smart Grid 5 (3) (2014)
Bert Claessens, Stijn Vandael, Frederik Ruelens, Klaas De Craemer, B. Beusen
Peak shaving of a heterogeneous cluster of residential flexibility carriers using reinforcement learning. ISGT Europe (2013)
Frederik Ruelens, Sam Weckx, Willem Leterme, Stijn Vandael, Bert Claessens, Ronnie Belmans
Stochastic portfolio management of an electric vehicles aggregator under price uncertainty. ISGT Europe (2013)
Sandro Iacovella, Frederik Geth, Frederik Ruelens, Niels Leemput, Pieter Vingerhoets, Geert Deconinck, Bert Claessens
Double-layered control methodology combining price objective and grid constraints. SmartGridComm (2013)
Bert Claessens, Stijn Vandael, Frederik Ruelens, Maarten Hommelberg
Self-learning demand side management for a heterogeneous cluster of devices with binary control actions. ISGT Europe (2012)
Frederik Ruelens, Stijn Vandael, Willem Leterme, Bert Claessens, Maarten Hommelberg, Tom Holvoet, Ronnie Belmans
Demand side management of electric vehicles with uncertainty on arrival and departure times. ISGT Europe (2012)