Bert Claessens

According to our database, Bert Claessens authored at least 40 papers between 2011 and 2024.

Collaborative distances:

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

2024

Explainable Reinforcement Learning-based Home Energy Management Systems using Differentiable Decision Trees.

Gargya Gokhale, Bert Claessens, Chris Develder

CoRR, 2024

Distill2Explain: Differentiable decision trees for explainable reinforcement learning in energy application controllers.

Gargya Gokhale, Seyed Soroush Karimi Madahi, Bert Claessens, Chris Develder

CoRR, 2024

Distributional Reinforcement Learning-based Energy Arbitrage Strategies in Imbalance Settlement Mechanism.

Seyed Soroush Karimi Madahi, Bert Claessens, Chris Develder

CoRR, 2024

2023

Demand response for residential building heating: Effective Monte Carlo Tree Search control based on physics-informed neural networks.

Fabio Pavirani, Gargya Gokhale, Bert Claessens, Chris Develder

CoRR, 2023

Real-World Implementation of Reinforcement Learning Based Energy Coordination for a Cluster of Households.

Gargya Gokhale, Niels Tiben, Marie-Sophie Verwee, Manu Lahariya, Bert Claessens, Chris Develder

Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023

Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System.

Gargya Gokhale, Jonas Van Gompel, Bert Claessens, Chris Develder

Proceedings of the 10th ACM International Conference on Systems for Energy-Efficient Buildings, 2023

2022

PhysQ: A Physics Informed Reinforcement Learning Framework for Building Control.

Gargya Gokhale, Bert Claessens, Chris Develder

CoRR, 2022

2021

Physics Informed Neural Networks for Control Oriented Thermal Modeling of Buildings.

Gargya Gokhale, Bert Claessens, Chris Develder

CoRR, 2021

2020

Optimal Combination of Frequency Control and Peak Shaving With Battery Storage Systems.

Jonas Engels, Bert Claessens, Geert Deconinck

IEEE Trans. Smart Grid, 2020

Grid-Constrained Distributed Optimization for Frequency Control With Low-Voltage Flexibility.

Jonas Engels, Bert Claessens, Geert Deconinck

IEEE Trans. Smart Grid, 2020

2019

Trajectory Tracking With an Aggregation of Domestic Hot Water Heaters: Combining Model-Based and Model-Free Control in a Commercial Deployment.

Mingxi Liu, Stef Peeters, Duncan S. Callaway, Bert J. Claessens

IEEE Trans. Smart Grid, 2019

Combined Stochastic Optimization of Frequency Control and Self-Consumption With a Battery.

Jonas Engels, Bert Claessens, Geert Deconinck

IEEE Trans. Smart Grid, 2019

Techno-Economic Analysis and Optimal Control of Battery Storage for Frequency Control Services, Applied to the German Market.

Jonas Engels, Bert Claessens, Geert Deconinck

CoRR, 2019

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

The use of distributed thermal storage in district heating grids for demand side management.

Dirk Vanhoudt, Bert Claessens, Robbe Salenbien, Johan Desmedt

CoRR, 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

Toward coordinated robust allocation of reserve policies for a cell-based power system.

Junjie Hu, Kai Heussen, Bert Claessens, Lei Sun, Reinhilde D'Hulst

Proceedings of the IEEE PES Innovative Smart Grid Technologies Conference Europe, 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

Reinforcement Learning of Heuristic EV Fleet Charging in a Day-Ahead Electricity Market.

Stijn Vandael, Bert Claessens, Damien Ernst, Tom Holvoet, Geert Deconinck

IEEE Trans. Smart Grid, 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

Multiagent Charging of Electric Vehicles Respecting Distribution Transformer Loading and Voltage Limits.

Sam Weckx, Reinhilde D'Hulst, Bert Claessens, Johan Driesen

IEEE Trans. Smart Grid, 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

An Event-Driven Dual Coordination Mechanism for Demand Side Management of PHEVs.

Klaas De Craemer, Stijn Vandael, Bert Claessens, Geert Deconinck

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

A Scalable Three-Step Approach for Demand Side Management of Plug-in Hybrid Vehicles.

Stijn Vandael, Bert Claessens, Maarten Hommelberg, Tom Holvoet, Geert Deconinck

IEEE Trans. Smart Grid, 2013

A Model-Free Flexibility Management System at KU Leuven and VITO.

Stijn Vandael, Bert Claessens, Tom Holvoet, Geert Deconinck

ERCIM News, 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

A case study of coordinated electric vehicle charging for peak shaving on a low voltage grid.

Niels Leemput, Frederik Geth, Bert Claessens, Juan Van Roy, Raf Ponnette, Johan Driesen

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

2011

Insights in storage as a solution for local renewable electricity generation.

Grietus Mulder, Bert Claessens

Elektrotech. Informationstechnik, 2011

Comparative analysis of coordination strategies for electric vehicles.

Niels Leemput, Juan Van Roy, Frederik Geth, Peter Tant, Bert Claessens, Johan Driesen

Proceedings of the 2nd IEEE PES International Conference and Exhibition on "Innovative Smart Grid Technologies", 2011