Bert Claessens

Publication Activity (10 Years)

Years Active: 2011-2024
Publications (10 Years): 21

Top Topics

Reinforcement Learning

Stochastic Optimization

Concave Convex Procedure

Top Venues

IEEE Trans. Smart Grid

BuildSys@SenSys

Publications

Gargya Gokhale, Bert Claessens, Chris Develder
Explainable Reinforcement Learning-based Home Energy Management Systems using Differentiable Decision Trees. CoRR (2024)
Gargya Gokhale, Seyed Soroush Karimi Madahi, Bert Claessens, Chris Develder
Distill2Explain: Differentiable decision trees for explainable reinforcement learning in energy application controllers. CoRR (2024)
Seyed Soroush Karimi Madahi, Bert Claessens, Chris Develder
Distributional Reinforcement Learning-based Energy Arbitrage Strategies in Imbalance Settlement Mechanism. CoRR (2024)
Seyed Soroush Karimi Madahi, Gargya Gokhale, Marie-Sophie Verwee, Bert Claessens, Chris Develder
Control Policy Correction Framework for Reinforcement Learning-based Energy Arbitrage Strategies. CoRR (2024)
Jonas Van Gompel, Bert Claessens, Chris Develder
Probabilistic forecasting of power system imbalance using neural network-based ensembles. CoRR (2024)
Fabio Pavirani, Gargya Gokhale, Bert Claessens, Chris Develder
Demand response for residential building heating: Effective Monte Carlo Tree Search control based on physics-informed neural networks. CoRR (2023)
Gargya Gokhale, Niels Tiben, Marie-Sophie Verwee, Manu Lahariya, Bert Claessens, Chris Develder
Real-World Implementation of Reinforcement Learning Based Energy Coordination for a Cluster of Households. BuildSys@SenSys (2023)
Gargya Gokhale, Jonas Van Gompel, Bert Claessens, Chris Develder
Transfer Learning in Transformer-Based Demand Forecasting For Home Energy Management System. BuildSys@SenSys (2023)
Gargya Gokhale, Bert Claessens, Chris Develder
PhysQ: A Physics Informed Reinforcement Learning Framework for Building Control. CoRR (2022)
Gargya Gokhale, Bert Claessens, Chris Develder
Physics Informed Neural Networks for Control Oriented Thermal Modeling of Buildings. CoRR (2021)
Jonas Engels, Bert Claessens, Geert Deconinck
Grid-Constrained Distributed Optimization for Frequency Control With Low-Voltage Flexibility. IEEE Trans. Smart Grid 11 (1) (2020)
Jonas Engels, Bert Claessens, Geert Deconinck
Optimal Combination of Frequency Control and Peak Shaving With Battery Storage Systems. IEEE Trans. Smart Grid 11 (4) (2020)
Jonas Engels, Bert Claessens, Geert Deconinck
Optimal Combination of Frequency Control and Peak Shaving with Battery Storage Systems. CoRR (2019)
Jonas Engels, Bert Claessens, Geert Deconinck
Techno-Economic Analysis and Optimal Control of Battery Storage for Frequency Control Services, Applied to the German Market. CoRR (2019)
Jonas Engels, Bert Claessens, Geert Deconinck
Combined Stochastic Optimization of Frequency Control and Self-Consumption With a Battery. IEEE Trans. Smart Grid 10 (2) (2019)
Jonas Engels, Bert Claessens, Geert Deconinck
Grid-Constrained Distributed Optimization for Frequency Control with Low-Voltage Flexibility. CoRR (2019)
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)
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)
Jonas Engels, Bert Claessens, Geert Deconinck
Combined Stochastic Optimization of Frequency Control and Self-Consumption with a Battery. CoRR (2017)
Dirk Vanhoudt, Bert Claessens, Robbe Salenbien, Johan Desmedt
The use of distributed thermal storage in district heating grids for demand side management. CoRR (2017)
Junjie Hu, Kai Heussen, Bert Claessens, Lei Sun, Reinhilde D'Hulst
Toward coordinated robust allocation of reserve policies for a cell-based power system. ISGT Europe (2016)
Stijn Vandael, Bert Claessens, Damien Ernst, Tom Holvoet, Geert Deconinck
Reinforcement Learning of Heuristic EV Fleet Charging in a Day-Ahead Electricity Market. IEEE Trans. Smart Grid 6 (4) (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)
Klaas De Craemer, Stijn Vandael, Bert Claessens, Geert Deconinck
An Event-Driven Dual Coordination Mechanism for Demand Side Management of PHEVs. IEEE Trans. Smart Grid 5 (2) (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)
Sam Weckx, Reinhilde D'Hulst, Bert Claessens, Johan Driesen
Multiagent Charging of Electric Vehicles Respecting Distribution Transformer Loading and Voltage Limits. IEEE Trans. Smart Grid 5 (6) (2014)
Stijn Vandael, Bert Claessens, Maarten Hommelberg, Tom Holvoet, Geert Deconinck
A Scalable Three-Step Approach for Demand Side Management of Plug-in Hybrid Vehicles. IEEE Trans. Smart Grid 4 (2) (2013)
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)
Stijn Vandael, Bert Claessens, Tom Holvoet, Geert Deconinck
A Model-Free Flexibility Management System at KU Leuven and VITO. ERCIM News 2013 (92) (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)
Niels Leemput, Frederik Geth, Bert Claessens, Juan Van Roy, Raf Ponnette, Johan Driesen
A case study of coordinated electric vehicle charging for peak shaving on a low voltage grid. ISGT Europe (2012)
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)
Grietus Mulder, Bert Claessens
Insights in storage as a solution for local renewable electricity generation. Elektrotech. Informationstechnik 128 (4) (2011)
Niels Leemput, Juan Van Roy, Frederik Geth, Peter Tant, Bert Claessens, Johan Driesen
Comparative analysis of coordination strategies for electric vehicles. ISGT Europe (2011)