An in-depth analysis of discretization methods for communication learning using backpropagation with multi-agent reinforcement learning.

Peter Hellinckx https://orcid.org/0000-0001-8029-4720

Astrid Vanneste Simon Vanneste Tom De Schepper Siegfried Mercelis Peter Hellinckx Kevin Mets An in-depth analysis of discretization methods for communication learning using backpropagation with multi-agent reinforcement learning. 2026 May 404 38 Neural Comput. Appl. 10 https://doi.org/10.1007/s00521-025-11782-6 db/journals/nca/nca38.html#VannesteVSMHM26 streams/journals/nca

Simon Vanneste Astrid Vanneste Kevin Mets Tom De Schepper Ali Anwar 0002 Siegfried Mercelis Peter Hellinckx Learning to communicate using a communication critic and counterfactual reasoning. 25645-25662 2025 November 37 Neural Comput. Appl. 31 https://doi.org/10.1007/s00521-024-10598-0 db/journals/nca/nca37.html#VannesteVMSAMH25 streams/journals/nca

Sara Ghane Stef Jacobs Thomas Huybrechts Peter Hellinckx Siegfried Mercelis Ivan Verhaert Erik Mannens Model-Free Deep Reinforcement Learning for Adaptive Supply Temperature Control in Collective Space Heating Systems. 33:1-33:31 2025 April 16 ACM Trans. Intell. Syst. Technol. 2 https://doi.org/10.1145/3709010 db/journals/tist/tist16.html#GhaneJHHMVM25 streams/journals/tist

Aaron Van Poecke Ayoub Aouraghe Joris Van den Bergh Peter Hellinckx Hossein Tabari Postprocessing Solar Radiation with a Self-attentive Transformer for Renewable Energy Predictions. 263-272 2025 3PGCIC https://doi.org/10.1007/978-3-032-10344-4_24 conf/3pgcic/2025 db/conf/3pgcic/3pgcic2025.html#PoeckeABHT25 Stijn Van Raemdonck Joris Van den Bergh Brecht Zwaenepoel Tomas Van Oyen Dieter Van den Bleeken Hossein Tabari Peter Hellinckx Diff-Ensemble: An Ensemble of LSTMs and Diffusion Models for Day-Ahead Load Forecasting Using Limited Data. 273-284 2025 3PGCIC https://doi.org/10.1007/978-3-032-10344-4_25 conf/3pgcic/2025 db/conf/3pgcic/3pgcic2025.html#RaemdonckBZOBTH25 Benoit De Vrieze Hossein Tabari Peter Hellinckx Disaggregating Household Electricity Production and Consumption from Smart Meter Data. 285-297 2025 3PGCIC https://doi.org/10.1007/978-3-032-10344-4_26 conf/3pgcic/2025 db/conf/3pgcic/3pgcic2025.html#VriezeTH25 Pieter Jan Houben Vincent Verbergt Benoit De Vrieze Peter Hellinckx Improving Household Electricity Consumption Forecasting with Smartphone Data. 298-309 2025 3PGCIC https://doi.org/10.1007/978-3-032-10344-4_27 conf/3pgcic/2025 db/conf/3pgcic/3pgcic2025.html#HoubenVVH25 Rien Van Campenhout Benoit De Vrieze Pieter Jan Houben Jens de Hoog Peter Hellinckx Graph Retrieval Augmented Generation for Privacy-Sensitive Information. 310-319 2025 3PGCIC https://doi.org/10.1007/978-3-032-10344-4_28 conf/3pgcic/2025 db/conf/3pgcic/3pgcic2025.html#CampenhoutVHHH25 Aaron Van Poecke Lukas Meuris Matteo Cisneros Michiel Van Ginderachter Peter Hellinckx Hossein Tabari A Comparative Sensitivity Analysis of Loss Functions in Machine Learning-Based Weather Forecasting. 318-326 2024 3PGCIC https://doi.org/10.1007/978-3-031-76462-2_29 conf/3pgcic/2024 db/conf/3pgcic/3pgcic2024.html#PoeckeMCGHT24 Matteo Cisneros Oliver Rommens Renzo Massobrio Peter Hellinckx Autonomous Shipping in Complex Situations. 327-335 2024 3PGCIC https://doi.org/10.1007/978-3-031-76462-2_30 conf/3pgcic/2024 db/conf/3pgcic/3pgcic2024.html#CisnerosRMH24 Pieter Jan Houben Stef Jacobs Renzo Massobrio Hossein Tabari Ivan Verhaert Peter Hellinckx Evaluating the Impact of Suboptimal HVAC Systems on Control Strategies. 347-355 2024 3PGCIC https://doi.org/10.1007/978-3-031-76462-2_32 conf/3pgcic/2024 db/conf/3pgcic/3pgcic2024.html#HoubenJMTVH24 Jeoffrey Canters Pieter Jan Houben Renzo Massobrio Peter Hellinckx AI for Anticipating Human Behavior. 356-363 2024 3PGCIC https://doi.org/10.1007/978-3-031-76462-2_33 conf/3pgcic/2024 db/conf/3pgcic/3pgcic2024.html#CantersHMH24 Jens de Hoog Ali Anwar 0002 Peter Hellinckx Siegfried Mercelis Selection of image classifiers for noisy images through metalearning. 92-99 2024 ICMVA https://doi.org/10.1145/3653946.3653960 conf/icmva/2024 db/conf/icmva/icmva2024.html#Hoog0HM24

Aaron Van Poecke Tobias Sebastian Finn Ruoke Meng Joris Van den Bergh Geert Smet Jonathan Demaeyer Piet Termonia Hossein Tabari Peter Hellinckx Self-attentive Transformer for Fast and Accurate Postprocessing of Temperature and Wind Speed Forecasts. 2024 abs/2412.13957 CoRR https://doi.org/10.48550/arXiv.2412.13957 db/journals/corr/corr2412.html#abs-2412-13957 streams/journals/corr

Jens de Hoog Ali Anwar 0002 Philippe Reiter Siegfried Mercelis Peter Hellinckx Metamodelling of Noise to Image Classification Performance. 47994-48006 2023 11 IEEE Access https://doi.org/10.1109/ACCESS.2023.3273530 db/journals/access/access11.html#HoogARMH23

Furkan Elmaz Ulderico Di Caprio Min Wu Yentl Wouters Geert Van Der Vorst Niels Vandervoort Ali Anwar 0002 Mumin Enis Leblebici Peter Hellinckx Siegfried Mercelis Reinforcement learning-based approach for optimizing solvent-switch processes. 108310 2023 August 176 Comput. Chem. Eng. https://doi.org/10.1016/j.compchemeng.2023.108310 db/journals/cce/cce176.html#ElmazCWWVVALHM23

Ulderico Di Caprio Min Wu Furkan Elmaz Yentl Wouters Niels Vandervoort Ali Anwar 0002 Siegfried Mercelis Steffen Waldherr Peter Hellinckx Mumin Enis Leblebici Hybrid modelling of a batch separation process. 108319 2023 September 177 Comput. Chem. Eng. https://doi.org/10.1016/j.compchemeng.2023.108319 db/journals/cce/cce177.html#CaprioWEWVAMWHL23

Min Wu Ulderico Di Caprio Furkan Elmaz Florence H. Vermeire Bert Metten Olivier Van Der Ha Dries De Clercq Siegfried Mercelis Peter Hellinckx Leen Braeken Mumin Enis Leblebici SI-M/O: Swarm Intelligence-based Modeling and Optimization of complex synthesis reaction processes. 108431 2023 November 179 Comput. Chem. Eng. https://doi.org/10.1016/j.compchemeng.2023.108431 db/journals/cce/cce179.html#WuCEVMHCMHBL23

Simon Vanneste Astrid Vanneste Tom De Schepper Siegfried Mercelis Peter Hellinckx Kevin Mets Multi-Agent Counterfactual Communication Using Difference Rewards Policy Gradients. 82-100 2023 BNAIC/BENELEARN https://doi.org/10.1007/978-3-031-74650-5_5 conf/bnaic/2023s db/conf/bnaic/bnaic2023s.html#VannesteVSMHM23 Justus Rajappa Anuj Adnan Sabovic Burcu Celikkol Michiel Aernouts Philippe Reiter Siegfried Mercelis Peter Hellinckx Jeroen Famaey An Energy Management Unit for Predictive Solar Energy Harvesting IoT. 39-50 2023 IoTBDS https://doi.org/10.5220/0011839500003482 conf/iotbd/2023 db/conf/iotbd/iotbd2023.html#AnujSCARMHF23

Astrid Vanneste Thomas Somers 0002 Simon Vanneste Kevin Mets Tom De Schepper Siegfried Mercelis Peter Hellinckx Scalability of Message Encoding Techniques for Continuous Communication Learned with Multi-Agent Reinforcement Learning. 2023 abs/2308.04844 CoRR https://doi.org/10.48550/arXiv.2308.04844 db/journals/corr/corr2308.html#abs-2308-04844

Astrid Vanneste Simon Vanneste Kevin Mets Tom De Schepper Siegfried Mercelis Peter Hellinckx An In-Depth Analysis of Discretization Methods for Communication Learning using Backpropagation with Multi-Agent Reinforcement Learning. 2023 abs/2308.04938 CoRR https://doi.org/10.48550/arXiv.2308.04938 db/journals/corr/corr2308.html#abs-2308-04938

Astrid Vanneste Simon Vanneste Olivier Vasseur Robin Janssens Mattias Billast Ali Anwar 0002 Kevin Mets Tom De Schepper Siegfried Mercelis Peter Hellinckx Safety Aware Autonomous Path Planning Using Model Predictive Reinforcement Learning for Inland Waterways. 2023 abs/2311.09878 CoRR https://doi.org/10.48550/arXiv.2311.09878 db/journals/corr/corr2311.html#abs-2311-09878

Siemen Herremans Ali Anwar 0002 Arne Troch Ian Ravijts Maarten Vangeneugden Siegfried Mercelis Peter Hellinckx Autonomous Port Navigation With Ranging Sensors Using Model-Based Reinforcement Learning. 2023 abs/2312.05257 CoRR https://doi.org/10.48550/arXiv.2312.05257 db/journals/corr/corr2312.html#abs-2312-05257

Dieter Balemans Philippe Reiter Jan Steckel Peter Hellinckx Resource efficient AI: Exploring neural network pruning for task specialization. 100599 2022 20 Internet Things https://doi.org/10.1016/j.iot.2022.100599 db/journals/iot/iot20.html#BalemansRSH22

Toon Bogaerts Sylvain Watelet Niko De Bruyne Chris Thoen Tom Coopman Joris Van den Bergh Maarten Reyniers Dirck Seynaeve Wim Casteels Steven Latré Peter Hellinckx Leveraging Artificial Intelligence and Fleet Sensor Data towards a Higher Resolution Road Weather Model. 2732 2022 22 Sensors 7 https://doi.org/10.3390/s22072732 https://www.wikidata.org/entity/Q114578192 db/journals/sensors/sensors22.html#BogaertsWBTCBRS22

Stig Bosmans Toon Bogaerts Wim Casteels Siegfried Mercelis Joachim Denil Peter Hellinckx Adaptivity in multi-level traffic simulation using experimental frames. 102395 2022 114 Simul. Model. Pract. Theory https://doi.org/10.1016/j.simpat.2021.102395 db/journals/simpra/simpra114.html#BosmansBCMDH22

Robin Janssens Rafael Berkvens Peter Hellinckx Stijn Denis Rail Vehicle Detection Enabling Adaptive Device Free Crowd Size Estimation in Subway Stations. 258-267 2022 3PGCIC https://doi.org/10.1007/978-3-031-19945-5_26 conf/3pgcic/2022 db/conf/3pgcic/3pgcic2022.html#JanssensBHD22 Siemen Herremans Jens de Hoog Simon Vanneste Dieter Balemans Ali Anwar 0002 Siegfried Mercelis Peter Hellinckx Autonomous Navigation Using Model-Based Reinforcement Learning. 268-277 2022 3PGCIC https://doi.org/10.1007/978-3-031-19945-5_27 conf/3pgcic/2022 db/conf/3pgcic/3pgcic2022.html#HerremansHVB0MH22 Jens Duym Ali Anwar 0002 Jens de Hoog Siegfried Mercelis Peter Hellinckx Improving Context-Aware Synthesis and Placement of Object Instances. 288-296 2022 3PGCIC https://doi.org/10.1007/978-3-031-19945-5_29 conf/3pgcic/2022 db/conf/3pgcic/3pgcic2022.html#Duym0HMH22 Gadzhi Musaev Kevin Mets Rokas Tamosiunas Vadim Uvarov Tom De Schepper Peter Hellinckx On-device Deep Learning Location Category Inference Model. 96-111 2022 BNAIC/BENELEARN https://doi.org/10.1007/978-3-031-39144-6_7 conf/bnaic/2022s db/conf/bnaic/bnaic2022s.html#MusaevMTUSH22 Toon Bogaerts Sylvain Watelet Chris Thoen Tom Coopman Joris Van den Bergh Maarten Reyniers Dirck Seynaeve Wim Casteels Steven Latré Peter Hellinckx Enhancement of road weather services using vehicle sensor data. 1-6 2022 CCNC https://doi.org/10.1109/CCNC49033.2022.9700658 conf/ccnc/2022 db/conf/ccnc/ccnc2022.html#BogaertsWTCBRSC22 Miguel Camelo Luca Cominardi Marco Gramaglia Marco Fiore 0001 Andres Garcia-Saavedra Lidia Fuentes Danny De Vleeschauwer Paola Soto-Arenas Nina Slamnik-Krijestorac Joaquín Ballesteros Chia-Yu Chang Gabriele Baldoni Johann M. Márquez-Barja Peter Hellinckx Steven Latré Requirements and Specifications for the Orchestration of Network Intelligence in 6G. 1-9 2022 CCNC https://doi.org/10.1109/CCNC49033.2022.9700729 conf/ccnc/2022 db/conf/ccnc/ccnc2022.html#CameloCGFGFVSSB22 Mattias Billast Robin Janssens Astrid Vanneste Simon Vanneste Olivier Vasseur Ali Anwar 0002 Kevin Mets Tom De Schepper José Oramas Steven Latré Peter Hellinckx Object Detection To Enable Autonomous Vessels On European Inland Waterways. 1-6 2022 IECON https://doi.org/10.1109/IECON49645.2022.9969042 conf/iecon/2022 db/conf/iecon/iecon2022.html#BillastJVVVAMSO22 Furkan Elmaz Sara Ghane Thomas Huybrechts Ali Anwar 0002 Siegfried Mercelis Peter Hellinckx Transfer Learning-based Hybrid Modeling Approach for Indoor Temperature Modeling. 1-6 2022 IECON https://doi.org/10.1109/IECON49645.2022.9968939 conf/iecon/2022 db/conf/iecon/iecon2022.html#ElmazGHAMH22 Stef Jacobs Sara Ghane Ali Anwar 0002 Siegfried Mercelis Peter Hellinckx Ivan Verhaert Reinforcement learning based mass flow and supply temperature control for combined heat distribution. 1-6 2022 IECON https://doi.org/10.1109/IECON49645.2022.9968547 conf/iecon/2022 db/conf/iecon/iecon2022.html#JacobsGAMHV22 Astrid Vanneste Simon Vanneste Olivier Vasseur Robin Janssens Mattias Billast Ali Anwar 0002 Kevin Mets Tom De Schepper Siegfried Mercelis Peter Hellinckx Safety Aware Autonomous Path Planning Using Model Predictive Reinforcement Learning for Inland Waterways. 1-6 2022 IECON https://doi.org/10.1109/IECON49645.2022.9968678 conf/iecon/2022 db/conf/iecon/iecon2022.html#VannesteVVJBAMS22 Ahmed N. Ahmed Ian Ravijts Jens de Hoog Ali Anwar 0002 Siegfried Mercelis Peter Hellinckx A Joint Perception Scheme For Connected Vehicles. 1-4 2022 IEEE SENSORS https://doi.org/10.1109/SENSORS52175.2022.9967271 conf/ieeesensors/2022 db/conf/ieeesensors/ieeesensors2022.html#AhmedRH0MH22 Reinout Eyckerman Philippe Reiter Steven Latré Johann Marquez-Barja Peter Hellinckx Application Placement in Fog Environments using Multi-Objective Reinforcement Learning with Maximum Reward Formulation. 1-6 2022 NOMS https://doi.org/10.1109/NOMS54207.2022.9789757 conf/noms/2022 db/conf/noms/noms2022.html#EyckermanRLMH22 Akash Singh Tom De Schepper Kevin Mets Peter Hellinckx José Oramas Steven Latré Deep Set Conditioned Latent Representations for Action Recognition. 456-466 2022 VISIGRAPP (5: VISAPP) https://doi.org/10.5220/0010838400003124 conf/visapp/2022-2 db/conf/visapp/visapp2022-2.html#SinghSMHOL22

Astrid Vanneste Simon Vanneste Kevin Mets Tom De Schepper Siegfried Mercelis Steven Latré Peter Hellinckx An Analysis of Discretization Methods for Communication Learning with Multi-Agent Reinforcement Learning. 2022 abs/2204.05669 CoRR https://doi.org/10.48550/arXiv.2204.05669 db/journals/corr/corr2204.html#abs-2204-05669

Akash Singh Tom De Schepper Kevin Mets Peter Hellinckx José Oramas Steven Latré Deep set conditioned latent representations for action recognition. 2022 abs/2212.11030 CoRR https://doi.org/10.48550/arXiv.2212.11030 db/journals/corr/corr2212.html#abs-2212-11030

Niels Balemans Peter Hellinckx Jan Steckel Predicting LiDAR Data From Sonar Images. 57897-57906 2021 9 IEEE Access https://doi.org/10.1109/ACCESS.2021.3072551 db/journals/access/access9.html#BalemansHS21

Dries Naudts Vasilis Maglogiannis Seilendria A. Hadiwardoyo Daniel van den Akker Simon Vanneste Siegfried Mercelis Peter Hellinckx Bart Lannoo Johann Marquez-Barja Ingrid Moerman Vehicular Communication Management Framework: A Flexible Hybrid Connectivity Platform for CCAM Services. 81 2021 13 Future Internet 3 https://doi.org/10.3390/fi13030081 db/journals/fi/fi13.html#NaudtsMHAVMHLMM21

Paola Soto Miguel Camelo Kevin Mets Francesc Wilhelmi David Góez Luis Alejandro Fletscher Natalia Gaviria Peter Hellinckx Juan Felipe Botero Steven Latré ATARI: A Graph Convolutional Neural Network Approach for Performance Prediction in Next-Generation WLANs. 4321 2021 21 Sensors 13 https://doi.org/10.3390/s21134321 db/journals/sensors/sensors21.html#SotoCMWGFGHBL21

Astrid Vanneste Wesley Van Wijnsberghe Simon Vanneste Kevin Mets Siegfried Mercelis Steven Latré Peter Hellinckx Mixed Cooperative-Competitive Communication Using Multi-agent Reinforcement Learning. 197-206 2021 3PGCIC https://doi.org/10.1007/978-3-030-89899-1_20 conf/3pgcic/2021 db/conf/3pgcic/3pgcic2021.html#VannesteWVMMLH21 Simon Vanneste Gauthier de Borrekens Stig Bosmans Astrid Vanneste Kevin Mets Siegfried Mercelis Steven Latré Peter Hellinckx Learning to Communicate with Reinforcement Learning for an Adaptive Traffic Control System. 207-216 2021 3PGCIC https://doi.org/10.1007/978-3-030-89899-1_21 conf/3pgcic/2021 db/conf/3pgcic/3pgcic2021.html#VannesteBBVMMLH21 Ahmed N. Ahmed Ali Anwar 0002 Sven Eckelmann Toralf Trautmann Steven Latré Peter Hellinckx Lane Marking Detection Techniques for Autonomous Driving. 217-226 2021 3PGCIC https://doi.org/10.1007/978-3-030-89899-1_22 conf/3pgcic/2021 db/conf/3pgcic/3pgcic2021.html#AhmedAETLH21 Jens de Hoog Ahmed N. Ahmed Ali Anwar 0002 Steven Latré Peter Hellinckx Quality-Aware Compression of Point Clouds with Google Draco. 227-236 2021 3PGCIC https://doi.org/10.1007/978-3-030-89899-1_23 conf/3pgcic/2021 db/conf/3pgcic/3pgcic2021.html#HoogAALH21 Arne Troch Jens de Hoog Simon Vanneste Dieter Balemans Steven Latré Peter Hellinckx Transfer Learning in Autonomous Driving Using Real-World Samples. 237-245 2021 3PGCIC https://doi.org/10.1007/978-3-030-89899-1_24 conf/3pgcic/2021 db/conf/3pgcic/3pgcic2021.html#TrochHVBLH21 Jorren Schepers Reinout Eyckerman Furkan Elmaz Wim Casteels Steven Latré Peter Hellinckx Autonomous Building Control Using Offline Reinforcement Learning. 246-255 2021 3PGCIC https://doi.org/10.1007/978-3-030-89899-1_25 conf/3pgcic/2021 db/conf/3pgcic/3pgcic2021.html#SchepersEECLH21 Akash Singh Tom De Schepper Kevin Mets Peter Hellinckx José Oramas Steven Latré Task Independent Capsule-Based Agents for Deep Q-Learning. 69-85 2021 BNAIC/BENELEARN https://doi.org/10.1007/978-3-030-93842-0_4 conf/bnaic/2021s db/conf/bnaic/bnaic2021s.html#SinghSMHOL21 Mattias Billast Tom De Schepper Kevin Mets Peter Hellinckx José Oramas Steven Latré Object Detection with Semi-supervised Adversarial Domain Adaptation for Real-Time Edge Devices. 86-102 2021 BNAIC/BENELEARN https://doi.org/10.1007/978-3-030-93842-0_5 conf/bnaic/2021s db/conf/bnaic/bnaic2021s.html#BillastSMHOL21 Johann Marquez-Barja Seilendria A. Hadiwardoyo Vasilis Maglogiannis Dries Naudts Ingrid Moerman Peter Hellinckx Sofie Verbrugge Simon Delaere Wim Vandenberghe Eric Kenis Maria Chiara Campodonico Rakshith Kusumakar Job Meines Joost Vandenbossche Enabling cross-border tele-operated transport in the 5G Era: The 5G Blueprint approach. 1-4 2021 CCNC https://doi.org/10.1109/CCNC49032.2021.9369619 conf/ccnc/2021 db/conf/ccnc/ccnc2021.html#Marquez-BarjaHM21 Reinout Eyckerman Philippe Reiter Siegfried Mercelis Steven Latré Johann Marquez-Barja Peter Hellinckx A Generalized Approach For Practical Task Allocation Using A MAPE-K Control Loop. 779-784 2021 ICTC https://doi.org/10.1109/ICTC52510.2021.9620217 conf/ictc/2021 db/conf/ictc/ictc2021.html#EyckermanRMLMH21 Ahmed N. Ahmed Ali Anwar 0002 Siegfried Mercelis Steven Latré Peter Hellinckx FF-GAT: Feature Fusion Using Graph Attention Networks. 1-6 2021 IECON https://doi.org/10.1109/IECON48115.2021.9589579 conf/iecon/2021 db/conf/iecon/iecon2021.html#AhmedAMLH21 Niels Balemans Peter Hellinckx Steven Latré Philippe Reiter Jan Steckel S2L-SLAM: Sensor Fusion Driven SLAM using Sonar, LiDAR and Deep Neural Networks. 1-4 2021 IEEE SENSORS https://doi.org/10.1109/SENSORS47087.2021.9639772 conf/ieeesensors/2021 db/conf/ieeesensors/ieeesensors2021.html#BalemansHLRS21 Sara Ghane Stef Jacobs Wim Casteels Christian Brembilla Siegfried Mercelis Steven Latré Ivan Verhaert Peter Hellinckx Supply temperature control of a heating network with reinforcement learning. 1-7 2021 ISC2 https://doi.org/10.1109/ISC253183.2021.9562966 conf/isc2/2021 db/conf/isc2/isc2021.html#GhaneJCBMLVH21 Henrique Duarte Moura Leonid Kholkine Laurens Van Damme Kevin Mets Christiaan Leysen Tom De Schepper Peter Hellinckx Steven Latré Low Cost Player Tracking in Field Hockey. 103-115 2021 MLSA@PKDD/ECML https://doi.org/10.1007/978-3-031-02044-5_9 conf/pkdd/2021mlsa db/conf/pkdd/mlsa2021.html#MouraKDMLSHL21 Paola Soto Danny De Vleeschauwer Miguel Camelo Yorick De Bock Koen De Schepper Chia-Yu Chang Peter Hellinckx Juan Felipe Botero Steven Latré Towards Autonomous VNF Auto-scaling using Deep Reinforcement Learning. 1-8 2021 SDS https://doi.org/10.1109/SDS54264.2021.9731854 conf/sds/2021 db/conf/sds/sds2021.html#SotoVCBSCHBL21

Amber Cassimon Reinout Eyckerman Siegfried Mercelis Steven Latré Peter Hellinckx A Review of the Deep Sea Treasure problem as a Multi-Objective Reinforcement Learning Benchmark. 2021 abs/2110.06742 CoRR https://arxiv.org/abs/2110.06742 db/journals/corr/corr2110.html#abs-2110-06742

Astrid Vanneste Wesley Van Wijnsberghe Simon Vanneste Kevin Mets Siegfried Mercelis Steven Latré Peter Hellinckx Mixed Cooperative-Competitive Communication Using Multi-Agent Reinforcement Learning. 2021 abs/2110.15762 CoRR https://arxiv.org/abs/2110.15762 db/journals/corr/corr2110.html#abs-2110-15762

Simon Vanneste Gauthier de Borrekens Stig Bosmans Astrid Vanneste Kevin Mets Siegfried Mercelis Steven Latré Peter Hellinckx Learning to Communicate with Reinforcement Learning for an Adaptive Traffic Control System. 2021 abs/2110.15779 CoRR https://arxiv.org/abs/2110.15779 db/journals/corr/corr2110.html#abs-2110-15779

Thomas Huybrechts Reinout Eyckerman Raf Van den Langenbergh Simon Vanneste Siegfried Mercelis Peter Hellinckx DUST Initializr - Graph-based platform for designing modules and applications in the revised DUST framework. 100229 2020 11 Internet Things https://doi.org/10.1016/j.iot.2020.100229 db/journals/iot/iot11.html#HuybrechtsELVMH20

Haoxuan Li Paul De Meulenaere Ken Vanherpen Siegfried Mercelis Peter Hellinckx A hybrid timing analysis method based on the isolation of software code block. 100230 2020 11 Internet Things https://doi.org/10.1016/j.iot.2020.100230 db/journals/iot/iot11.html#LiMVMH20

Dieter Balemans Wim Casteels Simon Vanneste Jens de Hoog Siegfried Mercelis Peter Hellinckx Resource efficient sensor fusion by knowledge-based network pruning. 100231 2020 11 Internet Things https://doi.org/10.1016/j.iot.2020.100231 https://www.wikidata.org/entity/Q111521773 db/journals/iot/iot11.html#BalemansCVHMH20

Jens de Hoog Toon Bogaerts Wim Casteels Siegfried Mercelis Peter Hellinckx Online reverse engineering of CAN data. 100232 2020 11 Internet Things https://doi.org/10.1016/j.iot.2020.100232 db/journals/iot/iot11.html#HoogBCMH20

Yorick De Bock Siegfried Mercelis Jan Broeckhove Peter Hellinckx Real-time virtualization with Xvisor. 100238 2020 11 Internet Things https://doi.org/10.1016/j.iot.2020.100238 db/journals/iot/iot11.html#BockMBH20

Amber Cassimon Simon Vanneste Stig Bosmans Siegfried Mercelis Peter Hellinckx Designing resource-constrained neural networks using neural architecture search targeting embedded devices. 100234 2020 12 Internet Things https://doi.org/10.1016/j.iot.2020.100234 db/journals/iot/iot12.html#CassimonVBMH20

Reinout Eyckerman Siegfried Mercelis Johann Marquez-Barja Peter Hellinckx Requirements for distributed task placement in the fog. 100237 2020 12 Internet Things https://doi.org/10.1016/j.iot.2020.100237 db/journals/iot/iot12.html#EyckermanMMH20

Reinout Eyckerman Thomas Huybrechts Raf Van den Langenbergh Wim Casteels Siegfried Mercelis Peter Hellinckx Towards the Generalization of Distributed Software Communication. 261-270 2020 3PGCIC https://doi.org/10.1007/978-3-030-61105-7_26 conf/3pgcic/2020 db/conf/3pgcic/3pgcic2020.html#EyckermanHLCMH20 Thomas Huybrechts Siegfried Mercelis Peter Hellinckx A Survey on the Software and Hardware-Based Influences on the Worst-Case Execution Time. 271-281 2020 3PGCIC https://doi.org/10.1007/978-3-030-61105-7_27 conf/3pgcic/2020 db/conf/3pgcic/3pgcic2020.html#HuybrechtsMH20 Thomas Cassimon Jens de Hoog Ali Anwar 0002 Siegfried Mercelis Peter Hellinckx Intelligent Data Sharing in Digital Twins: Positioning Paper. 282-290 2020 3PGCIC https://doi.org/10.1007/978-3-030-61105-7_28 conf/3pgcic/2020 db/conf/3pgcic/3pgcic2020.html#CassimonHAMH20 Dieter Balemans Yves De Boeck Jens de Hoog Ali Anwar 0002 Siegfried Mercelis Peter Hellinckx Towards Hybrid Camera Sensor Simulation for Autonomous Vehicles. 291-300 2020 3PGCIC https://doi.org/10.1007/978-3-030-61105-7_29 conf/3pgcic/2020 db/conf/3pgcic/3pgcic2020.html#BalemansBHAMH20 Ahmed N. Ahmed Sven Eckelmann Ali Anwar 0002 Toralf Trautmann Peter Hellinckx Lane Marking Detection Using LiDAR Sensor. 301-310 2020 3PGCIC https://doi.org/10.1007/978-3-030-61105-7_30 conf/3pgcic/2020 db/conf/3pgcic/3pgcic2020.html#AhmedEATH20 Wouter Van den Bogaert Toon Bogaerts Wim Casteels Siegfried Mercelis Peter Hellinckx Applying Artificial Intelligence for the Detection and Analysis of Weather Phenomena in Vehicle Sensor Data. 311-320 2020 3PGCIC https://doi.org/10.1007/978-3-030-61105-7_31 conf/3pgcic/2020 db/conf/3pgcic/3pgcic2020.html#BogaertBCMH20 Reinout Eyckerman Siegfried Mercelis Johann Marquez-Barja Peter Hellinckx Evaluation of Objective Function Descriptions And Optimization Methodologies For Task Allocation In A Dynamic Fog Environment. 1-8 2020 IoTSMS https://doi.org/10.1109/IOTSMS52051.2020.9340219 conf/iotsms/2020 db/conf/iotsms/iotsms2020.html#EyckermanMMH20 Stig Bosmans Toon Bogaerts Wim Casteels Siegfried Mercelis Joachim Denil Peter Hellinckx Adaptivity in Distributed Agent-Based Simulation: A Generic Load-Balancing Approach. 1-12 2020 MABS https://doi.org/10.1007/978-3-030-66888-4_1 conf/mabs/2020 db/conf/mabs/mabs2019.html#BosmansBCMDH20 Haoxuan Li Ken Vanherpen Peter Hellinckx Siegfried Mercelis Paul De Meulenaere Component-based Timing Analysis for Embedded Software Components in Cyber-Physical Systems. 1-8 2020 conf/meco/2020 MECO https://doi.org/10.1109/MECO49872.2020.9134177 db/conf/meco/meco2020.html#LiVHMM20 Siegfried Mercelis Sylvain Watelet Wim Casteels Toon Bogaerts Joris Van den Bergh Maarten Reyniers Peter Hellinckx Towards Detection of Road Weather Conditions using Large-Scale Vehicle Fleets. 1-7 2020 VTC Spring https://doi.org/10.1109/VTC2020-Spring48590.2020.9128484 conf/vtc/2020s db/conf/vtc/vtc2020s.html#MercelisWCBBRH20 Leonard Barolli Peter Hellinckx Juggapong Natwichai Advances on P2P, Parallel, Grid, Cloud and Internet Computing - Proceedings of the 14th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, 3PGCIC-2019, Antwerp, Belgium, November 7-9, 2019. 3PGCIC Springer 2020 Lecture Notes in Networks and Systems 96 978-3-030-33508-3 978-3-030-33509-0 https://doi.org/10.1007/978-3-030-33509-0 db/conf/3pgcic/3pgcic2019.html Leonard Barolli Peter Hellinckx Tomoya Enokido Advances on Broad-Band Wireless Computing, Communication and Applications - Proceedings of the 14th International Conference on Broad-Band Wireless Computing, Communication and Applications, BWCCA 2019, Antwerp, Belgium, November 7-9, 2019. BWCCA Springer 2020 Lecture Notes in Networks and Systems 97 978-3-030-33505-2 978-3-030-33506-9 https://doi.org/10.1007/978-3-030-33506-9 db/conf/bwcca/bwcca2019.html

Simon Vanneste Astrid Vanneste Siegfried Mercelis Peter Hellinckx Learning to Communicate Using Counterfactual Reasoning. 2020 abs/2006.07200 CoRR https://arxiv.org/abs/2006.07200 db/journals/corr/corr2006.html#abs-2006-07200

Wim Casteels Peter Hellinckx Exploiting non-i.i.d. data towards more robust machine learning algorithms. 2020 abs/2010.03429 CoRR https://arxiv.org/abs/2010.03429 db/journals/corr/corr2010.html#abs-2010-03429

Nina Slamnik-Krijestorac Stig Bosmans Peter Hellinckx Johann M. Márquez-Barja Enhancing Students' Learning Experience via Low-Cost Network Laboratories. 34-40 2019 57 IEEE Commun. Mag. 11 https://doi.org/10.1109/MCOM.001.1900233 db/journals/cm/cm57.html#Slamnik-Krijestorac19

Stig Bosmans Siegfried Mercelis Joachim Denil Peter Hellinckx Testing IoT systems using a hybrid simulation based testing approach. 857-872 2019 101 Computing 7 https://doi.org/10.1007/s00607-018-0650-5 https://www.wikidata.org/entity/Q129436327 db/journals/computing/computing101.html#BosmansMDH19

Jens de Hoog Arthur Janssens Siegfried Mercelis Peter Hellinckx Towards a distributed real-time hybrid simulator for autonomous vehicles. 873-891 2019 101 Computing 7 https://doi.org/10.1007/s00607-018-0649-y https://www.wikidata.org/entity/Q129424934 db/journals/computing/computing101.html#HoogJMH19

Simon Vanneste Jens de Hoog Thomas Huybrechts Stig Bosmans Reinout Eyckerman Muddsair Sharif Siegfried Mercelis Peter Hellinckx Distributed Uniform Streaming Framework: An Elastic Fog Computing Platform for Event Stream Processing and Platform Transparency. 158 2019 11 Future Internet 7 https://doi.org/10.3390/fi11070158 https://www.wikidata.org/entity/Q127437957 db/journals/fi/fi11.html#VannesteHHBESMH19

Stig Bosmans Glenn Maricaux Filip Van der Schueren Peter Hellinckx Cost-aware hybrid cloud scheduling of parameter sweep calculations using predictive algorithms. 63-75 2019 10 Int. J. Grid Util. Comput. 1 https://doi.org/10.1504/IJGUC.2019.097221 db/journals/ijguc/ijguc10.html#BosmansMSH19

Thomas Huybrechts Yorick De Bock Haoxuan Li Peter Hellinckx COBRA-HPA: a block generating tool to perform hybrid program analysis. 105-118 2019 10 Int. J. Grid Util. Comput. 2 https://doi.org/10.1504/IJGUC.2019.098211 https://www.wikidata.org/entity/Q128269149 db/journals/ijguc/ijguc10.html#HuybrechtsBLH19

Haoxuan Li Paul De Meulenaere Siegfried Mercelis Peter Hellinckx Impact of software architecture on execution time: a power window TACLeBench case study. 132-140 2019 10 Int. J. Grid Util. Comput. 2 https://doi.org/10.1504/IJGUC.2019.098216 https://www.wikidata.org/entity/Q128246878 db/journals/ijguc/ijguc10.html#LiMMH19

Thomas Huybrechts Simon Vanneste Reinout Eyckerman Jens de Hoog Siegfried Mercelis Peter Hellinckx DUST Initializr - CAD Drawing Platform for Designing Modules and Applications in the DUST Framework. 661-670 2019 3PGCIC https://doi.org/10.1007/978-3-030-33509-0_62 conf/3pgcic/2019 db/conf/3pgcic/3pgcic2019.html#HuybrechtsVEHMH19 Reinout Eyckerman Siegfried Mercelis Johann Marquez-Barja Peter Hellinckx Distributed Task Placement in the Fog: A Positioning Paper. 671-683 2019 3PGCIC https://doi.org/10.1007/978-3-030-33509-0_63 conf/3pgcic/2019 db/conf/3pgcic/3pgcic2019.html#EyckermanMMH19 Amber Cassimon Simon Vanneste Stig Bosmans Siegfried Mercelis Peter Hellinckx Using Neural Architecture Search to Optimize Neural Networks for Embedded Devices. 684-693 2019 3PGCIC https://doi.org/10.1007/978-3-030-33509-0_64 conf/3pgcic/2019 db/conf/3pgcic/3pgcic2019.html#CassimonVBMH19 Simon Vanneste Astrid Vanneste Stig Bosmans Siegfried Mercelis Peter Hellinckx Learning to Communicate with Multi-agent Reinforcement Learning Using Value-Decomposition Networks. 736-745 2019 3PGCIC https://doi.org/10.1007/978-3-030-33509-0_69 conf/3pgcic/2019 db/conf/3pgcic/3pgcic2019.html#VannesteVBMH19 Jens de Hoog Nick Castermans Siegfried Mercelis Peter Hellinckx Online Reverse Engineering of CAN Data. 776-785 2019 3PGCIC https://doi.org/10.1007/978-3-030-33509-0_73 conf/3pgcic/2019 db/conf/3pgcic/3pgcic2019.html#HoogCMH19 Dieter Balemans Simon Vanneste Jens de Hoog Siegfried Mercelis Peter Hellinckx LiDAR and Camera Sensor Fusion for 2D and 3D Object Detection. 798-807 2019 3PGCIC https://doi.org/10.1007/978-3-030-33509-0_75 conf/3pgcic/2019 db/conf/3pgcic/3pgcic2019.html#BalemansVHMH19 Jens de Hoog Siegfried Mercelis Peter Hellinckx Improving Machine Learning-Based Decision-Making Through Inclusion of Data Quality. 2019 BNAIC/BENELEARN https://ceur-ws.org/Vol-2491/short14.pdf conf/bnaic/2019 db/conf/bnaic/bnaic2019.html#HoogMH19 Stig Bosmans Siegfried Mercelis Peter Hellinckx Joachim Denil Reducing Computational Cost Of Large-Scale Simulations Using Opportunistic Model Approximation. 1-12 2019 SpringSim https://doi.org/10.23919/SpringSim.2019.8732848 conf/springsim/2019 db/conf/springsim/springsim2019.html#BosmansMHD19

Yorick De Bock Sebastian Altmeyer Thomas Huybrechts Jan Broeckhove Peter Hellinckx Task-set generator for schedulability analysis using the TACLebench benchmark suite. 22-28 2018 15 SIGBED Rev. 1 https://doi.org/10.1145/3199610.3199613 https://www.wikidata.org/entity/Q130079820 db/journals/sigbed/sigbed15.html#BockAHBH18

Reinout Van Hille Fatos Xhafa Peter Hellinckx A Model for Data Enrichment over IoT Streams at Edges of Internet. 128-136 2018 3PGCIC https://doi.org/10.1007/978-3-030-02607-3_12 conf/3pgcic/2018 db/conf/3pgcic/3pgcic2018.html#HilleXH18 Thomas Huybrechts Amber Cassimon Siegfried Mercelis Peter Hellinckx Introduction of Deep Neural Network in Hybrid WCET Analysis. 415-425 2018 3PGCIC https://doi.org/10.1007/978-3-030-02607-3_38 conf/3pgcic/2018 db/conf/3pgcic/3pgcic2018.html#HuybrechtsCMH18 Simon Vanneste Jens de Hoog Thomas Huybrechts Stig Bosmans Muddsair Sharif Siegfried Mercelis Peter Hellinckx Distributed Uniform Streaming Framework: Towards an Elastic Fog Computing Platform for Event Stream Processing. 426-436 2018 3PGCIC https://doi.org/10.1007/978-3-030-02607-3_39 conf/3pgcic/2018 db/conf/3pgcic/3pgcic2018.html#VannesteHHBSMH18 Reinout Eyckerman Muddsair Sharif Siegfried Mercelis Peter Hellinckx Context-Aware Distribution In Constrained IoT Environments. 437-446 2018 3PGCIC https://doi.org/10.1007/978-3-030-02607-3_40 conf/3pgcic/2018 db/conf/3pgcic/3pgcic2018.html#EyckermanSMH18 Jens de Hoog Manu Pepermans Siegfried Mercelis Peter Hellinckx Towards a Scalable Distributed Real-Time Hybrid Simulator for Autonomous Vehicles. 447-456 2018 3PGCIC https://doi.org/10.1007/978-3-030-02607-3_41 conf/3pgcic/2018 db/conf/3pgcic/3pgcic2018.html#HoogPMH18 Stig Bosmans Siegfried Mercelis Joachim Denil Peter Hellinckx Challenges of Modeling and Simulating Internet of Things Systems. 457-466 2018 3PGCIC https://doi.org/10.1007/978-3-030-02607-3_42 conf/3pgcic/2018 db/conf/3pgcic/3pgcic2018.html#BosmansMDH18 Muddsair Sharif Siegfried Mercelis Johann Marquez-Barja Peter Hellinckx A particle Swarm Optimization-based Heuristic for Optimal Cost Estimation in Internet of Things Environment. 136-142 2018 BDIOT https://doi.org/10.1145/3289430.3289433 conf/bdiot/2018 db/conf/bdiot/bdiot2018.html#SharifMMH18 Muddsair Sharif Geert Jacobs Wim Van Den Bergh Peter Hellinckx IT in Road Construction: Recommendations for the Development of Production, Transport and Paving Data Storage in the Flemish Region. 143-147 2018 BDIOT https://doi.org/10.1145/3289430.3289434 conf/bdiot/2018 db/conf/bdiot/bdiot2018.html#SharifJBH18 Stig Bosmans Siegfried Mercelis Peter Hellinckx Joachim Denil Towards evaluating emergent behavior of the internet of things using large scale simulation techniques (wip). 4:1-4:8 2018 SpringSim (TMS) http://dl.acm.org/citation.cfm?id=3213191 conf/springsim/2018tms db/conf/springsim/tms2018.html#BosmansMHD18 Thomas Huybrechts Siegfried Mercelis Peter Hellinckx A New Hybrid Approach on WCET Analysis for Real-Time Systems Using Machine Learning. 5:1-5:12 2018 WCET https://doi.org/10.4230/OASIcs.WCET.2018.5 conf/wcet/2018 db/conf/wcet/wcet2018.html#HuybrechtsMH18

Stig Bosmans Siegfried Mercelis Peter Hellinckx Joachim Denil Towards evaluating emergent behavior of the Internet of Things using large scale simulation techniques. 2018 abs/1802.09207 CoRR http://arxiv.org/abs/1802.09207 db/journals/corr/corr1802.html#abs-1802-09207

Frédéric Melaerts Siegfried Mercelis Marc Ceulemans Peter Hellinckx Cost and Energy Efficient Indoor and Outdoor Localization of Rail Cars in a Confined Maintenance Site. 711-721 2017 3PGCIC https://doi.org/10.1007/978-3-319-69835-9_67 conf/3pgcic/2017 db/conf/3pgcic/3pgcic2017.html#MelaertsMCH17 Muddsair Sharif Siegfried Mercelis Peter Hellinckx Context-Aware Optimization of Distributed Resources in Internet of Things Using Key Performance Indicators. 733-742 2017 3PGCIC https://doi.org/10.1007/978-3-319-69835-9_69 conf/3pgcic/2017 db/conf/3pgcic/3pgcic2017.html#SharifMH17 Stig Bosmans Siegfried Mercelis Marc Ceulemans Joachim Denil Peter Hellinckx Acsim: Towards Hyper-scalable Internet of Things Simulation. 743-750 2017 3PGCIC https://doi.org/10.1007/978-3-319-69835-9_70 conf/3pgcic/2017 db/conf/3pgcic/3pgcic2017.html#BosmansMCDH17 Thomas Huybrechts Yon Vanommeslaeghe Dries Blontrock Gregory Van Barel Peter Hellinckx Automatic Reverse Engineering of CAN Bus Data Using Machine Learning Techniques. 751-761 2017 3PGCIC https://doi.org/10.1007/978-3-319-69835-9_71 conf/3pgcic/2017 db/conf/3pgcic/3pgcic2017.html#HuybrechtsVBBH17 Muddsair Sharif Siegfried Mercelis Wim Van Den Bergh Peter Hellinckx Towards Real-time Smart Road Construction: Efficient Process Management through the Implementation of Internet of Things. 174-180 2017 BDIOT https://doi.org/10.1145/3175684.3175721 conf/bdiot/2017 db/conf/bdiot/bdiot2017.html#SharifMBH17 Thomas Huybrechts Yorick De Bock Haoxuan Li Peter Hellinckx Hybrid Approach on Cache Aware Real-Time Scheduling for Multi-Core Systems. 759-768 2016 3PGCIC https://doi.org/10.1007/978-3-319-49109-7_73 conf/3pgcic/2016 db/conf/3pgcic/3pgcic2016.html#HuybrechtsBLH16 Haoxuan Li Paul De Meulenaere Peter Hellinckx Powerwindow: a Multi-component TACLeBench Benchmark for Timing Analysis. 779-788 2016 3PGCIC https://doi.org/10.1007/978-3-319-49109-7_75 conf/3pgcic/2016 db/conf/3pgcic/3pgcic2016.html#LiMH16 Yorick De Bock Sebastian Altmeyer Jan Broeckhove Peter Hellinckx Task-Set Generator for Schedulability Analysis using the TACLeBench benchmark suite. 2016 EWiLi https://ceur-ws.org/Vol-1697/EWiLi16_6.pdf conf/ewili/2016 db/conf/ewili/ewili2016.html#BockABH16 Heiko Falk Sebastian Altmeyer Peter Hellinckx Björn Lisper Wolfgang Puffitsch Christine Rochange Martin Schoeberl Rasmus Bo Sørensen Peter Wägemann Simon Wegener TACLeBench: A Benchmark Collection to Support Worst-Case Execution Time Research. 2:1-2:10 2016 WCET https://doi.org/10.4230/OASIcs.WCET.2016.2 conf/wcet/2016 db/conf/wcet/wcet2016.html#FalkAHLPRSSWW16 Yorick De Bock Jan Broeckhove Peter Hellinckx Hierarchical Real-Time Multi-core Scheduling through Virtualization: A Survey. 611-616 2015 3PGCIC https://doi.org/10.1109/3PGCIC.2015.32 https://doi.ieeecomputersociety.org/10.1109/3PGCIC.2015.32 conf/3pgcic/2015 db/conf/3pgcic/3pgcic2015.html#BockBH15

Thomas Vissers Thamarai Selvi Somasundaram Luc Pieters Kannan Govindarajan Peter Hellinckx DDoS defense system for web services in a cloud environment. 37-45 2014 37 Future Gener. Comput. Syst. https://doi.org/10.1016/j.future.2014.03.003 db/journals/fgcs/fgcs37.html#VissersSPGH14

Maarten Weyn Glenn Ergeerts Luc Wante Charles Vercauteren Peter Hellinckx Survey of the DASH7 Alliance Protocol for 433 MHz Wireless Sensor Communication. 2013 9 Int. J. Distributed Sens. Networks https://doi.org/10.1155/2013/870430 db/journals/ijdsn/ijdsn9.html#WeynEWVH13

Philip Luyckx Peter Hellinckx Hans Vangheluwe Model Driven Engineering for Building Automation, a Research Agenda. 485-491 2013 3PGCIC https://doi.org/10.1109/3PGCIC.2013.83 conf/3pgcic/2013 db/conf/3pgcic/3pgcic2013.html#LuyckxHV13 Nills Franssens Jan Broeckhove Peter Hellinckx Taxonomy of Real-Time Hypervisors. 492-496 2013 3PGCIC https://doi.org/10.1109/3PGCIC.2013.84 conf/3pgcic/2013 db/conf/3pgcic/3pgcic2013.html#FranssensBH13 Ramadan Arfa Peter Hellinckx Jan Broeckhove Modeling Resource Prices in Grid Markets. 5-11 2012 3PGCIC https://doi.org/10.1109/3PGCIC.2012.44 conf/3pgcic/2012 db/conf/3pgcic/3pgcic2012.html#ArfaHB12 Peter Hellinckx Sam Verboven Frans Arickx Jan Broeckhove Predicting Parameter Sweep Jobs: From Simulation to Grid Implementation. 402-408 2009 CISIS https://doi.org/10.1109/CISIS.2009.86 https://doi.ieeecomputersociety.org/10.1109/CISIS.2009.86 conf/cisis/2009 db/conf/cisis/cisis2009.html#HellinckxVAB09 Peter Hellinckx Sam Verboven Frans Arickx Jan Broeckhove Runtime Prediction in Desktop Grid Scheduling. 204-231 2009 Parallel Programming, Models and Applications in Grid and P2P Systems https://doi.org/10.3233/978-1-60750-004-9-204 series/apc/2009-17 db/series/apc/apc17.html#HellinckxVAB09 Peter Hellinckx De evolutie naar desktop grids, problemen en oplossingen University of Antwerp, Belgium 2008 https://hdl.handle.net/10067/1191410151162165141 Sam Verboven Peter Hellinckx Frans Arickx Jan Broeckhove Runtime Prediction Based Grid Scheduling of Parameter Sweep Jobs. 33-38 2008 APSCC https://doi.org/10.1109/APSCC.2008.189 https://doi.ieeecomputersociety.org/10.1109/APSCC.2008.189 conf/apscc/2008 db/conf/apscc/apscc2008.html#VerbovenHAB08 Sam Verboven Peter Hellinckx Jan Broeckhove Frans Arickx Dynamic Grid Scheduling Using Job Runtime Requirements and Variable Resource Availability. 223-232 2008 Euro-Par https://doi.org/10.1007/978-3-540-85451-7_25 conf/europar/2008 db/conf/europar/europar2008.html#VerbovenHBA08

Peter Hellinckx Frans Arickx Jan Broeckhove Gunther Stuer The CoBRA grid: a highly configurable lightweight grid. 267-286 2007 3 Int. J. Web Grid Serv. 3 https://doi.org/10.1504/IJWGS.2007.014954 db/journals/ijwgs/ijwgs3.html#HellinckxABS07

Peter Hellinckx Gunther Stuer Wouter Hendrickx Frans Arickx Jan Broeckhove Grid-User Driven Grid Research, The CoBRA Grid. 49 2006 conf/ccgrid/2006 CCGRID https://doi.ieeecomputersociety.org/10.1109/CCGRID.2006.140 db/conf/ccgrid/ccgrid2006.html#HellinckxSHAB06 Peter Hellinckx Kurt Vanmechelen Gunther Stuer Frans Arickx Jan Broeckhove User Experiences with Nuclear Physics Calculations on a H2O Metacomputing System and on the BEgrid. 1080-1088 2005 conf/iccS/2005-2 International Conference on Computational Science (2) https://doi.org/10.1007/11428848_136 db/conf/iccS/iccS2005-2.html#HellinckxVSAB05 David Dewolfs Gunther Stuer Frederic Hancke Peter Hellinckx Jan Broeckhove Frans Arickx Tom Dhaene A performance analysis framework for reso urce scavenging systems. 520-525 2004 conf/pdcn/2004 Parallel and Distributed Computing and Networks db/conf/pdcn/pdcn2004.html#DewolfsSHHBAD04 Michiel Aernouts Ahmed N. Ahmed Daniel van den Akker Sebastian Altmeyer Justus Rajappa Anuj Ali Anwar 0002 Ayoub Aouraghe Ramadan Arfa Frans Arickx Gabriele Baldoni Dieter Balemans Niels Balemans Joaquín Ballesteros Gregory Van Barel Leonard Barolli Joris Van den Bergh Wim Van Den Bergh Rafael Berkvens Mattias Billast Dieter Van den Bleeken Dries Blontrock Yorick De Bock Yves De Boeck Wouter Van den Bogaert Toon Bogaerts Gauthier de Borrekens Stig Bosmans Juan Felipe Botero Leen Braeken Christian Brembilla Jan Broeckhove Niko De Bruyne Miguel Camelo Rien Van Campenhout Maria Chiara Campodonico Jeoffrey Canters Ulderico Di Caprio Amber CassimonThomas Cassimon Wim Casteels Nick Castermans Burcu Celikkol Marc Ceulemans Chia-Yu Chang Matteo Cisneros Dries De Clercq Luca Cominardi Tom Coopman Laurens Van Damme Simon Delaere Jonathan Demaeyer Joachim Denil Stijn Denis David Dewolfs Tom Dhaene Jens Duym Sven Eckelmann Furkan Elmaz Tomoya Enokido Glenn Ergeerts Reinout Eyckerman Heiko Falk Jeroen Famaey Tobias Sebastian Finn Marco Fiore 0001 Luis Alejandro Fletscher Nills Franssens Lidia Fuentes Andres Garcia-Saavedra Natalia Gaviria Sara Ghane Michiel Van Ginderachter David Góez Kannan Govindarajan Marco Gramaglia Olivier Van Der Ha Seilendria A. Hadiwardoyo Frederic Hancke Wouter Hendrickx Siemen Herremans Reinout Van Hille Jens de Hoog Pieter Jan Houben Thomas Huybrechts Geert Jacobs Stef Jacobs Arthur Janssens Robin Janssens Eric Kenis Leonid Kholkine Rakshith Kusumakar Raf Van den Langenbergh Bart Lannoo Steven Latré Mumin Enis Leblebici Christiaan Leysen Haoxuan Li Björn Lisper Philip Luyckx José Oramas M.José Oramas Vasilis Maglogiannis Erik Mannens Glenn Maricaux Johann Marquez-BarjaJohann M. Márquez-Barja Renzo Massobrio Job Meines Frédéric Melaerts Ruoke Meng Siegfried Mercelis Kevin Mets Bert Metten Paul De Meulenaere Lukas Meuris Ingrid Moerman Henrique D. MouraHenrique Duarte Moura Gadzhi Musaev Juggapong Natwichai Dries Naudts Tomas Van Oyen Manu Pepermans Luc Pieters Aaron Van Poecke Wolfgang Puffitsch Stijn Van Raemdonck Ian Ravijts Philippe Reiter Maarten Reyniers Christine Rochange Oliver Rommens Adnan Sabovic Jorren Schepers Koen De Schepper Tom De Schepper Martin Schoeberl Filip Van der Schueren Dirck Seynaeve Muddsair Sharif Akash Singh Nina SlamnikNina Slamnik-Krijestorac Geert Smet Thamarai Selvi Somasundaram Thomas Somers 0002 Rasmus Bo Sørensen Paola SotoPaola Soto-Arenas Jan Steckel Gunther Stuer Hossein Tabari Rokas Tamosiunas Piet Termonia Chris Thoen Toralf Trautmann Arne Troch Vadim Uvarov Wim Vandenberghe Joost Vandenbossche Niels Vandervoort Maarten Vangeneugden Hans Vangheluwe Ken Vanherpen Kurt Vanmechelen Astrid Vanneste Simon Vanneste Yon Vanommeslaeghe Olivier Vasseur Vincent Verbergt Sam Verboven Sofie Verbrugge Charles Vercauteren Ivan Verhaert Florence H. Vermeire Thomas Vissers Danny De Vleeschauwer Geert Van Der Vorst Benoit De Vrieze Peter Wägemann Steffen Waldherr Luc Wante Sylvain Watelet Simon Wegener Maarten Weyn Wesley Van Wijnsberghe Francesc Wilhelmi Yentl Wouters Min Wu Fatos Xhafa Brecht Zwaenepoel