Subsidie: Onderzoeksprogramma Artificiële Intelligentie (AI) Vlaanderen

Onderzoeksoutput

Onderzoeksoutput per jaar 2020 2020 2021 2022 2023

• 40 Conference paper
• 31 Article
• 7 Unpublished abstract
• 7 Unpublished paper
• 10 Meer
  • 7 Poster
  • 1 Scientific review
  • 1 Blog
  • 1 Software

Onderzoeksoutput per jaar

Onderzoeksoutput per jaar

Zoekresultaten

• 2022

  A Framework for Flexibly Guiding Learning Agents

  Elbarbari, M. A. H. M., Delgrange, F., Vervlimmeren, I., Efthymiadis, K., Vanderborght, B. & Nowe, A., 7 jun 2022, In: Neural Computing & Applications. 2022, blz. 1-17 17 blz., 1.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand

  • Temporal logic 100%
  • Reinforcement learning 88%
  • Sampling 30%
  • Uncertainty 26%
  36 Downloads (Pure)

• An experiment in measuring understanding

  Steels, L., Verheyen, L. & van Trijp, R., 15 jun 2022, (Unpublished).

  Onderzoeksoutput: Poster

• A Practical Guide to Multi-Objective Reinforcement Learning and Planning

  Hayes, C. F., Radulescu, R., Bargiacchi, E., Källström, J., Macfarlane, M., Reymond, M., Verstraeten, T., Zintgraf, L., Dazeley, R., Heintz, F., Howley, E., Irissappane, A. A., Mannion, P., Nowe, A., De Oliveira Ramos, G., Restelli, M., Vamplew, P. & Roijers, D. M., 13 apr 2022, In: Autonomous Agents and Multi-Agent Systems. 36, 1, 59 blz., 26.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand

  • Reinforcement learning 100%
  • Decision making 70%
  • Planning 61%
  17 Citaten (Scopus)

  54 Downloads (Pure)

• A Q-Learning algorithm for flexible job shop scheduling in a real-world manufacturing scenario

  Palacio, J. C., Martinez Jimenez, Y., Schietgat, L., Van Doninck, B. & Nowe, A., mrt 2022, 9th CIRP Conference on Assembly Technology and Systems. Elsevier, Vol. 106. blz. 227-232 6 blz. 106. (Procedia CIRP).

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand

  • Job shop scheduling 100%
  • Learning algorithms 67%
  • Reinforcement learning 41%
  • Switches 28%
  • Robots 25%
  1 Citaat (Scopus)

  55 Downloads (Pure)

• A Tale of Three Recent Pandemics: Influenza, HIV and SARS-CoV-2

  Miranda, M. N. S., Pingarilho, M., Pimentel, V., Torneri, A., Seabra, S. G., Libin, P. J. K. & Abecasis, A. B., 2022, In: Frontiers in Microbiology. 13, blz. 1-19 19 blz., 889643.

  Onderzoeksoutput: Scientific review › peer review

  Open Access
  1 Citaat (Scopus)

• Commitment and Cyclic Strategies in Multi-Objective Games

  Röpke, W., Radulescu, R., Nowe, A. & Roijers, D. M., 2022, (Unpublished). 9 blz.

  Onderzoeksoutput: Unpublished paper

  Bestand
  15 Downloads (Pure)

• Controlling SARS-CoV-2 in schools using repetitive testing strategies

  Torneri, A., Willem, L., Colizza, V., Kremer, C., Meuris, C., Darcis, G., Hens, N. & Libin, P. J. K., 5 jul 2022, In: eLife. 11, 23 blz., e75593.

  Onderzoeksoutput: Article › peer review

  Open Access
  1 Citaat (Scopus)

• Deep ensemble with Neural Networks to model power-curve uncertainty

  Perez Sanjines, F. R., Verstraeten, T., Nowe, A. & Helsen, J., 9 nov 2022, Journal of Physics: Conference Series: EERA DeepWind Offshore Wind R&D Conference 19/01/2022 - 21/01/2022 Trondheim, Norway. 1 redactie IOP Publishing, Vol. 2362. 10 blz. 012029. (Journal of Physics: Conference Series).

  Onderzoeksoutput: Conference paper

  Open Access

  • energy 100%
  • data acquisition 95%
  • artificial neural network 94%
  • greenhouse gas emissions 91%
  • prediction 51%

• Different forms of superspreading lead to different outcomes: Heterogeneity in infectiousness and contact behavior relevant for the case of SARS-CoV-2

  Kuylen, E. J., Torneri, A., Willem, L., Libin, P. J. K., Abrams, S., Coletti, P., Franco, N., Verelst, F., Beutels, P., Liesenborgs, J. & Hens, N., aug 2022, In: PLoS Computational Biology. 18, 8, e1009980.

  Onderzoeksoutput: Article › peer review

  Open Access

• Distillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes

  Delgrange, F., Nowé, A. & Pérez, G. A., 28 jun 2022, Proceedings of the AAAI Conference on Artificial Intelligence: Vol. 36 No. 6: AAAI-22 Technical Tracks 6. First redactie Palo Alto, California USA: AAAI Press, Vol. 36. blz. 6497-6505 9 blz. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 36, nr. 6).

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand

  • Reinforcement learning 100%
  • Distillation 99%
  • Learning algorithms 32%
  • Formal methods 22%
  15 Downloads (Pure)

• Expressiveness of SHACL Features

  Bogaerts, B., Jakubowski, M. & Van Den Bussche, J., 1 mrt 2022, 25th International Conference on Database Theory (ICDT 2022). Olteanu, D. & Vortmeier, N. (redactie). Schloss Dagstuhl - Leibniz-Zentrum für Informatik, Vol. 220. blz. 15:1-15:16 16 blz. 15. (Leibniz International Proceedings in Informatics (LIPIcs); vol. 220).

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand
  1 Citaat (Scopus)

  9 Downloads (Pure)

• Fast deliberation is related to unconditional behaviour in iterated Prisoners’ Dilemma experiments

  Montero-Porras, E., Lenaerts, T., Gallotti, R. & Grujic, J., dec 2022, In: Scientific Reports. 12, 1, 20287.

  Onderzoeksoutput: Article › peer review

  Open Access

• Fast initialization of control parameters using supervised learning on data from similar assets

  Willems, J., Eryilmaz, K., Steckelmacher, D., Depraetere, B., Beck, R., Bey-Temsamani, A., Helsen, J. & Nowe, A., 7 jul 2022, (Accepted/In press) 6th IEEE Conference on Control Technology and Applications (CCTA) 2022. 12 blz. ThA7.5

  Onderzoeksoutput: Conference paper

• Fleet-based early fault detection of wind turbine gearboxes using physics-informed deep learning based on cyclic spectral coherence

  Perez Sanjines, F. R., Jan Helsen & Nowe, A., 21 jun 2022.

  Onderzoeksoutput: Poster

• Fleet-based early fault detection of wind turbine gearboxes using physics-informed deep learning based on cyclic spectral coherence

  Perez Sanjines, F. R., Peeters, C., Verstraeten, T., Antoni, J., Nowe, A. & Helsen, J., 15 feb 2023, In: Mechanical Systems and Signal Processing. 185, 17 blz., 109760.

  Onderzoeksoutput: Article › peer review

  • Deep learning 100%
  • Fault detection 91%
  • Wind turbines 85%
  • Physics 85%
  • Turbines 76%

• Genome-wide diversity of Zika virus: Exploring spatio-temporal dynamics to guide a new nomenclature proposal

  Seabra, S. G., Libin, P. J. K., Theys, K., Zhukova, A., Potter, B. I., Nebenzahl-Guimaraes, H., Gorbalenya, A. E., Sidorov, I. A., Pimentel, V., Pingarilho, M., de Vasconcelos, A. T. R., Dellicour, S., Khouri, R., Gascuel, O., Vandamme, A-M., Baele, G., Cuypers, L. & Abecasis, A. B., 2022, In: Virus Evolution. 8, 1, blz. 1-15 15 blz., veac029.

  Onderzoeksoutput: Article › peer review

  Open Access

• Hybrid Procedural Semantics for Visual Dialogue

  Verheyen, L., Botoko Ekila, J., Nevens, J., Van Eecke, P. & Beuls, K., 17 jun 2022, (Unpublished).

  Onderzoeksoutput: Unpublished abstract

  • Semantics 100%
  • Data storage equipment 88%
  • Electric grounding 31%
  • Data structures 24%
  • Neural networks 17%

• Hybrid Procedural Semantics for Visual Dialogue: An Interactive Web Demonstration

  Verheyen, L., Botoko Ekila, J., Nevens, J., Van Eecke, P. & Beuls, K., 24 jul 2022, (Unpublished).

  Onderzoeksoutput: Poster

• Inferring Strategies from Observations in Long Iterated Prisoner's Dilemma Experiments

  Montero, E., Grujic, J., Fernandez Domingos, E. & Lenaerts, T., 19 jul 2022.

  Onderzoeksoutput: Poster

  • prisoner 100%
  • experiment 60%
  • self-organization 17%
  • interaction 6%
  • learning 5%

• Inferring strategies from observations in long iterated Prisoner’s dilemma experiments

  Montero, E., Grujic, J., Fernandez Domingos, E. & Lenaerts, T., 9 mei 2022, In: Scientific Reports. 12, 1, 7589.

  Onderzoeksoutput: Article › peer review

  Open Access

  • prisoner 100%
  • experiment 60%
  • self-organization 17%
  • interaction 6%
  • learning 5%
  1 Citaat (Scopus)

• Language-specific and universal factors behind morphological simplification: An agent-based modelling study of Alorese

  Dekker, P., Klamer, M. & De Boer, B., 5 sep 2022, Proceedings of the Joint Conference on Language Evolution. 2022 redactie Joint Conference on Language Evolution, blz. 57-59 3 blz.

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand
  5 Downloads (Pure)

• Local Advantage Networks for Cooperative Multi-Agent Reinforcement Learning

  Avalos, R., Reymond, M., Nowe, A. & Roijers, D. M., 9 mei 2022, The 21st International Conference on Autonomous Agents and Multiagent Systems: Extended Abstract. IFAAMAS, blz. 1524-1526

  Onderzoeksoutput: Conference paper

  • Reinforcement learning 100%
  • Local area networks 94%
  1 Citaat (Scopus)

• MoveRL: To A Safer Robotic Reinforcement Learning Environment

  Liu, G., De Winter, J., Vanderborght, B., Nowe, A. & Steckelmacher, D., 2022, The 33rd Benelux Conference on Artificial Intelligence and the 30th Belgian Dutch Conference on Machine Learning (BNAIC/BENELEARN 2021): AI in ACTION Joint International Scientific Conferences on AI. Leiva, L. A., Pruski, C., Markovich, R., Najjar, A. & Schommer, C. (redactie). CCIS: Springer, Vol. 1530. blz. 239-253 15 blz. (Communications in Computer and Information Science; vol. 1530).

  Onderzoeksoutput: Conference paper

  Open Access

  • Reinforcement learning 100%
  • Robotics 73%
  • Robots 62%
  • Learning algorithms 20%
  • Polyphenylene oxides 19%

• Near On-Policy Experience Sampling in Multi-Objective Reinforcement Learning

  Wang, S., Reymond, M., Irissappane, A. A. & Roijers, D. M., 9 mei 2022, (Accepted/In press) The 21st International Conference on Autonomous Agents and Multiagent Systems. IFAAMAS

  Onderzoeksoutput: Conference paper

  Bestand

  • Reinforcement learning 100%
  • Sampling 68%
  146 Downloads (Pure)

• On Nash Equilibria in Normal-Form Games With Vectorial Payoffs

  Röpke, W., Roijers, D. M., Nowe, A. & Radulescu, R., 10 okt 2022, In: Autonomous Agents and Multi-Agent Systems. 36, 2, 29 blz., 53.

  Onderzoeksoutput: Article › peer review
  1 Citaat (Scopus)

• On Nested Justification Systems

  Marynissen, S., Heyninck, J., Bogaerts, B. & Denecker, M., 11 sep 2022, In: Theory and Practice of Logic Programming. 22, 5, blz. 641-657 17 blz.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand
  1 Citaat (Scopus)

  16 Downloads (Pure)

• Preference Communication in Multi-Objective Normal-Form Games

  Röpke, W., Roijers, D. M., Nowe, A. & Radulescu, R., 20 jul 2022, In: Neural Computing & Applications. 2022, 30 blz.

  Onderzoeksoutput: Article › peer review

  • Communication 100%
  • Network protocols 77%

• Scalar reward is not enough: A response to Silver, Singh, Precup and Sutton (2021)

  Vamplew, P., Smith, B. J., Källström, J., De Oliveira Ramos, G., Radulescu, R., Roijers, D. M., Hayes, C. F., Heintz, F., Mannion, P., Libin, P., Dazeley, R. & Foale, C., 16 jul 2022, In: Autonomous Agents and Multi-Agent Systems. 36, 2, blz. 1-19 19 blz., 41.

  Onderzoeksoutput: Article › peer review

  Open Access

  • Silver 100%
  • Artificial intelligence 41%
  1 Citaat (Scopus)

• SHACL: A Description Logic in Disguise

  Bogaerts, B., Jakubowski, M. & Van Den Bussche, J., 2022, Logic Programming and Nonmonotonic Reasoning - 16th International Conference, LPNMR 2022, Genova, Italy, September 5-9, 2022, Proceedings. Gottlob, G., Inclezan, D. & Maratea, M. (redactie). Springer, Vol. 13416. blz. 75-88 14 blz. (Lecture Notes in Computer Science).

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand
  25 Downloads (Pure)

• Spatiotemporal Air Quality Inference of Low-Cost Sensor Data: Evidence from Multiple Sensor Testbeds

  Hofman, J., Do Huu, T., Qin, X., Rodrigo Bonet, E., Philips, W., Deligiannis, N. & Panzica La Manna, V., mrt 2022, In: Environmental Modelling and Software. 149, 105306.

  Onderzoeksoutput: Article › peer review

  • Air quality 100%
  • Testbeds 88%
  • cost 47%
  • Sensors 46%
  • Monitoring 36%
  6 Citaten (Scopus)

• The detection of generator bearing failures on wind turbines using machine learning based anomaly detection

  Chesterman, X., Verstraeten, T., Daems, P-J., Perez Sanjines, F. R., Nowe, A. & Helsen, J., 2 jun 2022, Journal of Physics Conference Series . 3 redactie IOP Publishing, Vol. 2265. 11 blz. (Journal of Physics: Conference Series).

  Onderzoeksoutput: Conference paper

  Open Access

  • Anomaly detection 100%
  • Wind turbines 82%
  • Machine learning 73%
  • Pipelines 72%
  • Farms 30%
  1 Citaat (Scopus)

• Voluntary safety commitments provide an escape from over-regulation in AI development

  Han, T. A., Lenaerts, T., Santos, F. C. & Pereira, L. M., feb 2022, In: Technology in Society. 68, 101843.

  Onderzoeksoutput: Article › peer review

  • Soft Law 100%
  • Artificial Intelligence 89%
  • artificial intelligence 86%
  • Artificial intelligence 74%
  • Safety 67%
  6 Citaten (Scopus)
• 2021

  A computational construction grammar approach to semantic frame extraction

  Beuls, K., Van Eecke, P. & Cangalovic, V. S., 1 jan 2021, In: Linguistics Vanguard. 7, 1, 12 blz., 20180015.

  Onderzoeksoutput: Article › peer review

  • Frame Semantics 100%
  • Construction Grammar 90%
  • grammar 63%
  • Computational 61%
  • semantics 55%
  4 Citaten (Scopus)

• A framework for step-wise explaining how to solve constraint satisfaction problems

  Bogaerts, B., Gamba, E. & Guns, T., nov 2021, In: Artificial Intelligence. 300, 103550.

  Onderzoeksoutput: Article › peer review

  Open Access

  Bestand

  • Constraint Satisfaction 100%
  • Constraint satisfaction problems 93%
  • Cost functions 66%
  • Inference 44%
  • Grid 36%
  2 Citaten (Scopus)

  39 Downloads (Pure)

• Bayesian Damage Recognition in Document Images Based on a Joint Global and Local Homogeneity Model

  Lu, T. & Dooms, A., okt 2021, In: Pattern Recognition. 118, 108034.

  Onderzoeksoutput: Article › peer review

  Open Access

  • Pixels 100%
  • Multiresolution analysis 57%
  • Analog to digital conversion 50%
  • Markov processes 41%
  • Wavelet transforms 40%
  1 Citaat (Scopus)

• Beyond global and local multi-target learning

  Basgalupp, M., Cerri, R., Schietgat, L., Triguero, I. & Vens, C., nov 2021, In: Information Sciences. 579, blz. 508-524 17 blz.

  Onderzoeksoutput: Article › peer review

  • Learning 100%
  • Target 94%
  • Strategy 56%
  • Global Strategy 49%
  • Partition 22%
  2 Citaten (Scopus)

• Communication Strategies in Multi-Objective Normal-Form Games

  Röpke, W., Radulescu, R., Roijers, D. M. & Nowe, A., 3 mei 2021. 9 blz.

  Onderzoeksoutput: Unpublished paper

  Open Access

  Bestand
  62 Downloads (Pure)

• Computational construction grammar and procedural semantics for visual dialogue

  Verheyen, L., Van Eecke, P. & Beuls, K., aug 2021, (Unpublished).

  Onderzoeksoutput: Unpublished abstract

• Computersimulaties laten zien hoe taal versimpelt

  Dekker, P., 10 jun 2021, Wtnschp.be (wetenschapsblog).

  Onderzoeksoutput: Blog › Vulgarizing

  Open Access

• Condition Monitoring of Wind Turbines and Extraction of Healthy Training Data Using An Ensemble of Advanced Statistical Anomaly Detection Models

  Chesterman, X., Verstraeten, T., Daems, P-J., Nowe, A. & Helsen, J., 2021, Proceedings of the Annual Conference of the PHM Society. PHM Society, 12 blz.

  Onderzoeksoutput: Conference paper

  Open Access

  • Anomaly detection 100%
  • Condition monitoring 98%
  • Wind turbines 82%
  • Temperature 25%
  • Statistical Data Interpretation 23%

• Cooperative Prioritized Sweeping

  Bargiacchi, E., Verstraeten, T. & Roijers, D. M., 2021, Proceedings of the 20th International Conference on Autonomous Agents and Multiagent Systems, AAMAS 2021. IFAAMAS, blz. 160-168 9 blz. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 1).

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand

  • Learning algorithms 100%
  2 Citaten (Scopus)

  46 Downloads (Pure)

• Designing Interpretable Recurrent Neural Networks for Video Reconstruction Via Deep Unfolding

  Van Luong, H., Joukovsky, B. J. & Deligiannis, N., 2 apr 2021, In: IEEE Transactions on Image Processing. 30, blz. 4099 - 4113 15 blz., 9394770.

  Onderzoeksoutput: Article › peer review

  • Recurrent neural networks 100%
  • Signal reconstruction 13%
  • Deep neural networks 11%
  • Chemical activation 9%
  • Derivatives 8%
  4 Citaten (Scopus)

• Distributional Monte Carlo Tree Search for Risk-Aware and Multi-Objective Reinforcement Learning

  Hayes, C. F., Reymond, M., Roijers, D. M., Howley, E. & Mannion, P., 3 mei 2021, The 20th International Conference on Autonomous Agents and Multiagent Systems. IFAAMAS, blz. 1518-1520 3 blz. (Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS; vol. 3).

  Onderzoeksoutput: Conference paper

  Open Access

  • Reinforcement learning 100%
  • Decision making 23%
  3 Citaten (Scopus)

• Effect of wake on gearbox design load cases identified from fleet-wide operational data

  Daems, P-J., Verstraeten, T., Peeters, C. & Helsen, J., mrt 2021, Conference for wind turbine drivetrains 2021. Forschung im Ingenieurwesen: Springer, Vol. 85. blz. 553-558 6 blz. (Forschung im Ingenieurwesen/Engineering Research).

  Onderzoeksoutput: Conference paper

  • effect 100%
  • farm 80%
  • fatigue 49%
  • industry 28%
  1 Citaat (Scopus)

• Efficiently Explaining CSPs with Unsatisfiable Subset Optimization

  Gamba, E., Bogaerts, B. & Guns, T., 2021, Efficiently Explaining CSPs with Unsatisfiable Subset Optimization . Zhou, Z-H. (redactie). IJCAI, blz. 1381-1388 8 blz. 191. (IJCAI International Joint Conference on Artificial Intelligence).

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand

  • Constraint satisfaction problems 100%
  • Set theory 99%
  • Costs 29%
  1 Citaat (Scopus)

  63 Downloads (Pure)

• Farm-wide dynamic event classification as load input for wind turbine drivetrain lifetime prognosis

  Daems, P-J., Peeters, C., Verstraeten, T., Perez Sanjines, F. R. & Helsen, J., 2021, ISMA2020 International Conference on Noise and Vibration Engineering. Leuven, Belgium: KU Leuven, Vol. 29. blz. 3541-3551 10 blz.

  Onderzoeksoutput: Conference paper

  Bestand

  • Condition monitoring 100%
  • Farms 93%
  • Wind turbines 83%
  • Industry 4.0 63%
  • Sensors 49%
  12 Downloads (Pure)

• Fixpoint Semantics for Recursive SHACL

  Bogaerts, B. & Jakubowski, M., 17 sep 2021, Proceedings 37th International Conference on Logic Programming (Technical Communications). Open Publishing Association, Vol. 345. blz. 41-47 7 blz. (Electronic Proceedings in Computer Science; vol. 345).

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand

  • Semantics 100%
  • Approximation theory 87%
  • Mathematical operators 53%
  2 Citaten (Scopus)

  26 Downloads (Pure)

• Health-aware control using spectral coherence maps and successor features.

  Perez Sanjines, F. R., Helsen, J. & Nowe, A., 26 apr 2021.

  Onderzoeksoutput: Poster

• Hybrid Procedural Semantics for Visual Dialog

  Verheyen, L., 27 apr 2021, (Unpublished).

  Onderzoeksoutput: Poster

• Interactive Multi-Objective Reinforcement Learning in Multi-Armed Bandits with Gaussian Process Utility Models

  Roijers, D. M., Zintgraf, L. M., Libin, P., Reymond, M., Bargiacchi, E. & Nowe, A., 2021, ECML-PKDD 2020: Proceedings of the 2020 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases. Hutter, F., Kersting, K., Lijffijt, J. & Valera, I. (redactie). Springer, 16 blz.

  Onderzoeksoutput: Conference paper

  Open Access

  Bestand

  • Reinforcement learning 100%
  • Sampling 68%
  1 Citaat (Scopus)

  109 Downloads (Pure)