Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 9 Industry, Innovation, and Infrastructure
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Collaborations and top research areas from the last five years
Projects
- 1 Finished
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GULAD: Generalizable and Understandable Self-Learning Approaches for Dynamic, Large-Scale Resource Management Optimization Problems
Zhang, Y. (Project Manager), Reijnen, R. (Project member) & Bukhsh, Z. (Project communication officer)
1/09/21 → 31/08/25
Project: Third tier
Research output
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Deep Reinforcement Learning Based Genetic Framework for Flexible Job-Shop Scheduling Under Practical Constraints
van Straaten, K., Reijnen, R. (Corresponding author), Bukhsh, Z., Wu, Y. & Zhang, Y., 2026, Learning and Intelligent Optimization: 19th International Conference, LION 19 2025, Proceedings. Zhang, Y., Hladik, M. & Moosaei, H. (eds.). Springer, Vol. 1. p. 183-198 16 p. (Lecture Notes in Computer Science; vol. 15744 LNCS).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
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Dynamic Algorithm Configuration for Machine Scheduling Using Deep Reinforcement Learning
Reijnen, R. V. J., 13 Oct 2025, Eindhoven: Eindhoven University of Technology. 189 p.Research output: Thesis › Phd Thesis 1 (Research TU/e / Graduation TU/e)
Open AccessFile73 Downloads (Pure) -
Graph neural networks for job shop scheduling problems: A survey
Smit, I. G., Zhou, J., Reijnen, R., Wu, Y. (Corresponding author), Chen, J., Zhang, C., Bukhsh, Z., Zhang, Y. & Nuijten, W. P. M., Apr 2025, In: Computers and Operations Research. 176, 16 p., 106914.Research output: Contribution to journal › Review article › peer-review
Open AccessFile22 Link opens in a new tab Citations (Scopus)93 Downloads (Pure) -
Graph-Supported Dynamic Algorithm Configuration for Multi-Objective Combinatorial Optimization
Reijnen, R., Wu, Y. (Corresponding author), Bukhsh, Z. & Zhang, Y., 2025, Proceedings of the 42nd International Conference on Machine Learning, ICML 2025. Singh, A., Fazel, M., Hsu, D., Lacoste-Julien, S., Berkenkamp, F., Maharaj, T., Wagstaff, K. & Zhu, J. (eds.). PMLR, 16 p. (Proceedings of Machine Learning Research (PMLR); vol. 267).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile2 Link opens in a new tab Citations (Scopus)77 Downloads (Pure) -
Search Trajectory Network-Enhanced Multi-Objective Dynamic Algorithm Configuration
Reijnen, R. (Corresponding author), Bukhsh, Z., Lau, H. C., Wu, Y. & Zhang, Y., 2025, ECAI 2025: 28th European Conference on Artificial Intelligence, 25-30 October 2025, Bologna, Italy – Including 14th Conference on Prestigious Applications of Intelligent Systems (PAIS 2025). Lynce, I., Murano, N., Vallati, M., Villata, S., Chesani, F., Milano, M., Omicini, A. & Dastani, M. (eds.). IOS Press, p. 4921 - 4928 8 p. (Frontiers in Artificial Intelligence and Applications; vol. 413).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review
Open AccessFile4 Downloads (Pure)
Prizes
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Winner MLVRP2023 GECCO competition
Reijnen, R. (Recipient), Song, Y. (Recipient), Abouelrous, A. (Recipient), Zhang, Y. (Recipient), Bukhsh, Z. (Recipient) & Bliek, L. (Recipient), 19 Jul 2023
Prize: Other › Career, activity or publication related prizes (lifetime, best paper, poster etc.) › Scientific
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Activities
- 1 Workshop, seminar, course or exhibition
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EURO Meets NeurIPS 2022 Vehicle Routing Competition
Bliek, L. (Organiser), Zhang, Y. (Organiser), Refaei Afshar, R. (Organiser), Reijnen, R. (Organiser) & Numeroso, D. (Organiser)
2022Activity: Participating in or organising an event types › Workshop, seminar, course or exhibition › Scientific