Laurens Bliek
Department / Institute
Group
RESEARCH PROFILE
Laurens Bliek is an Assistant Professor in the Information Systems group at the Department of Industrial Engineering & Innovation Sciences at Eindhoven University of Technology (TU/e). His main research interest is in the combination of artificial intelligence (AI) and optimisation, especially in optimising expensive cost functions using machine learning. Expensive cost functions often appear in optimisation problems that depend on computationally intensive simulators, digital twins, or other algorithms.
Laurens is interested in applying this research to all kinds of applications ranging from logistics to communications to healthcare, but mostly in sustainable applications such as public transport, electric vehicles or CO2 reduction. His research is published in journals such as IEEE Transactions on Neural Networks and Learning Systems and Annals of Mathematics and Artificial Intelligence.
SUPERVISION
Laurens Bliek is co-promotor of:
- Ya Song
- Abdo Abouelrous
Sustainability-related optimisation problems are too complex to be solved without AI.
ACADEMIC BACKGROUND
Laurens Bliek obtained his MSc in Applied Mathematics in 2014, and his PhD in Systems & Control in 2019, both from Delft University of Technology. His PhD topic was on developing a learning-based automatic tuning algorithm for antenna control. Before joining TU/e in 2021, he worked as a postdoctoral researcher at the Algorithmics group of Delft University of Technology.
Laurens Bliek has collaborated with several industrial partners such as LioniX and Dutch Railways (NS), and with organisations such as the European Supply Chain Forum (ESCF) and Logistics Community Brabant (LCB). He is a program committee member of AAAI and IJCAI, two major AI conferences, and serves as a reviewer for several AI journals and conferences. He is also part of the management team that leads the 12-PhD ‘AI Planner of the future’ program (funded by ESCF, LCB, and EAISI). Furthermore, he is part of two working groups on the intersection of AI and Sustainability, one at EAISI and one at the Dutch AI Coalition (NLAIC), and he regularly organises competitions on using AI for routing problems, such as the AI4TSP competition and the EURO Meets NeurIPS 2022 Vehicle Routing Competition.
Recent Publications
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Robbert Reijnen,Yingqian Zhang,Laurens Bliek,Berend Steenhuisen
Learning Adaptive Evolutionary Computation for Solving Multi-Objective Optimization Problems
arXiv (2022) -
Stefano Teso,Laurens Bliek,Andrea Borghesi,Michele Lombardi,Neil Yorke-Smith,Tias Guns,Andrea Passerini
Machine Learning for Combinatorial Optimisation of Partially-Specified Problems
arXiv (2022) -
Laurens Bliek
A Survey on Sustainable Surrogate-Based Optimisation
Sustainability (2022) -
Laurens Bliek,Paulo da Costa,Reza Refaei Afshar,Yingqian Zhang,Tom Catshoek,Daniël Vos,Sicco Verwer,Fynn Schmitt-Ulms,André Hottung,Tapan Shah
The First AI4TSP Competition
arXiv (2022) -
Abdo Abouelrous,Yingqian Zhang,Laurens Bliek
Digital Twin Applications in Urban Logistics
(2022)
Current Educational Activities
Ancillary Activities
No ancillary activities