The Delft Center for Systems and Control ([https://www.dcsc.tudelft.nl]) of Delft University of Technology, The Netherlands has a vacancy for a postdoc position on "Integrated optimization-based and learning-based control for large-scale hybrid systems".
In this postdoc project we will develop integrated optimization-based and learning-based control methods for large-scale hybrid systems — in
particular networks with piecewise affine (PWA) dynamics. More specifically, the aim is to develop several approaches to combine
model predictive control (MPC) and reinforcement learning in a multi-agent control setting. This also includes setting up the overall
multi-agent control framework with temporal and spatial divisions of the network, setting up multi-scale multi-resolution PWA models, and
developing distributed control approaches that integrate optimization-based and learning-based control. Applications include
multi-modal transportation networks and smart multi-energy networks.
The postdoc project is part of the European ERC Advanced Grant project CLariNet – a novel control paradigm for large-scale hybrid
networks. The goal of CLariNet is to create a completely new paradigm for control of large-scale networks with hybrid dynamics by bridging
the gap between optimization-based control and learning-based control. The breakthrough idea is to bridge that gap by using
piecewise affine models and to unite the optimality of optimization-based control with the on-line tractability of learning-based control.
What are we looking for?
We are looking for a candidate with a PhD degree in systems and control, computer science, applied mathematics, or a related field,
and with a strong background or interest in optimization-based control control and machine learning, in particular reinforcement
learning. The candidate is expected to work on the boundary of several research domains. A good command of the English language is required.
What do we offer?
We offer the opportunity to do scientifically challenging research in a multi-disciplinary research group. The appointment will be for up to
2 years. As an employee of the university you will receive a competitive salary, as well as excellent secondary benefits. Assistance with accommodation can be arranged.
How to apply?
More information on this position and on how to apply can be found at [https://www.dcsc.tudelft.nl/~bdeschutter/vac/vacancy_postdoc_1_clarinet.pdf] or by contacting Bart De Schutter (b.deschutter at tudelft.nl).
