Postdoc Integrated Model-Based and Learning-Based Control and its Application in Urban Traffic Network

Postdoc Integrated Model-Based and Learning-Based Control and its Application in Urban Traffic Network

Published Deadline Location
6 Oct 21 Nov Delft

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Job description

The Delft Center for Systems and Control (DCSC) of Delft University of Technology (TU Delft), The Netherlands is seeking a qualified candidate for a one-year PostDoc position within the research area of integration of model-based and learning-based control, with the application in urban network traffic control.

The current state of the art for efficient and green urban mobility can be divided into two parts: system- optimum oriented approaches mainly target dynamic control of traffic lights to decrease congestion in urban areas; and user-optimum oriented approaches mainly focus on developing individual driving assistance systems for eco-driving in urban areas. In this project, we aim to target system-optimum and user-optimum by making traffic lights and vehicles work together while we address scalability, model uncertainty and fluctuations in traffic demand.

We achieve these goals by means of an integrated approach combining model-based (e.g.  Robust MPC) and learning-based control techniques (e.g. reinforcement learning).

Department
The department Delft Center for Systems and Control (DCSC) of the faculty Mechanical, Maritime and Materials Engineering, coordinates the education and research activities in systems and control at Delft University of Technology. The Centers' research mission is to conduct fundamental research in systems dynamics and control, involving dynamic modelling, advanced control theory, optimisation and signal analysis. The research is motivated by advanced technology development in physical imaging systems, renewable energy, robotics and transportation systems.

Specifications

Delft University of Technology (TU Delft)

Requirements

We are looking for a talented, outstanding Postdoc researcher with a PhD degree (or close to completion) in Systems and Control, Applied Mathematics, or a related field, with theoretical background and/or interest in automatic control, numerical optimization, and/or machine learning. Knowledge on urban traffic control is a plus but not required. A good command of the English language is required.

Conditions of employment

Fixed-term contract: 1 year.

Salary and benefits are in accordance with the Collective Labour Agreement for Dutch Universities (salary indication: €3.491 - €4.402 per month). The TU Delft offers a customisable compensation package, a discount on health insurance and sport memberships, and a monthly work costs contribution. Flexible work schedules can be arranged.

For international applicants we offer the Coming to Delft Service and Partner Career Advice to assist you with your relocation. An International Children's Centre offers childcare and there is an international primary school.

Employer

Delft University of Technology

Delft University of Technology is built on strong foundations. As creators of the world-famous Dutch waterworks and pioneers in biotech, TU Delft is a top international university combining science, engineering and design. It delivers world class results in education, research and innovation to address challenges in the areas of energy, climate, mobility, health and digital society. For generations, our engineers have proven to be entrepreneurial problem-solvers, both in business and in a social context. At TU Delft we embrace diversity and aim to be as inclusive as possible (see our Code of Conduct). Together, we imagine, invent and create solutions using technology to have a positive impact on a global scale.

Challenge. Change. Impact! 

Department

Faculty Mechanical, Maritime and Materials Engineering

The Faculty of 3mE carries out pioneering research, leading to new fundamental insights and challenging applications in the field of mechanical engineering. From large-scale energy storage, medical instruments, control technology and robotics to smart materials, nanoscale structures and autonomous ships. The foundations and results of this research are reflected in outstanding, contemporary education, inspiring students and PhD candidates to become socially engaged and responsible engineers and scientists. The faculty of 3mE is a dynamic and innovative faculty with an international scope and high-tech lab facilities. Research and education focus on the design, manufacture, application and modification of products, materials, processes and mechanical devices, contributing to the development and growth of a sustainable society, as well as prosperity and welfare.

Click here to go to the website of the Faculty of Mechanical, Maritime and Materials Engineering. Do you want to experience working at our faculty? This video will introduce you to some of our researchers and their work.

Specifications

  • Postdoc
  • Engineering
  • max. 38 hours per week
  • Doctorate
  • TUD00511

Employer

Delft University of Technology (TU Delft)

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Location

Mekelweg 2, 2628 CD, Delft

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