PhD Monitor
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Control Systems Engineering● Open⏰ 3 days leftPreview

PhD in Control Theory for Learned Operators in Dynamical Systems

Develop mathematical foundations for robust control of complex engineering systems using scientific machine learning.

Best for:Best for candidates with a strong background in systems and control theory who are eager to apply machine learning to complex dynamical systems.

Eindhoven University of Technology · Eindhoven, Netherlands · R1 · First-stage researcher
More professors at Eindhoven University of Technology
Scientific Machine LearningOperator TheoryDynamical SystemsRobust ControlDigital TwinsApplied Mathematics
Deadline
Oct 18, 2026
3 days
Funding
Salaried
€3.2k–€4.1k/mo
Start date
flexible
Fixed-term
Location
Eindhoven
Netherlands

Overview

This PhD position at Eindhoven University of Technology focuses on the intersection of control theory and scientific machine learning. The successful candidate will develop mathematical principles for learned operators, enabling reliable control of complex dynamical systems in high-tech, medical, and energy sectors. The research involves characterizing stability, robustness, and dissipativity directly in the operator domain while bridging modern machine learning with classical control theory. You will work within the Dynamics and Control group, collaborating with an interdisciplinary team of approximately 35 researchers. The role requires a blend of rigorous analytical theory and numerical implementation.

Control TheoryMachine LearningSystem IdentificationStability AnalysisDeep LearningMechanical EngineeringOptimization

What you'll do

  • Develop a new systems and control theory for learned operators mapping system inputs to responses.
  • Establish mathematical principles for stability, contraction, and dissipativity in the operator domain.
  • Design feedforward, feedback, and predictive controllers for systems represented by learned operators.
  • Combine analytical theory with numerical methods to validate models on industrial applications.
  • Contribute to an interdisciplinary research environment and collaborate with industrial partners.
  • Participate in teaching activities for 10-15% of the employment duration.
  • Coach students and contribute to the academic life of the Dynamics and Control group.

Requirements

Degree required: Master’s degree in Systems and Control, Mechanical Engineering, Electrical Engineering, Applied Mathematics, or a closely related field.

Degree offered: PhD

Language: English; C1 level proficiency.

Instruction: English

Required skills
  • Strong analytical and mathematical skills with an interest in theoretical research.
  • Experience with and interest in machine learning and artificial intelligence.
  • Ability to combine theoretical research with numerical implementation.
  • Capacity to work independently and contribute to an interdisciplinary team.
  • Fluency in spoken and written English (C1 level).
Nice to have
Experience in control theory applications for high-tech, medical, or energy systems.Interest in developing new theoretical results for deep operator models.
Eligibility
  • Must hold a relevant Master's degree or equivalent university degree.

Funding & terms

Type
Salaried
Amount
€3.2k–€4.1k/mo
Duration
4 years
Programme
Eindhoven University of Technology
Eindhoven University of Technology

How to apply

Deadline: 2026-10-18

Submit your application through the official university portal using the apply button. Ensure your submission includes a cover letter detailing your motivation and qualifications, along with a CV that lists your publications and contact information for three references.

Documents required
  • Cover letter
  • CV
  • List of publications
  • Contact information for three references
↗Apply on site

Contact

Fahim Shakib· Assistant Professor

m.f.shakib@tue.nl

FS
Prof.
Fahim Shakib
Department of Mechanical Engineering
Lab
Dynamics and Control
Eindhoven University of Technology
Netherlands
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