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PhD position in computational mechanics and machine learning at TU Darmstadt (Germany)

Submitted by OliverWeeger on

The Cyber-Physical Simulation Group at the Department of Mechanical Engineering at TU Darmstadt in Germany is looking for an excellent candidate interested in doing research on a Ph.D. in the areas of computational mechanics and machine learning.

Female candidates are particularly encouraged to apply.

Potential research directions include:

  • Nonlinear, inelastic, or multiphysics constitutive modeling with machine learning methods
  • Homogenization and multiscale simulation of metamaterials and composites
  • Computational methods for efficient microstructure modeling and simulation
  • Design and topology optimization of architected materials
  • Model order reduction of dynamic systems with machine learning methods

Required qualifications for the position are:

  1. Masters degree in a relevant subject (mechanical engineering, computational engineering, applied mathematics, etc.) from a reputable university and with excellent grades
  2. Strong background in at least 3 of the following subjects:
    • Nonlinear continuum mechanics or structural mechanics (plasticity or multiphysics are a plus)
    • Numerical analysis and finite element methods (higher-order methods or isogeometric analysis are a plus)
    • (Physics-informed) Machine learning (in particular, artificial neural networks)
    • Multiscale methods and homogenization
    • Design and topology optimization
    • Dynamic systems, model order reduction, and numerics of ODEs
  3. Strong programming skills in MATLAB, Python, or C++ (familiarity with open-source FE codes such as FENiCS, NGSolve, Moose, etc. is a plus)
  4. Familiarity with commercial FE software such as ANSYS, Abaqus or COMSOL
  5. Proficiency in English. German language skills are a plus, but not required

The successful candidate will be affiliated with the Graduate School Computational Engineering.

To apply, please send your documents including a cover letter, CV, and bachelor and master certificates and transcripts by email to weeger [at] cps.tu-darmstadt.de (Prof. Dr. Oliver Weeger) with the subject "Ph.D. position in computational mechanics and machine learning" by Monday, February 28, 2022. Your cover letter should be no longer than 1-2 pages and clearly state your research interests and previous experience, as well as your motivation to do a Ph.D. in our group. The expected starting date will be September 2022 or earlier.