Postdoc in Physics-informed Model: Roskilde University is inviting applications for a postdoctoral position focused on Physics-informed Model Discovery for Reaction-Diffusion Equations. This exciting opportunity aims to tackle mathematical modeling challenges in biology using advanced machine learning techniques.
Postdoc in Physics-informed Model Discovery for Reaction-Diffusion Equations
Designation
Postdoctoral Researcher
Research Area
Physics-informed Modeling, Reaction-Diffusion Systems, Machine Learning, Applied Mathematics
Location
Roskilde University, Denmark (near Copenhagen)
Eligibility/Qualification
- PhD or equivalent in (applied) mathematics, scientific computing, computational engineering, or related fields.
- Solid knowledge in dynamical system theory, PDE analysis, or physics-informed machine learning.
- Strong interest in applied mathematics and scientific machine learning.
- Proficiency in programming (Python or Julia).
- Excellent written and oral communication skills in English.
- Highly organized with strong attention to detail.
Job Description
The postdoctoral researcher will:
- Develop model discovery algorithms based on neural networks for reaction-diffusion equations in sparse data settings.
- Combine analytical tools for differential equations and machine learning effectively.
- Conduct independent research in close collaboration with the supervisor.
- Contribute to teaching and mentoring of younger students.
- Engage in interdisciplinary collaboration across the department.
How to Apply
Interested candidates should submit their application online at www.ruc.dk/en/job/. The application must include:
- Cover letter
- CV
- Documentation of education
- Complete list of publications
- A maximum of 5 relevant scientific works for assessment
- Teaching portfolio (if applicable)
Last Date for Application
15th December 2025
Roskilde University encourages diversity and welcomes applications from all qualified candidates, regardless of personal background.
