Thesis -Application of PINNs on 3D CFD Data (m / w / d)

We offer the following reserach topic : Thesis -Application of PINNs on 3D CFD Data Your Responsibilities This thesis investigates the potential of Physics-Informed Neural Networks (PINNs) in the field of fluid dynamics. The focus is set on turbulence modelling allowing applications relevant to industrial contexts. The thesis should cover a comprehensive literature review, highlighting two promising use cases : (a) up-sampling and (b) acceleration of simulations. Up-sampling refers to enhancing the resolution of simulation outputs - such as velocity fields - from coarse to fine grids (also known as super-resolution). Acceleration encompasses methods aimed at reducing computational time for solving fluid dynamics problems. Based on insights gained from the literature, one promising approach will be applied in a case study using a fluid dynamic dataset provided by AVL. The implementation will be carried out in Python, leveraging deep learning frameworks such as TensorFlow and PyTorch to incorporate state-of-the-art functionalities.

• Literature Review on PINNs
• Application of PINNs on 3D fluid dynamics data Your Profile
• Ongoing studies in the fields of Mechanical Engineering, Data Science, Informatics or similar
• Experience in python coding
• Experience in Data Science beneficial
• Experience in Fluid Dynamics beneficial We offer
• You can write your thesis independently and receive professional guidance and support from our experienced employees.
• You will have the opportunity to exchange ideas with experts in the company and benefit from their expertise.
• Take the opportunity to immerse yourself in the world of AVL and embed your theoretical knowledge in a practical environment. The successful completion of the thesis is remunerated with a one-time fee of 3.500,00 EUR before tax. Jetzt bewerben About AVL AVL is one of the world's leading mobility technology companies for development, simulation and testing in the automotive industry, and beyond. The company provides concepts, solutions and methodologies in fields like vehicle development and integration, e-mobility, automated and connected mobility (ADAS / AD), and software for a greener, safer, better world of mobility. Find out more : www.avl.com AVL is not just about cars. It's about changing the future. Together. www.avl.com / career