PhD Position Data-Assisted Real-Time Simulations of Particulate Flows

100.000 Produkte und Werkzeuge aus den starken Metallen Wolfram und Molybdän: das ist seit über 100 Jahren unsere Mission und unsere Leidenschaft, die 11.000 Mitarbeiter:innen aller Welt teilen.

Wir von der Plansee Group haben noch viel vor - und werden mit Ihnen noch besser! Werden Sie Teil unseres Teams!

We invite applications for a fully funded PhD position in the field of data-assisted computational modelling of particulate multiscale and multiphysics flows i n the frame of the newly founded Christian Doppler Laboratory for Data-Assisted Simulations of Complex Flows . The PhD project will be conducted at the Johannes Kepler University, Linz, Austria in close cooperation with Plansee SE, Reutte, Austria. The position comprises 6 - 8 weeks on-site visits per year at Reutte, Austria.

For this industry-orientend position we are looking for a motivated and curious PhD candidate.

Start Date: January 2026 or as soon as possible thereafter

• Research in the field of computational modeling of particulate multiscale and multiphysics flows

• Development of surrogate models (e.g., recurrence CFD) for real-time simulations

• Contribution to digital process twins for industrial furnaces

• Addressing fundamental questions in data-assisted modeling to reduce energy consumption and CO emissions

• Collaboration within the Christian Doppler Laboratory for Data-Assisted Simulations of Complex Flows

• Master's degree in Physics, Applied Mathematics, Mechanical Engineering, Computational Science, or a related field

• Solid background in classical simulation techniques (e.g., CFD, CFD-DEM)

• Strong programming skills in at least one scientific computing language

• Interest in or willingness to learn deep learning or other data-driven modeling methods

• Beneficial: Experience with machine learning frameworks and physics-based simulations

• Experimental skills for validation experiments

• Willingness to conduct on-site visits and talk to responsible people from development and production

• German language skills desirable

• A dynamic and supportive research environment in a leading computational modeling group

• Close cooperation with the industrial partner Plansee SE

• Access to high-performance computing resources and collaborative networks

• International collaborations, conference participation, and career development opportunities

• Employment at the Johannes Kepler University of Linz with a gross salary of EUR 3.715, (14 times per year)

Please send your application documents to or apply directly here with:

• A short but honest cover letter detailing your research interests and motivation

• A 2-page CV including relevant publications (if any)

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