φML CHAIR

φML CHAIR

Arts et Métiers SKF Magnetic Mechatronics have been working together since January 2023 on an industrial chair dedicated to Scientific Machine Learning. Over a period of five years, the chair will aim to optimize the performance of magnetic levitation systems.

Developing hybrid digital twins

This chair will develop hybrid digital twins capable of operating in real time, using model reduction techniques made possible by scientific machine learning, which combines scientific computing and machine learning techniques using artificial intelligence. These models will then be used in all phases of the machines' life cycle, from conception and design to validation. Simulation will optimize testing and thus improve manufacturing processes.

φML also provides the Arts et Métiers group with an opportunity Arts et Métiers an R&D facility for conducting tests at the "Espace campus" in Vernon (27).

This chair is headed by Chady Ghnatios, a specialist in simulation and digital twins. He develops model reduction techniques, hybrid twins, and data-driven models, with applications in composite materials.

Contact

Chady Ghnatios: chady.ghnatios@ensam.eu, PIMM

Latest news

In 2027, the Arts et Métiers campuses and institutes will open their doors to you, inviting you to discover the programs, careers, and innovations that are shaping the industry of tomorrow!

News, Training

The ELF events will bring the Arts et Métiers campuses to life with a series of webinars, tours, and meetups designed to highlight the program and rally new supporters.

News, Evolutive Learning Factories

In 2026 and 2027, come talk with the staff and students fromArts et Métiers at college fairs to learn about our programs, explore careers in engineering, and build your pr

News, Training

From October 5 to 9, 2026, the Bordeaux-Talence campus of the " Arts et Métiers " took part in the Bordeaux Science Circuit, an event for school groups organized as part of the Fête de

News, Evolutive Learning Factories, Innovation, Research