Artificial Intelligence for Topological Optimization

Innosuisse project in collaboration with a Swiss industrial partner

Project description

Topology Optimization pushes mechanical devices performances to their best. In order to make it pertinent in the field of piezoelectric actuators, driven by the not yet fully understood friction phenomenon, we need to model interaction between two surfaces at small scale and high acceleration.

While many models compete with each other to grasp the many frictional regime, our approach is data driven and rely on the ability of Artificial Intelligence to bring the gap between simulation and reality.

 

 

 

 


Reinforcement Learning and Hardware in the Loop for Localized Vibrotactile Feedback in Haptic Surfaces

C. Hernandez Mejia; M. Favier; X. Ren; P. Germano; Y. Perriard 

2021-11-15. IEEE International Ultrasonics Symposium (IUS) 2021, Xi’an, China (virtual symposium), September 11-16, 2021. DOI : 10.1109/IUS52206.2021.9593749.

Signal generation for haptic using Reinforcement Learning

M. Favier 

2021-06-11.