Multiscale Boltzmann Generators (B08*)

• Subject Area: Mathematics ; Statistical Physics, Nonlinear Dynamics, Complex Systems, Soft and Fluid Matter, Biological Physics ; Theoretical Condensed Matter Physics
• Term: since 2022
• Project identifier: Deutsche Forschungsgemeinschaft (DFG) - Project number 235221301

In the previous funding period we have developed the Boltzmann Generator method in project A04: a generative machine learning approach that allows us to efficiently sample the equilibrium distribution of structures of a molecular system. This research direction will now be continued in the new project B08. Here we aim to develop hierarchical Boltzmann Generators for periodic systems such as crystals or simulations of liquids.

• DFG Programme: Collaborative Research Centres
• Subproject of: SFB 1114: Scaling Cascades in Complex Systems
• Applicant Institution: Freie Universität Berlin
• Project Heads: Professorin Dr. Cecilia Clementi, Ph.D., since 1/2023; Professor Dr. Frank Noé, until 9/2022; Privatdozentin Dr. Jutta Rogal