Mori-Zwanzig Formalism for Machine Learning
Using the Mori-Zwanzig formalism to think about what a learned closure model is actually approximating.
The Mori-Zwanzig formalism describes exactly what is lost when you coarse-grain a system — the memory term that a closure model is implicitly trying to represent. Taking that seriously gives a principled way to reason about what machine learning models for coarse-grained fluid dynamics should look like.
Work in progress.
References
2025
- MoriNet - Machine Learning from a Mori-Zwanzig PerspectiveIn 19th International SPHERIC Workshop, Barcelona, Spain, 2025