Constructive Methods of Invariant Manifolds for Kinetic Problems
A.N. Gorban, I.V. Karlin, A. Yu. Zinovyev

TL;DR
This paper reviews and develops constructive methods for invariant manifolds to achieve model reduction in kinetic problems, focusing on slow invariant manifolds and their applications in physical and chemical kinetics.
Contribution
It introduces new methods for constructing slow invariant manifolds, including analogues of KAM methods for dissipative systems and invariant grids, with diverse applications.
Findings
Nonperturbative deviations of hydrodynamics from Boltzmann equation
Construction of moment equations with dynamical correction
Invariant grids for chemical reactions and polymer solutions
Abstract
We present the Constructive Methods of Invariant Manifolds for model reduction in physical and chemical kinetics, developed during last two decades. The problem of reduced description is studied as a problem of constructing the slow invariant manifold. The invariance conditions are formulated as the differential equation for a manifold immersed in the phase space (the invariance equation). The equation of motion for immersed manifolds is obtained (the film extension of the dynamics). Invariant manifolds are fixed points for this equation, and slow invariant manifolds are Lyapunov stable fixed points, thus slowness is presented as stability. A collection of methods for construction of slow invariant manifolds is presented, in particular the analogue of KAM methods for dissipative systems. We systematically consider a discrete analogue of the slow (stable) positively invariant manifolds…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
