Magnus expansions and pseudospectra of Master Equations
Arieh Iserles, Shev MacNamara

TL;DR
This paper explores advanced mathematical techniques like Magnus expansions and pseudospectra to analyze master equations, highlighting their advantages over standard numerical methods through examples in chemical kinetics and exclusion processes.
Contribution
It introduces the application of Magnus expansions and pseudospectra to master equations, demonstrating improved eigenvalue computation accuracy.
Findings
Exact eigenvalues are obtained for specific master equations.
Standard numerical methods can produce large errors.
Applications include chemical kinetics and exclusion processes.
Abstract
New directions in research on master equations are showcased by example. Magnus expansions, time-varying rates, and pseudospectra are highlighted. Exact eigenvalues are found and contrasted with the large errors produced by standard numerical methods in some cases. Isomerisation provides a running example and an illustrative application to chemical kinetics. We also give a brief example of the totally asymmetric exclusion process.
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.
Taxonomy
TopicsQuantum chaos and dynamical systems · Advanced Thermodynamics and Statistical Mechanics · Numerical methods for differential equations
