Finding all steady states with tropical geometry

Oskar Henriksson (University of Copenhagen)

30-Nov-2023, 16:30-17:00 (2 years ago)

Abstract: The point of departure of this talk is the following seemingly simple question: Suppose we are given a reaction network with (generalized) mass action kinetics, and a choice of rate constants and total amounts – how do we find numerical approximations of *all* the positive steady states?

One possible method is to use numerical algebraic geometry to completely solve the steady state equations over the complex numbers, and then use interval arithmetic methods to filter out the real positive solutions. This approach has the advantage of finding all positive steady states with probability 1 (including unstable ones that would be hard to find with traditional ODE methods), and additionally makes it possible to *certify* in the end that all steady states have been found.

In this talk, I will outline the basic ideas behind this type of numerical algebraic geometry solvers, and then describe recent joint work in progress with Feliu, Helminck, Ren, Schröter and Telek, where we use tropical geometry and matroid theory to determine the so-called *steady state degree* of a network, which is needed to ensure efficiency and certifiability.

algebraic geometrydynamical systemsprobability

Audience: researchers in the topic

( video )


Seminar on the Mathematics of Reaction Networks

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This seminar series focuses on progress in mathematical theory for the study of reaction networks, mainly in biology and chemistry. The scope is broad and accommodates works arising from dynamical systems, stochastics, algebra, topology and beyond.

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The organizers.

Organizers: Daniele Cappelletti*, Stefan Müller*, Tung Nguyen*, Polly Yu*
*contact for this listing

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