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On the maxmin-$\omega$ eigenspaces and their over-approximation by zones

Authors :
Mufid, Muhammad Syifa'ul
Patel, Ebrahim
Sergeev, Sergei
Publication Year :
2024

Abstract

Maxmin-$\omega$ dynamical systems were previously introduced as a generalization of dynamical systems expressed by tropical linear algebra. To describe steady states of such systems one has to study an eigenproblem of the form $A\otimes_{\omega} x=\lambda+x$ where $\otimes_{\omega}$ is the maxmin-$\omega$ matrix-vector multiplication. This eigenproblem can be viewed in more general framework of nonlinear Perron-Frobenius theory. However, instead of studying such eigenspaces directly we develop a different approach: over-approximation by zones. These are traditionally convex sets of special kind which proved to be highly useful in computer science and also relevant in tropical convexity. We first construct a sequence of zones over-approximating a maxmin-$\omega$ eigenspace. Next, the limit of this sequence is refined in a heuristic procedure, which yields a refined zone and also the eigenvalue $\lambda$ with a high success rate. Based on the numerical experiments, in successful cases there is a column of the difference bound matrix (DBM) representation of the refined zone which yields an eigenvector.<br />Comment: 21 pages

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.2407.16778
Document Type :
Working Paper