Litcius/Paper detail

Explicit Solutions and Stability Properties of Homogeneous Polynomial Dynamical Systems

Can Chen

2022IEEE Transactions on Automatic Control19 citationsDOI

Abstract

In this article, we provide a system-theoretic treatment of certain continuous-time homogeneous polynomial dynamical systems (HPDS) via tensor algebra. In particular, if a system of homogeneous polynomial differential equations can be represented by an orthogonally decomposable (odeco) tensor, we can construct its explicit solution by exploiting tensor Z-eigenvalues and Z-eigenvectors. We refer to such HPDS as odeco HPDS. By utilizing the form of the explicit solution, we are able to discuss the stability properties of an odeco HPDS. We illustrate that the Z-eigenvalues of the corresponding dynamic tensor can be used to establish necessary and sufficient stability conditions, similar to these from linear systems theory. In addition, we are able to obtain the complete solution to an odeco HPDS with constant control. Finally, we establish results that enable one to determine if a general HPDS can be transformed to or approximated by an odeco HPDS, where the previous results can be applied. We demonstrate our framework with simulated and real-world examples.

Topics & Concepts

HomogeneousStability (learning theory)Applied mathematicsMathematicsRouth–Hurwitz stability criterionDynamical systems theoryPolynomialControl theory (sociology)Homogeneous polynomialMathematical analysisComputer scienceMatrix polynomialControl (management)PhysicsArtificial intelligenceCombinatoricsQuantum mechanicsMachine learningTensor decomposition and applicationsNumerical methods for differential equationsPower System Optimization and Stability