Robust Stability and Contraction Analysis of Nonlinear Systems Via Semidefinite Optimization
Author | : Erin M. Aylward |
Publisher | : |
Total Pages | : 110 |
Release | : 2006 |
ISBN-10 | : OCLC:143987212 |
ISBN-13 | : |
Rating | : 4/5 ( Downloads) |
Download or read book Robust Stability and Contraction Analysis of Nonlinear Systems Via Semidefinite Optimization written by Erin M. Aylward and published by . This book was released on 2006 with total page 110 pages. Available in PDF, EPUB and Kindle. Book excerpt: A wide variety of stability and performance problems for linear and certain classes of nonlinear dynamical systems can be formulated as convex optimization problems involving linear matrix inequalities (LMIs). These formulations can be solved numerically with computationally-effcient interior-point methods. Many of the first LMI-based stability formulations applied to linear systems and the class of nonlinear systems representable as an interconnection of a linear system with bounded uncertainty blocks. Recently, stability and performance analyses of more general nonlinear deterministic systems, namely those with polynomial or rational dynamics, have been converted into an LMI framework using sum of squares (SOS) programming. SOS programming combines elements of computational algebra and convex optimization to provide e±cient convex relaxations for various computationally-hard problems. In this thesis we extend the class of systems that can be analyzed with LMI-based methods.