Title :
An algebraic geometry approach to nonlinear parametric optimization in control
Author :
Fotiou, Ioannis A. ; Rostalski, Philipp ; Sturmfels, Bernd ; Morari, Manfred
Author_Institution :
Autom. Control Lab., ETH Zurich
Abstract :
We present a method for nonlinear parametric optimization based on algebraic geometry. The problem to be studied, which arises in optimal control, is to minimize a polynomial function with parameters subject to semialgebraic constraints. The method uses Grobner bases computation in conjunction with the eigenvalue method for solving systems of polynomial equations. In this way, certain companion matrices are constructed off-line. Then, given the parameter value, an on-line algorithm is used to efficiently obtain the optimizer of the original optimization problem in real time
Keywords :
eigenvalues and eigenfunctions; geometry; matrix algebra; nonlinear programming; optimal control; Grobner bases computation; algebraic geometry; eigenvalue; matrices; nonlinear parametric optimization; online algorithm; optimal control; polynomial equations; polynomial function; semialgebraic constraints; Constraint optimization; Eigenvalues and eigenfunctions; Geometry; Nonlinear control systems; Nonlinear equations; Optimal control; Optimization methods; Polynomials; Predictive control; Predictive models;
Conference_Titel :
American Control Conference, 2006
Conference_Location :
Minneapolis, MN
Print_ISBN :
1-4244-0209-3
Electronic_ISBN :
1-4244-0209-3
DOI :
10.1109/ACC.2006.1657280