Title :
Nonlinear parametric optimization using cylindrical algebraic decomposition
Author :
Fotiou, Ioannis A. ; Parrilo, Pablo A. ; Morari, Manfred
Author_Institution :
Automatic Control Laboratory, Swiss Federal Institute of Technology, CH-8092 Zurich, Switzerland. Email: fotiou@control.ee.ethz.ch
Abstract :
In this paper, a new method is presented for optimization of parametric families of polynomial functions subject to polynomial constraints. The method is based on cylindrical algebraic decomposition (CAD). Given the polynomial objective and constraints, the method constructs the corresponding CAD offline, extracting in advance all the relevant structural information. Then, given the parameter value, an online procedure uses the precomputed information to efficiently evaluate the optimal solution of the original optimization problem. The method is very general and can be applied to a broad range of problems.
Keywords :
Automatic control; Constraint optimization; Data mining; Electrical equipment industry; Nonlinear control systems; Optimal control; Polynomials; Predictive control; Predictive models; Quadratic programming;
Conference_Titel :
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN :
0-7803-9567-0
DOI :
10.1109/CDC.2005.1582743