Title :
A bisection algorithm for the mixed /spl mu/ upper bound and its supremum
Author :
Fransson, Carl-Magnus ; Saunders, Michael A.
Author_Institution :
Dept. of Signals & Syst., Chalmers Univ. of Technol., Goteborg, Sweden
fDate :
June 30 2004-July 2 2004
Abstract :
A new approach to computing the mixed /spl mu/ upper bound (v) is presented. The method exploits the fact that a positive definite matrix V(/spl alpha/) becomes singular when the scalar parameter a decreases to a critical value for a given frequency. A two-level optimization strategy is used with a bisection algorithm branching on the definiteness of V in an outer loop, and a semi-definite programming (SDP) problem is formulated in an inner loop. Three different formulations are posed for the inner loop. The first uses a feasibility formulation (no objective function) with a constraint V/spl ges/0, which tends to make V singular if possible. The second introduces an additional variable that makes the SDP feasible at all times. In the third formulation, the trace of V is minimized with the constraint V /spl ges/0, which tends to minimize the rank of V and hence make V singular. The method is applied to a distillation column benchmark problem. Although it is computationally more expensive than existing methods when computing v for a single frequency, it is a conceptually simple method that can be efficient when computing the supremum of v with respect to frequency.
Keywords :
control system analysis; control system synthesis; linear matrix inequalities; optimisation; uncertain systems; bisection algorithm; distillation column benchmark problem; linear matrix inequalities; positive definite matrix; rank minimization; semidefinite programming; supremum;
Conference_Titel :
American Control Conference, 2004. Proceedings of the 2004
Conference_Location :
Boston, MA, USA
Print_ISBN :
0-7803-8335-4