Title :
Semidefinite programming relaxations applied to determining upper bounds of C-numerical ranges
Author :
Tibken, Bernd ; Fan, Youping ; Glaser, Steffen J. ; Schulte-Herbrüggen, Thomas
Author_Institution :
Fac. of Electr., Inf. & Media Eng., Wuppertal Univ.
Abstract :
In this contribution the global optimal upper bounds of the C-numerical range of an arbitrary square matrix A is investigated. In general the geometry of the C-numerical range is quite complicated and can be yet only partially understood. However, quadratically constrained quadratic programs (QQPs), as an important modelling tool, are used to describe this optimization problem, where the quadratic constraints are in this case the unitary matrix condition U+U = I und its seemingly redundant unitary matrix condition UU+ = I. Generally the QQPs are NP-hard and numerically intractable. However the semidefinite programming (SDP) relaxations to the QQPs, based upon the Positivstellensatz, can be solved in a numerically stable way and then offer sharp approximate solutions to these optimization problems. Numerical results for some physical benchmark examples are presented which indicate that the proposed method yields at least competitive upper bounds of the C-numerical ranges in comparison with other methods
Keywords :
computational complexity; geometry; matrix algebra; quadratic programming; C-numerical ranges; NP-hard problem; Positivstellensatz; geometry; global optimal upper bounds; optimization; quadratic constraints; quadratic programming; semidefinite programming relaxations; square matrix; unitary matrix condition; Constraint optimization; Extraterrestrial measurements; Geometry; Gold; Hilbert space; Optimal control; Quantum mechanics; Spectroscopy; Symmetric matrices; Upper bound;
Conference_Titel :
Computer Aided Control System Design, 2006 IEEE International Conference on Control Applications, 2006 IEEE International Symposium on Intelligent Control, 2006 IEEE
Conference_Location :
Munich
Print_ISBN :
0-7803-9797-5
Electronic_ISBN :
0-7803-9797-5
DOI :
10.1109/CACSD-CCA-ISIC.2006.4777048