Mathematics of Operations Research
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MATHEMATICS OF OPERATIONS RESEARCH
Vol. 28, No. 3, August 2003, pp. 497-523
DOI: 10.1287/moor.28.3.497.16392
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Extended Matrix Cube Theorems with Applications to µ-Theory in Control

Aharon Ben-Tal, Arkadi Nemirovski, Cornelis Roos

Faculty of Industrial Engineering and Management, Technion, Israel Institute of Technology, Technion City, Haifa 32000, Israel
Faculty of Industrial Engineering and Management, Technion, Israel Institute of Technology, Technion City, Haifa 32000, Israel
Faculty of Information Technology and Systems, Delft University of Technology, Mekelweg 4, 2628 CD Delft, The Netherlands

abental{at}ie.technion.ac.il
nemirovs{at}ie.technion.ac.il
c.roos{at}its.tudelft.nl

In this paper, we study semi-infinite systems of Linear Matrix Inequalities which are generically NP-hard. For these systems, we introduce computationally tractable approximations and derive quantitative guarantees of their quality. As applications, we discuss the problem of maximizing a Hermitian quadratic form over the complex unit cube and the problem of bounding the complex structured singular value. With the help of our complex Matrix Cube Theorem we demonstrate that the standard scaling upper bound on µ(M) is a tight upper bound on the largest level of structured perturbations of the matrix M for which all perturbed matrices share a common Lyapunov certificate for the (discrete time) stability.

Key Words: LMI; semi-infinite system; approximation
History: Received: November 6, 2001; revision received: January 13, 2003;


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A. Ben-Tal and A. Nemirovski
On Safe Tractable Approximations of Chance-Constrained Linear Matrix Inequalities
Mathematics of Operations Research, February 1, 2009; 34(1): 1 - 25.
[Abstract] [PDF]




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