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Communications on Pure and Applied Mathematics
Article . 2006 . Peer-reviewed
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Article . 2007
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https://dx.doi.org/10.48550/ar...
Article . 2003
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Linear matrix inequality representation of sets

Authors: Helton, J. William; Vinnikov, Victor;

Linear matrix inequality representation of sets

Abstract

AbstractThis article concerns the question, Which subsets of ℝm can be represented with linear matrix inequalities (LMIs)? This gives some perspective on the scope and limitations of one of the most powerful techniques commonly used in control theory. Also, before having much hope of representing engineering problems as LMIs by automatic methods, one needs a good idea of which problems can and cannot be represented by LMIs. Little is currently known about such problems. In this article we give a necessary condition that we call “rigid convexity,” which must hold for a set 𝒞 ⊆ ℝm in order for 𝒞 to have an LMI representation. Rigid convexity is proved to be necessary and sufficient when m = 2. This settles a question formally stated by Pablo Parrilo and Berndt Sturmfels in [15]. As shown by Lewis, Parillo, and Ramana [11], our main result also establishes (in the case of three variables) a 1958 conjecture by Peter Lax on hyperbolic polynomials. © 2006 Wiley Periodicals, Inc.

Keywords

control heory, Mathematics - Algebraic Geometry, Miscellaneous inequalities involving matrices, Optimization and Control (math.OC), rigid convexity, FOS: Mathematics, linear matrix inequalities, Mathematics - Optimization and Control, Algebraic Geometry (math.AG)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
213
Top 1%
Top 1%
Top 10%
Green
bronze