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Distance to the nearest stable Metzler matrix
- Source :
- CDC
- Publication Year :
- 2017
- Publisher :
- IEEE, 2017.
-
Abstract
- This paper considers the non-convex problem of finding the nearest Metzler matrix to a given possibly unstable matrix. Linear systems whose state vector evolves according to a Metzler matrix have many desirable properties in analysis and control with regard to scalability. This motivates the question, how close (in the Frobenius norm of coefficients) to the nearest Metzler matrix are we? Dropping the Metzler constraint, this problem has recently been studied using the theory of dissipative Hamiltonian (DH) systems, which provide a helpful characterization of the feasible set of stable matrices. This work uses the DH theory to provide a block coordinate descent algorithm consisting of a quadratic program with favourable structural properties and a semidefinite program for which recent diagonal dominance results can be used to improve tractability.<br />To Appear in Proc. of 56th IEEE CDC
- Subjects :
- 0209 industrial biotechnology
Linear system
Feasible region
Matrix norm
MathematicsofComputing_NUMERICALANALYSIS
State vector
010103 numerical & computational mathematics
02 engineering and technology
Systems and Control (eess.SY)
Metzler matrix
01 natural sciences
Matrix (mathematics)
020901 industrial engineering & automation
Optimization and Control (math.OC)
FOS: Mathematics
FOS: Electrical engineering, electronic engineering, information engineering
Applied mathematics
Computer Science - Systems and Control
0101 mathematics
Coordinate descent
Mathematics - Optimization and Control
Mathematics
Diagonally dominant matrix
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- CDC
- Accession number :
- edsair.doi.dedup.....c7bcde2b1146697e2537c7c2ede9b2a3