Lifting Sylvester equations: singular value decay for non-normal coefficients

08/22/2023
by   Raphaël Clouâtre, et al.
0

We aim to find conditions on two Hilbert space operators A and B under which the expression AX-XB having low rank forces the operator X itself to admit a good low rank approximation. It is known that this can be achieved when A and B are normal and have well-separated spectra. In this paper, we relax this normality condition, using the idea of operator dilations. The basic problem then becomes the lifting of Sylvester equations, which is reminiscent of the classical commutant lifting theorem and its variations. Our approach also allows us to show that the (factored) alternating direction implicit method for solving Sylvester equaftions AX-XB=C does not require too many iterations, even without requiring A to be normal.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
12/06/2014

Generalized Singular Value Thresholding

This work studies the Generalized Singular Value Thresholding (GSVT) ope...
research
07/07/2022

Kronecker Product Approximation of Operators in Spectral Norm via Alternating SDP

The decomposition or approximation of a linear operator on a matrix spac...
research
07/26/2020

Best low-rank approximations and Kolmogorov n-widths

We relate the problem of best low-rank approximation in the spectral nor...
research
12/14/2019

Solving differential Riccati equations: A nonlinear space-time method using tensor trains

Differential algebraic Riccati equations are at the heart of many applic...
research
08/11/2023

A semi-implicit dynamical low-rank discontinuous Galerkin method for space homogeneous kinetic equations. Part I: emission and absorption

Dynamical low-rank approximation (DLRA) is an emerging tool for reducing...
research
05/24/2012

Linearized Alternating Direction Method with Adaptive Penalty and Warm Starts for Fast Solving Transform Invariant Low-Rank Textures

Transform Invariant Low-rank Textures (TILT) is a novel and powerful too...
research
11/01/2021

The degree of ill-posedness of composite linear ill-posed problems with focus on the impact of the non-compact Hausdorff moment operator

We consider compact composite linear operators in Hilbert space, where t...

Please sign up or login with your details

Forgot password? Click here to reset