Fast singular value decay for Lyapunov solutions with nonnormal coefficients
Numerical Analysis
2015-02-02 v2 Optimization and Control
Spectral Theory
Abstract
Lyapunov equations with low-rank right-hand sides often have solutions whose singular values decay rapidly, enabling iterative methods that produce low-rank approximate solutions. All previously known bounds on this decay involve quantities that depend quadratically on the departure of the coefficient matrix from normality: these bounds suggest that the larger the departure from normality, the slower the singular values will decay. We show this is only true up to a threshold, beyond which a larger departure from normality can actually correspond to faster decay of singular values: if the singular values decay slowly, the numerical range cannot extend far into the right-half plane.
Cite
@article{arxiv.1410.8741,
title = {Fast singular value decay for Lyapunov solutions with nonnormal coefficients},
author = {Jonathan Baker and Mark Embree and John Sabino},
journal= {arXiv preprint arXiv:1410.8741},
year = {2015}
}