Singular value decay of operator-valued differential Lyapunov and Riccati equations
Abstract
We consider operator-valued differential Lyapunov and Riccati equations, where the operators and may be relatively unbounded with respect to (in the standard notation). In this setting, we prove that the singular values of the solutions decay fast under certain conditions. In fact, the decay is exponential in the negative square root if generates an analytic semigroup and the range of has finite dimension. This extends previous similar results for algebraic equations to the differential case. When the initial condition is zero, we also show that the singular values converge to zero as time goes to zero, with a certain rate that depends on the degree of unboundedness of . A fast decay of the singular values corresponds to a low numerical rank, which is a critical feature in large-scale applications. The results reported here provide a theoretical foundation for the observation that, in practice, a low-rank factorization usually exists.
Keywords
Cite
@article{arxiv.1804.02197,
title = {Singular value decay of operator-valued differential Lyapunov and Riccati equations},
author = {Tony Stillfjord},
journal= {arXiv preprint arXiv:1804.02197},
year = {2018}
}
Comments
Corrected some misconceptions, which lead to more general results (e.g. exponential stability is no longer required). Also fixed some off-by-one errors, improved the presentation, and added/extended several remarks on possible generalizations. Now 22 pages, 8 figures