Low-rank updates and a divide-and-conquer method for linear matrix equations

D Kressner, S Massei, L Robol - SIAM Journal on Scientific Computing, 2019 - SIAM
Linear matrix equations, such as the Sylvester and Lyapunov equations, play an important
role in various applications, including the stability analysis and dimensionality reduction of …

Transformation of optimal centralized controllers into near-globally optimal static distributed controllers

S Fattahi, G Fazelnia, J Lavaei… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
This paper is concerned with the optimal static distributed control problem for linear discrete-
time deterministic and stochastic systems. The objective is to design a stabilizing static …

Fast singular value decay for Lyapunov solutions with nonnormal coefficients

J Baker, M Embree, J Sabino - SIAM Journal on Matrix Analysis and …, 2015 - SIAM
Lyapunov equations with low-rank right-hand sides often have solutions whose singular
values decay rapidly, enabling iterative methods that produce low-rank approximate …

Singular value decay of operator-valued differential Lyapunov and Riccati equations

T Stillfjord - SIAM Journal on Control and Optimization, 2018 - SIAM
We consider operator-valued differential Lyapunov and Riccati equations, where the
operators B and C may be relatively unbounded with respect to A (in the standard notation) …

Truncated LSQR for matrix least squares problems

L Piccinini, V Simoncini - Computational Optimization and Applications, 2024 - Springer
Truncated LSQR for matrix least squares problems | Computational Optimization and
Applications Skip to main content Advertisement Springer Nature Link Account Menu Find a …

[HTML][HTML] On low-rank approximability of solutions to high-dimensional operator equations and eigenvalue problems

D Kressner, A Uschmajew - Linear Algebra and its Applications, 2016 - Elsevier
Low-rank tensor approximation techniques attempt to mitigate the overwhelming complexity
of linear algebra tasks arising from high-dimensional applications. In this work, we study the …

[PDF][PDF] Balancing-related model reduction methods

T Breiten, T Stykel - System-and Data-Driven Methods and …, 2021 - library.oapen.org
This chapter provides an introduction to the concept of system balancing. An overview of the
historical development is given, and application areas for balancing-based model reduction …

On the approximability of Koopman-based operator Lyapunov equations

T Breiten, B Höveler - SIAM Journal on Control and Optimization, 2023 - SIAM
Lyapunov functions play a vital role in the context of control theory for nonlinear dynamical
systems. Besides their classical use for stability analysis, Lyapunov functions also arise in …

Decay of singular values of the Gramians of infinite-dimensional systems

MR Opmeer - 2015 European Control Conference (ECC), 2015 - ieeexplore.ieee.org
We show that the Gramians of a control system with an analytic semigroup, control and
observation operators that are not too unbounded and which have finite-dimensional input …

Sparsity preserving optimal control of discretized PDE systems

A Haber, M Verhaegen - Computer Methods in Applied Mechanics and …, 2018 - Elsevier
We focus on the problem of optimal control of large-scale systems whose models are
obtained by discretization of partial differential equations using the Finite Element (FE) or …