Model order reduction for linear and nonlinear systems: a system-theoretic perspective

U Baur, P Benner, L Feng - Archives of Computational Methods in …, 2014 - Springer
In the past decades, Model Order Reduction (MOR) has demonstrated its robustness and
wide applicability for simulating large-scale mathematical models in engineering and the …

Numerical solution of large and sparse continuous time algebraic matrix Riccati and Lyapunov equations: a state of the art survey

P Benner, J Saak - GAMM‐Mitteilungen, 2013 - Wiley Online Library
Efficient numerical algorithms for the solution of large and sparse matrix Riccati and
Lyapunov equations based on the low rank alternating directions implicit (ADI) iteration have …

Computational methods for linear matrix equations

V Simoncini - siam REVIEW, 2016 - SIAM
Given the square matrices A,B,D,E and the matrix C of conforming dimensions, we consider
the linear matrix equation A\mathbfXE+D\mathbfXB=C in the unknown matrix \mathbfX. Our …

[BOEK][B] Hierarchical matrices: algorithms and analysis

W Hackbusch - 2015 - Springer
Usually one avoids numerical algorithms involving operations with large, fully populated
matrices. Instead one tries to reduce all algorithms to matrix-vector multiplications involving …

[BOEK][B] Tensor spaces and numerical tensor calculus

W Hackbusch - 2012 - Springer
Large-scale problems have always been a challenge for numerical computations. An
example is the treatment of fully populated n× n matrices when n2 is close to or beyond the …

[BOEK][B] Iterative solution of large sparse systems of equations

W Hackbusch - 1994 - Springer
The numerical treatment of partial differential equations splits into two different parts. The
first part are the discretisation methods and their analysis. This led to the author's …

Isogeometric preconditioners based on fast solvers for the Sylvester equation

G Sangalli, M Tani - SIAM Journal on Scientific Computing, 2016 - SIAM
We consider large linear systems arising from the isogeometric discretization of the Poisson
problem on a single-patch domain. The numerical solution of such systems is considered a …

Tensor numerical methods for multidimensional PDEs: theoretical analysis and initial applications

BN Khoromskij - ESAIM: Proceedings and Surveys, 2015 - esaim-proc.org
We present a brief survey on the modern tensor numerical methods for multidimensional
stationary and time-dependent partial differential equations (PDEs). The guiding principle of …

Numerical tensor calculus

W Hackbusch - Acta numerica, 2014 - cambridge.org
The usual large-scale discretizations are applied to two or three spatial dimensions. The
standard methods fail for higher dimensions because the data size increases exponentially …

A low-rank in time approach to PDE-constrained optimization

M Stoll, T Breiten - SIAM Journal on Scientific Computing, 2015 - SIAM
The solution of time-dependent PDE-constrained optimization problems is a challenging
task in numerical analysis and applied mathematics. All-at-once discretizations and …