A literature survey of low‐rank tensor approximation techniques

L Grasedyck, D Kressner, C Tobler - GAMM‐Mitteilungen, 2013 - Wiley Online Library
During the last years, low‐rank tensor approximation has been established as a new tool in
scientific computing to address large‐scale linear and multilinear algebra problems, which …

Low-rank solution to an optimization problem constrained by the Navier--Stokes equations

S Dolgov, M Stoll - SIAM Journal on Scientific Computing, 2017 - SIAM
The numerical solution of PDE-constrained optimization problems subject to the
nonstationary Navier--Stokes equation is a challenging task. While space-time approaches …

Matrix equation techniques for certain evolutionary partial differential equations

D Palitta - Journal of Scientific Computing, 2021 - Springer
We show that the discrete operator stemming from time-space discretization of evolutionary
partial differential equations can be represented in terms of a single Sylvester matrix …

The quadratic-quadratic regulator problem: Approximating feedback controls for quadratic-in-state nonlinear systems

J Borggaard, L Zietsman - 2020 American Control Conference …, 2020 - ieeexplore.ieee.org
Feedback control problems involving autonomous quadratic systems are prevalent, yet very
few software tools are available for approximating their solution. This paper represents a …

Robust alternating direction implicit solver in quantized tensor formats for a three-dimensional elliptic PDE

M Rakhuba - SIAM Journal on Scientific Computing, 2021 - SIAM
The aim of this paper is to propose a robust numerical solver, which is capable of efficiently
solving a three-dimensional elliptic problem in a data-sparse quantized tensor format. In …

Tensor-train format solution with preconditioned iterative method for high dimensional time-dependent space-fractional diffusion equations with error analysis

LK Chou, SL Lei - Journal of Scientific Computing, 2019 - Springer
In this paper, a first order implicit finite difference scheme with Krylov subspace linear system
solver is employed to solving time-dependent space-fractional diffusion equations in high …

An error analysis of Galerkin projection methods for linear systems with tensor product structure

B Beckermann, D Kressner, C Tobler - SIAM Journal on Numerical Analysis, 2013 - SIAM
Recent results on the convergence of a Galerkin projection method for the Sylvester
equation are extended to more general linear systems with tensor product structure. In the …

Fast Algorithms for High Dimensional Time-Space Fractional Differential Equations

YC Huang - 2020 - search.proquest.com
Over the last decades, fractional differential equations interested researchers by their
capability for modelling anomalous diffusion processes of either sub diffusion or super …

Tensor-Train format numerical solution for high dimensional fractional partial differential equations with error analysis

LK Chou - 2020 - search.proquest.com
Over the last decades, fractional partial differential equations (FPDEs) have been
recognized of providing adequate information about anomalous diffusion phenomena. In …

[PDF][PDF] Robust solver in a quantized tensor format for three-dimensional elliptic problems

M Rakhuba - SAM Research Report, 2019 - sam.math.ethz.ch
The aim of this paper is to propose a robust numerical solver, which is capable of efficiently
solving a three-dimensional elliptic problem in a data-sparse quantized tensor format. In …