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JOURNALS // Zhurnal Vychislitel'noi Matematiki i Matematicheskoi Fiziki // Archive

Zh. Vychisl. Mat. Mat. Fiz., 2020 Volume 60, Number 12, Pages 2177–2184 (Mi zvmmf11179)

Computer science

Building z-permuted matrices in the QTT format

L. B. Markeevaa, I. V. Tsybulinb

a Skolkovo Institute of Science and Technology, Moscow, 143026 Russia
b Yandex, Moscow, 119021 Russia

Abstract: The paper presents a method for building matrices in the QTT format, the columns and rows of which are reordered in a special way, by z-permutation. To obtain a matrix in this permutation, a new operation in the QTT (Quantized Tensor Train) format, z-kron, is introduced. This reordering allows one to reduce the QTT ranks of the approximation of the stiffness matrix, which makes it possible to accelerate the convergence of the numerical solution of the system. For example, when solving the Dirichlet problem for Poisson's equation by the finite element method (FEM), where the QTT format is used to store the coefficient matrix, reordering the rows and columns in a coefficients matrix with dimensions $n \times n$ , where $n=4^d$, makes it possible to prevent the exponential in $d$ growth of ranks.

Key words: low-rank tensor approximations, finite element method, z-permutation, z-kron, tensor train, quantized tensor train.

UDC: 519.632.4

Received: 27.07.2020
Revised: 27.07.2020
Accepted: 04.08.2020

DOI: 10.31857/S0044466920120091


 English version:
Computational Mathematics and Mathematical Physics, 2020, 60:12, 2108–2115

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© Steklov Math. Inst. of RAS, 2024