24–28 Jul 2023
MPI-FKF
Europe/Berlin timezone

Quantics Tensor Cross Interpolation for High-Resolution, Parsimonious Representations of Multivariate Functions in Physics and Beyond

24 Jul 2023, 16:45
2h 45m
2D5 (MPI-FKF)

2D5

MPI-FKF

Contributed Poster Poster Session

Speaker

Marc Ritter (Ludwig-Maximilians-Universität München)

Description

Multivariate functions of continuous variables arise in countless branches of science. Numerical computations with such functions typically involve a compromise between two contrary desiderata: accurate resolution of the functional dependence, versus parsimonious memory usage. Recently, two promising strategies have emerged for satisfying both requirements: (i) The quantics representation, which expresses functions as multi-index tensors, with each index representing one bit of a binary encoding of one of the variables; and (ii) tensor cross interpolation (TCI), which, if applicable, yields parsimonious interpolations for multi-index tensors. Here, we present a strategy, quantics TCI (QTCI), which combines the advantages of both schemes. We illustrate its potential with an application from condensed matter physics: the computation of Brillouin zone integrals.

Primary authors

Marc Ritter (Ludwig-Maximilians-Universität München) Dr Yuriel Nuñez Fernández (Université Grenoble Alpes, CEA, Grenoble INP, IRIG, Pheliqs) Markus Wallerberger (TU Wien) Prof. Jan von Delft (Arnold Sommerfeld Center for Theoretical Physics, Center for NanoScience, and Munich Center for Quantum Science and Technology) Prof. Hiroshi Shinaoka (Saitama University) Prof. Xavier Waintal (Université Grenoble Alpes, CEA, Grenoble INP, IRIG, Pheliqs)

Presentation materials

There are no materials yet.