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Fitting high-dimensional potential energy surface using active subspace and tensor train (AS+TT) method.

Authors :
Baranov, Vitaly
Oseledets, Ivan
Source :
Journal of Chemical Physics; 2015, Vol. 143 Issue 17, p1-5, 5p, 4 Charts, 1 Graph
Publication Year :
2015

Abstract

This paper is the first application of the tensor-train (TT) cross approximation procedure for potential energy surface fitting. In order to reduce the complexity, we combine the TT-approach with another technique recently introduced in the field of numerical analysis: an affine transformation of Cartesian coordinates into the active subspaces where the PES function has the most variability. The numerical experiments for the water molecule and for the nitrous acid molecule confirm the efficiency of this approach. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00219606
Volume :
143
Issue :
17
Database :
Complementary Index
Journal :
Journal of Chemical Physics
Publication Type :
Academic Journal
Accession number :
110874728
Full Text :
https://doi.org/10.1063/1.4935017