Taylor-mode automatic differentiation for constructing molecular rovibrational Hamiltonian operators

A Andrey Yachmenev (Institute for Theoretical Chemistry, University of Stuttgart , Pfaffenwaldring 55, 70569 Stuttgart,) E Emil Vogt (Center for Free-Electron Laser Science CFEL, Deutsches Elektronen-Synchrotron DESY 2 , Notkestr. 85, 22607 Hamburg,) Álvaro Fernández Corral (Center for Free-Electron Laser Science CFEL, Deutsches Elektronen-Synchrotron DESY 1 , Notkestr. 85, 22607 Hamburg,) Y Yahya Saleh (Center for Free-Electron Laser Science CFEL, Deutsches Elektronen-Synchrotron DESY 1 , Notkestr. 85, 22607 Hamburg,)

Abstract

We present an automated framework for constructing Taylor series expansions of rovibrational kinetic and potential energy operators for arbitrary molecules, internal coordinate systems, and molecular frame embedding conditions. Expressing operators in a sum-of-products form allows for computationally efficient evaluations of matrix elements in product basis sets. Our approach uses automatic differentiation tools from the Python machine learning ecosystem, particularly the JAX library, to efficiently and accurately generate high-order Taylor expansions of rovibrational operators. The implementation is available at https://github.com/robochimps/vibrojet.

Article Details

Volume / Issue Vol. 163, Issue 7
Published August 21, 2025
ISSN 0021-9606
Publisher American Institute of Physics

Journal Info

The Journal of Chemical Physics

American Institute of Physics

ISSN: 0021-9606 Physical Sciences

Authors (4)

A

Andrey Yachmenev

Institute for Theoretical Chemistry, University of Stuttgart , Pfaffenwaldring 55, 70569 Stuttgart,

E

Emil Vogt

Center for Free-Electron Laser Science CFEL, Deutsches Elektronen-Synchrotron DESY 2 , Notkestr. 85, 22607 Hamburg,

Álvaro Fernández Corral

Center for Free-Electron Laser Science CFEL, Deutsches Elektronen-Synchrotron DESY 1 , Notkestr. 85, 22607 Hamburg,

Y

Yahya Saleh

Center for Free-Electron Laser Science CFEL, Deutsches Elektronen-Synchrotron DESY 1 , Notkestr. 85, 22607 Hamburg,