Pre-processing the nuclear many-body problem: Importance truncation versus tensor factorization techniques
arXiv:1902.09043 · doi:10.1140/epja/i2019-12758-6
Abstract
The solution of the nuclear A-body problem encounters severe limitations from the size of many-body operators. These limitations are typically related to both the (iterative) storing of the associated tensors and to the computational time related to their multiple contractions in the calculation of various quantities of interest. However, not all the degrees of freedom encapsulated into these tensors equally contribute to the description of many-body observables. Identifying systematic and dominating patterns, a relevant objective is to achieve an \emph{a priori} reduction to the most relevant degrees of freedom via a pre-processing of the A-body problem. The present paper is dedicated to the analysis of two different paradigms to do so. The factorization of tensors in terms of lower-rank ones, whose know-how has been recently transferred to the realm of nuclear structure, is compared to a reduction of the tensors' index size based on an importance truncation. While the objective is to eventually utilize these pre-processing tools in the context of non-perturbative many-body methods, benchmark calculations are presently performed within the frame of perturbation theory. More specifically, we employ the recently introduced Bogoliubov many-body perturbation theory that is systematically applicable to open-shell nuclei displaying strong correlations. This extended perturbation theory serves as a jumpstart for non-perturbative Bogoliubov coupled cluster and Gorkov self-consistent Green's function theories. Results obtained in "small" model spaces are equally encouraging for tensor factorization and importance truncation techniques. While the former requires significant numerical developments to be applied in large model spaces, the latter is presently applied in this context and demonstrates great potential to enable high-accuracy calculations at a much reduced computational cost.
23 pages, 18 figures, 3 tables
References in corpus (14)
- The density-matrix renormalization group in the age of matrix product states
- Matrix Product States, Projected Entangled Pair States, and variational renormalization group methods for quantum spin systems
- Similarity Renormalization Group for Nucleon-Nucleon Interactions
- Local three-nucleon interaction from chiral effective field theory
- Importance Truncation for Large-Scale Configuration Interaction Approaches
- Corrections to nuclear energies and radii in finite oscillator spaces
- Quasiparticle Coupled Cluster Theory for Pairing Interactions
- Ab initio Bogoliubov coupled cluster theory for open-shell nuclei
- Infrared length scale and extrapolations for the no-core shell model
- Unitary Correlation Operator Method and Similarity Renormalization Group: Connections and Differences
- Symmetry broken and restored coupled-cluster theory I. Rotational symmetry and angular momentum
- The Unitary Correlation Operator Method from a Similarity Renormalization Group Perspective
- Spectra of Open-Shell Nuclei with Padé-Resummed Degenerate Perturbation Theory
- Ab initio coupled-cluster and configuration interaction calculations for 16-O using V_UCOM