학술논문
Randomized Low-Rank Decompositions of Nuclear Three-Body Interactions
Document Type
Working Paper
Author
Source
Phys. Rev. Research 6, 043331 (2024)
Subject
Language
Abstract
First-principles simulations of many-fermion systems are commonly limited by the computational requirements of processing large data objects. As a remedy, we propose the use of low-rank approximations of three-body interactions, which are the dominant such limitation in nuclear physics. We introduce a novel randomized decomposition technique to handle the excessively large matrix dimensions and study the sensitivity of low-rank properties to interaction details. The developed low-rank three-nucleon interactions are benchmarked in ab initio simulations of few- and many-body systems. Exploiting low-rank properties provides a promising route to extend the microscopic description of atomic nuclei to large systems where storage requirements exceed the computational capacities of the most advanced high-performance computing facilities.
Comment: 7 pages, 4 figures, version published at Physical Review Research
Comment: 7 pages, 4 figures, version published at Physical Review Research