Randomized low-rank decompositions of nuclear three-body interactions
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 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 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. Published by the American Physical Society 2024
Authors
- M. Heinz (ORCID: https://orcid.org/0000-0002-6363-0056)
- P. Arthuis (ORCID: https://orcid.org/0000-0002-7073-9340)
- Jens Hoppe (ORCID: https://orcid.org/0000-0003-0723-7724)
- L. Zurek (ORCID: https://orcid.org/0000-0003-0763-7613)
- A. Tichai (ORCID: https://orcid.org/0000-0002-0618-0685)
- A. Schwenk (ORCID: https://orcid.org/0000-0001-8027-4076)
- K. Hebeler (ORCID: https://orcid.org/0000-0003-0640-1801)
- T. Miyagi
Institutions
- GSI Helmholtz Centre for Heavy Ion Research (DE)
- Technische Universität Darmstadt (DE)
- Max Planck Institute for Nuclear Physics (DE)
Publication Details
- Journal
- Physical Review Research
- Published
- 2024-12-31
- DOI
- https://doi.org/10.1103/physrevresearch.6.043331
- Citations
- 1
- Primary Topic
- Particle physics theoretical and experimental studies
- Type
- article
- Field-Weighted Citation Impact
- 0.66
Funders
- European Commission
- Deutsche Forschungsgemeinschaft
- Bundesministerium für Bildung und Forschung
- Gauss Centre for Supercomputing
- H2020 European Research Council