Least-square approach for singular value decompositions of scattering problems
arXiv:2205.10087 · doi:10.1103/PhysRevC.106.024320
Abstract
It was recently observed that chiral two-body interactions can be efficiently represented using matrix factorization techniques such as the singular value decomposition. However, the exploitation of these low-rank structures in a few- or many-body framework is nontrivial and requires reformulations that explicitly utilize the decomposition format. In this work, we present a general least-square approach that is applicable to different few- and many-body frameworks and allows for an efficient reduction to a low number of singular values in the least-square iteration. We verify the feasibility of the least-square approach by solving the Lippmann-Schwinger equation in factorized form. The resulting low-rank approximations of the matrix are found to fully capture scattering observables. Potential applications of the least-square approach to other frameworks with the goal of employing tensor factorization techniques are discussed.
8 pages, 4 figures, 1 table, version accepted at Phys. Rev. C
References in corpus (26)
- The density-matrix renormalization group in the age of matrix product states
- Chiral effective field theory and nuclear forces
- Improved nuclear matter calculations from chiral low-momentum interactions
- Accurate nuclear radii and binding energies from a chiral interaction
- Improved chiral nucleon-nucleon potential up to next-to-next-to-next-to-leading order
- The Density Matrix Renormalization Group in Chemistry and Molecular Physics: Recent Developments and New Challenges
- Ab initio predictions link the neutron skin of Pb to nuclear forces
- Importance Truncation for Large-Scale Configuration Interaction Approaches
- Converged ab initio calculations of heavy nuclei
- Three-nucleon forces and spectroscopy of neutron-rich calcium isotopes
- Microscopically-based energy density functionals for nuclei using the density matrix expansion: Implementation and pre-optimization
- Angular-momentum projection in coupled-cluster theory: structure of Mg
- In-medium similarity renormalization group with three-body operators
- Multi-reference many-body perturbation theory for nuclei III -- Ab initio calculations at second order in PGCM-PT
- Rank-reduced coupled-cluster III. Tensor hypercontraction of the doubles amplitudes
- Combining the in-medium similarity renormalization group with the density matrix renormalization group: Shell structure and information entropy
- Density matrix renormalization group and wave function factorization for nuclei
- Pre-processing the nuclear many-body problem: Importance truncation versus tensor factorization techniques
- Deformed in-medium similarity renormalization group
- Gorkov algebraic diagrammatic construction formalism at third order
- Natural orbitals for the ab initio no-core configuration interaction approach
- Low-rank matrix decompositions for ab initio nuclear structure
- Importance truncation in non-perturbative many-body techniques
- Importance truncation for the in-medium similarity renormalization group
- Model space truncation in shell-model fits
- Sensitivity analysis of random two-body interactions