{ "id": "1810.08419", "version": "v1", "published": "2018-10-19T09:31:33.000Z", "updated": "2018-10-19T09:31:33.000Z", "title": "Tensor-decomposition techniques for ab initio nuclear structure calculations. From chiral nuclear potentials to ground-state energies", "authors": [ "Alexander Tichai", "Roman Schutski", "Gustavo E. Scuseria", "Thomas Duguet" ], "comment": "16 pages, 13 figures, 1 table", "categories": [ "nucl-th", "physics.chem-ph", "physics.comp-ph" ], "abstract": "The impact of applying state-of-the-art tensor factorization techniques to modern nuclear Hamiltonians derived from chiral effective field theory is investigated. Subsequently, the error induced by the tensor decomposition of the input Hamiltonian on ground-state energies of closed-shell nuclei calculated via second-order many-body perturbation theory is benchmarked. With the aid of the factorized Hamiltonian, the second-order perturbative correction to ground-state energies is decomposed and the scaling properties of the underlying tensor network are discussed. The employed tensor formats are found to lead to an efficient data compression of two-body matrix elements of the nuclear Hamiltonian. In particular, the sophisticated \\emph{tensor hypercontraction} (THC) scheme yields low tensor ranks with respect to both harmonic-oscillator and Hartree-Fock single-particle bases. It is found that the tensor rank depends on the two-body total angular momentum $J$ for which one performs the decomposition, which is itself directly related to the sparsity the corresponding tensor. Furthermore, including normal-ordered two-body contributions originating from three-body interactions does not compromise the efficient data compression. Ultimately, the use of factorized matrix elements authorizes controlled approximations of the exact second-order ground-state energy corrections. In particular, a small enough error is obtained from low-rank factorizations in $^{4}$He, $^{16}$O and $^{40}$Ca.", "revisions": [ { "version": "v1", "updated": "2018-10-19T09:31:33.000Z" } ], "analyses": { "keywords": [ "ab initio nuclear structure calculations", "chiral nuclear potentials", "tensor-decomposition techniques", "second-order ground-state energy corrections", "state-of-the-art tensor factorization techniques" ], "note": { "typesetting": "TeX", "pages": 16, "language": "en", "license": "arXiv", "status": "editable" } } }