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NuLattice: Ab initio computations of atomic nuclei on lattices

M. Rothman, B. Johnson-Toth, G. Hagen, M. Heinz, T. Papenbrock

TL;DR

NuLattice introduces a Python-based toolkit for ab initio nuclear structure calculations on spatial lattices, employing Hartree-Fock, CCSD, IMSRG(2), and full configuration interaction with leading-order pion-less EFT interactions. By embedding the problem on a lattice, the code exploits sparsity and locality to keep data and computations tractable on standard hardware, enabling detailed studies of light nuclei such as $^2$H, $^3$He, $^4$He, $^8$Be, $^{12}$C, and $^{16}$O. The results show that Hartree-Fock and CCS capture most of the binding energy for compact nuclei, while heavier nuclei composed of multiple $\ ext{\alpha}$ particles are not bound within this LO framework, highlighting the need for finite-range or chiral interactions for binding beyond $ ext{alpha}$ clusters. The package is modular, open-source, and demonstrated through extensive benchmarks and educational use, with clear paths toward future extensions (finite-range interactions, excited states, sparse IMSRG) to broaden applicability and accuracy.

Abstract

We introduce NuLattice, a Python software package for ab initio computations of atomic nuclei on lattices. The computational tools consist of Hartree Fock, the coupled cluster method, the in-medium similarity renormalization group, and full configuration interaction. At present, the employed interactions are from pion-less effective field theory at leading order and consist of two-body and three-body contacts. We present results for light nuclei $^{2}$H, $^{3,4}$He, $^{8}$Be, $^{12}$C, and $^{16}$O. NuLattice algorithms exploit the sparsity and locality of lattice interactions, and as a result computations can be run on laptops.

NuLattice: Ab initio computations of atomic nuclei on lattices

TL;DR

NuLattice introduces a Python-based toolkit for ab initio nuclear structure calculations on spatial lattices, employing Hartree-Fock, CCSD, IMSRG(2), and full configuration interaction with leading-order pion-less EFT interactions. By embedding the problem on a lattice, the code exploits sparsity and locality to keep data and computations tractable on standard hardware, enabling detailed studies of light nuclei such as H, He, He, Be, C, and O. The results show that Hartree-Fock and CCS capture most of the binding energy for compact nuclei, while heavier nuclei composed of multiple particles are not bound within this LO framework, highlighting the need for finite-range or chiral interactions for binding beyond clusters. The package is modular, open-source, and demonstrated through extensive benchmarks and educational use, with clear paths toward future extensions (finite-range interactions, excited states, sparse IMSRG) to broaden applicability and accuracy.

Abstract

We introduce NuLattice, a Python software package for ab initio computations of atomic nuclei on lattices. The computational tools consist of Hartree Fock, the coupled cluster method, the in-medium similarity renormalization group, and full configuration interaction. At present, the employed interactions are from pion-less effective field theory at leading order and consist of two-body and three-body contacts. We present results for light nuclei H, He, Be, C, and O. NuLattice algorithms exploit the sparsity and locality of lattice interactions, and as a result computations can be run on laptops.

Paper Structure

This paper contains 23 sections, 29 equations, 5 figures, 5 tables.

Figures (5)

  • Figure 1: Ground-state energy of $^2$H as a function of the lattice size $L$ for a spacing $a=2$ fm, computed via coupled-cluster with singles (CCS) and coupled-cluster with singles and doubles (CCSD), which yields the same result as full configuration interaction (FCI). The energy of the reference state is $E_{\rm ref}$.
  • Figure 2: Ground-state energy of $^4$He on a lattice with $L=4$ and $a=2.5$ fm, as a function of the three-body strength $w$, from coupled cluster with singles (CCS), coupled cluster with singles and doubles (CCSD), Hartree Fock (HF), and compared to full configuration interaction (FCI). The energy of the reference state is $E_{\rm ref}$. The vertical dashed line marks the physical point.
  • Figure 3: Absolute ratio of the missing energy $E_{\rm FCI}-E$ and the correlation energy $E_{\rm FCI}-E_{\rm ref}$ in computations of $^4$He on a lattice with $L=4$ and $a=2.5$ fm, as a function of the three-body strengths $w$, from coupled cluster with singles (CCS), coupled cluster with singles and doubles (CCSD), and Hartree Fock (HF). The vertical dashed line marks the physical point.
  • Figure 4: Ground state energy per nucleon for $^4$He, $^8$Be, $^{12}$C, and $^{16}$O for three difference lattice spacings done with a lattice size $L=5$, computed with coupled cluster with singles and doubles.
  • Figure 5: Ground-state energies of $^8$Be, $^{12}$C, and $^{16}$O as a function of lattice size $L$ for the spacing $a=2$ fm, computed with Hartree Fock (HF), coupled cluster with singles and doubles (CCSD) based on a lattice reference state, and IMSRG(2) based on a Hartree-Fock reference state.