Litcius/Paper detail

Applications of reduced-basis methods to the nuclear single-particle spectrum

Amy L. Anderson, Graham L. O’Donnell, J. Piekarewicz

2022Physical review. C16 citationsDOIOpen Access PDF

Abstract

Reduced-basis methods provide a powerful framework for building efficient and accurate emulators. Although widely applied in many fields to simplify complex models, reduced-basis methods have only been recently introduced into nuclear physics. In this Letter we build an emulator to study the single-particle structure of atomic nuclei. By scaling a suitable mean-field Hamiltonian, a ``universal'' reduced basis is constructed capable of accurately and efficiently reproduce the entire single-particle spectrum of a variety of nuclei. Indeed, the reduced-basis model reproduces both ground- and excited-state energies as well as the associated wave functions with remarkable accuracy. Our results bode well for more demanding applications that use Bayesian optimization to calibrate nuclear energy density functionals.

Topics & Concepts

Basis (linear algebra)Statistical physicsHamiltonian (control theory)Basis functionPhysicsScalingNuclear structureComputational physicsExcited stateComputer scienceEigenvalues and eigenvectorsAlgorithmQuantum mechanicsMathematical optimizationMathematicsGeometryNuclear physics research studiesNuclear reactor physics and engineeringQuantum, superfluid, helium dynamics