The Steepest Slope toward a Quantum Few-Body Solution: Gradient Variational Methods for the Quantum Few-Body Problem

被引:0
|
作者
Recchia, Paolo [1 ]
Basu, Debabrota [2 ]
Gattobigio, Mario [2 ]
Miniatura, Christian [3 ]
Bressan, Stephane [1 ,4 ]
机构
[1] Natl Univ Singapore, Sch Comp, Singapore 117417, Singapore
[2] Univ Lille, Inria, CNRS, Cent Lille,UMR 9189,CRIStAL, F-59000 Lille, France
[3] Univ Cote Azur, CNRS, INPHYNI, 17 Rue Julien Laupretre, F-06200 Nice, France
[4] CNRS Int Lab, Int Res Lab Artificial Intelligence, Singapore 2955, Singapore
基金
新加坡国家研究基金会;
关键词
NUMEROV APPROACH; ENERGY; STATE; EQUATION; SYSTEMS; TRIMER;
D O I
10.1007/s00601-024-01965-7
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Quantum few-body systems are deceptively simple. Indeed, with the notable exception of a few special cases, their associated Schr & ouml;dinger equation cannot be solved analytically for more than two particles. One has to resort to approximation methods to tackle quantum few-body problems. In particular, variational methods have been proposed to ease numerical calculations and obtain precise solutions. One such method is the Stochastic Variational Method, which employs a stochastic search to determine the number and parameters of correlated Gaussian basis functions used to construct an ansatz of the wave function. Stochastic methods, however, face numerical and optimization challenges as the number of particles increases.We introduce a family of gradient variational methods that replace stochastic search with gradient optimization. We comparatively and empirically evaluate the performance of the baseline Stochastic Variational Method, several instances of the gradient variational method family, and some hybrid methods for selected few-body problems. We show that gradient and hybrid methods can be more efficient and effective than the Stochastic Variational Method. We discuss the role of singularities, oscillations, and gradient optimization strategies in the performance of the respective methods.
引用
收藏
页数:26
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