Reduced dimensional Monte Carlo method: Preliminary integrations
Creators
- 1. Department of Physics and Astronomy, Washington State University, Pullman, Washington 99164-2814 USA
Description
A technique for reducing the number of integrals in a Monte Carlo calculation is introduced. For integrations relying on classical or mean-field trajectories with local weighting functions, it is possible to integrate analytically at least half of the integration variables prior to setting up the particular Monte Carlo calculation of interest, in some cases more. Proper accounting of invariant phase space structures shows that the system's dynamics is reducible into composite stable and unstable degrees of freedom. Stable degrees of freedom behave locally in the reduced dimensional phase space exactly as an analogous integrable system would. Classification of the unstable degrees of freedom is dependent upon the degree of chaos present in the dynamics. The techniques for deriving the requisite canonical coordinate transformations are developed and shown to block diagonalize the stability matrix into irreducible parts. In doing so, it is demonstrated how to reduce the amount of sampling directions necessary in a Monte Carlo simulation. The technique is illustrated by calculating return probabilities and expectation values for different dynamical regimes of a two-degrees-of-freedom coupled quartic oscillator within a classical Wigner method framework.
Additional details
Identifiers
- DOI
- 10.1103/PhysRevE.109.045308;
- arXiv
- arXiv:2311.06478;
Publishing Information
- Journal Title
- Physical Review E
- Journal Volume
- 109
- Journal Issue
- 4
- Journal Page Range
- 24 pgs.
- ISSN
- 1089-3787
INIS
- Country of Publication
- United States
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- Subject category
- S97: MATHEMATICAL METHODS AND COMPUTING; S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- CHAOS THEORY; CLASSIFICATION; COORDINATES; DEGREES OF FREEDOM; DYNAMICS; INTEGRABLE SYSTEMS; MATRICES; MEAN-FIELD THEORY; MONTE CARLO METHOD; OSCILLATORS; PHASE SPACE; PROBABILITY; SAMPLING; STABILITY; TRAJECTORIES; WEIGHTING FUNCTIONS
- Descriptors DEC
- CALCULATION METHODS; DYNAMICAL SYSTEMS; ELECTRONIC EQUIPMENT; EQUIPMENT; FUNCTIONS; MATHEMATICAL SPACE; MATHEMATICS; MECHANICS; SPACE
Optional Information
- Copyright
- ©2024 American Physical Society
- Notes
- Contact Email: Corresponding author: jarod.tall@wsu.edu; Record automatically processed