Literature DB >> 33362412

Addressing the curse of dimensionality in stochastic dynamics: a Wiener path integral variational formulation with free boundaries.

Ioannis Petromichelakis1, Ioannis A Kougioumtzoglou1.   

Abstract

A Wiener path integral variational formulation with free boundaries is developed for determining the stochastic response of high-dimensional nonlinear dynamical systems in a computationally efficient manner. Specifically, a Wiener path integral representation of a marginal or lower-dimensional joint response probability density function is derived. Due to this a priori marginalization, the associated computational cost of the technique becomes independent of the degrees of freedom (d.f.) or stochastic dimensions of the system, and thus, the 'curse of dimensionality' in stochastic dynamics is circumvented. Two indicative numerical examples are considered for highlighting the capabilities of the technique. The first relates to marine engineering and pertains to a structure exposed to nonlinear flow-induced forces and subjected to non-white stochastic excitation. The second relates to nano-engineering and pertains to a 100-d.f. stochastically excited nonlinear dynamical system modelling the behaviour of large arrays of coupled nano-mechanical oscillators. Comparisons with pertinent Monte Carlo simulation data demonstrate the computational efficiency and accuracy of the developed technique.
© 2020 The Author(s).

Keywords:  dimension reduction; high-dimensional systems; path integral; stochastic dynamics; uncertainty quantification; variational formulation

Year:  2020        PMID: 33362412      PMCID: PMC7735310          DOI: 10.1098/rspa.2020.0385

Source DB:  PubMed          Journal:  Proc Math Phys Eng Sci        ISSN: 1364-5021            Impact factor:   2.704


  2 in total

1.  Convolutionless Nakajima-Zwanzig equations for stochastic analysis in nonlinear dynamical systems.

Authors:  D Venturi; G E Karniadakis
Journal:  Proc Math Phys Eng Sci       Date:  2014-06-08       Impact factor: 2.704

2.  Beating the curse of dimension with accurate statistics for the Fokker-Planck equation in complex turbulent systems.

Authors:  Nan Chen; Andrew J Majda
Journal:  Proc Natl Acad Sci U S A       Date:  2017-11-20       Impact factor: 11.205

  2 in total

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