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A weak-intrusive stochastic finite element method for stochastic structural dynamics analysis

  • Zhibao Zheng*
  • , Michael Beer
  • , Hongzhe Dai
  • , Udo Nackenhorst
  • *Corresponding author for this work
  • Leibniz University Hannover
  • University of Liverpool
  • Tongji University
  • School of Civil Engineering, Harbin Institute of Technology

Research output: Contribution to journalArticlepeer-review

Abstract

This paper presents a weak-intrusive stochastic finite element method for solving stochastic structural dynamics equations. In this method, the stochastic solution is decomposed into the summation of a series of products of random variables, spatial vectors and temporal functions. An iterative algorithm is proposed to compute each triplet of the random variable, spatial vector and temporal function one by one. The original stochastic dynamics problem is firstly transformed into spatial–temporal coupled problems (i.e. deterministic structural dynamics equations), which can be solved efficiently by existing FEM solvers. Based on the solution of the spatial–temporal coupled problem, the original problem is then transformed into stochastic-temporal coupled problems (i.e. one-dimensional second-order stochastic ordinary differential equations), which are solved by a proposed sampling method. All random sources are embedded into the stochastic-temporal coupled problems. The proposed sampling method can solve the stochastic-temporal problems of hundreds of dimensions with low computational costs. Thus the curse of dimensionality in high-dimensional stochastic spaces is avoided with great success. Three numerical examples, including low- and high-dimensional stochastic problems, are used to demonstrate the good accuracy and the high efficiency of the proposed method.

Original languageEnglish
Article number115360
JournalComputer Methods in Applied Mechanics and Engineering
Volume399
DOIs
StatePublished - 1 Sep 2022
Externally publishedYes

Keywords

  • Curse of dimensionality
  • Stochastic finite element method
  • Stochastic structural dynamics
  • Weak-intrusive approach

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