首页    期刊浏览 2024年09月18日 星期三
登录注册

文章基本信息

  • 标题:PoCET: a Polynomial Chaos Expansion Toolbox for Matlab
  • 本地全文:下载
  • 作者:Felix Petzke ; Ali Mesbah ; Stefan Streif
  • 期刊名称:IFAC PapersOnLine
  • 印刷版ISSN:2405-8963
  • 出版年度:2020
  • 卷号:53
  • 期号:2
  • 页码:7256-7261
  • DOI:10.1016/j.ifacol.2020.12.560
  • 语种:English
  • 出版社:Elsevier
  • 摘要:AbstractWe introduce PoCET: a free and open-scource Polynomial Chaos Expansion Toolbox for Matlab, featuring the automatic generation of polynomial chaos expansion (PCE) for linear and nonlinear dynamic systems with time-invariant stochastic parameters or initial conditions, as well as several simulation tools. It offers a built-in handling of Gaussian, uniform, and beta probability density functions, projection and collocation-based calculation of PCE coefficients, and the calculation of stochastic moments from a PCE. Efficient algorithms for the calculation of the involved integrals have been designed in order to increase its applicability. PoCET comes with a variety of introductory and instructive examples. Throughout the paper we show how to perform a polynomial chaos expansion on a simple ordinary differential equation using PoCET, as well as how it can be used to solve the more complex task of optimal experimental design.
  • 关键词:Keywordspolynomial chaossimulation toolsoptimal experiment designoptimal control
国家哲学社会科学文献中心版权所有