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  • An extensive development of efficient methods for stochastic modelling enabled uncertainty propagation through complex models. In this contribution, we present a review and comparison of several approaches such as stochastic Galerkin method, stochastic collocation method or polynomial regression based on Latin Hypercube Sampling. The advantages and disadvantages of these methods are demonstrated within the comparison with the traditional Monte Carlo method on a simple illustrative example of a frame structure.
  • An extensive development of efficient methods for stochastic modelling enabled uncertainty propagation through complex models. In this contribution, we present a review and comparison of several approaches such as stochastic Galerkin method, stochastic collocation method or polynomial regression based on Latin Hypercube Sampling. The advantages and disadvantages of these methods are demonstrated within the comparison with the traditional Monte Carlo method on a simple illustrative example of a frame structure. (en)
Title
  • Comparison of Numerical Methods for Uncertainty Quantification
  • Comparison of Numerical Methods for Uncertainty Quantification (en)
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  • Comparison of Numerical Methods for Uncertainty Quantification
  • Comparison of Numerical Methods for Uncertainty Quantification (en)
skos:notation
  • RIV/68407700:21110/13:00208309!RIV14-MSM-21110___
http://linked.open...avai/predkladatel
http://linked.open...avai/riv/aktivita
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  • P(GAP105/11/0411), P(GAP105/12/1146), S
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
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  • 66270
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  • RIV/68407700:21110/13:00208309
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • uncertainty quantification; stochastic finite elements; polynomial chaos; stochastic Galerkin; stochastic collocation (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...ontrolniKodProRIV
  • [4AA740311AF8]
http://linked.open...v/mistoKonaniAkce
  • Svratka
http://linked.open...i/riv/mistoVydani
  • Praha
http://linked.open...i/riv/nazevZdroje
  • Engineering Mechanics 2013
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
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http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...iv/tvurceVysledku
  • Janouchová, Eliška
  • Kučerová, Anna
  • Sýkora, Jan
http://linked.open...vavai/riv/typAkce
http://linked.open.../riv/zahajeniAkce
issn
  • 1805-8256
number of pages
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  • Ústav termomechaniky AV ČR
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  • 978-80-87012-47-5
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  • 21110
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