ANOVA derivative-based sensitivity with applications to a plasma-combustion system

Kunkun Tang, Jonathan B. Freund

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

We review and analyze derivative-based sensitivity measures, and propose efficient numerical approach to estimate these measures. These measures are then applied to combustion and plasma problems. Non-important parameters are successfully identified and neglected for more complex applications.

Original languageEnglish (US)
Title of host publicationProceedings of the 6th European Conference on Computational Mechanics
Subtitle of host publicationSolids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018
EditorsRoger Owen, Rene de Borst, Jason Reese, Chris Pearce
PublisherInternational Centre for Numerical Methods in Engineering, CIMNE
Pages4123-4134
Number of pages12
ISBN (Electronic)9788494731167
StatePublished - Jan 1 2020
Event6th ECCOMAS European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th ECCOMAS European Conference on Computational Fluid Dynamics, ECFD 2018 - Glasgow, United Kingdom
Duration: Jun 11 2018Jun 15 2018

Publication series

NameProceedings of the 6th European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018

Conference

Conference6th ECCOMAS European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th ECCOMAS European Conference on Computational Fluid Dynamics, ECFD 2018
CountryUnited Kingdom
CityGlasgow
Period6/11/186/15/18

Keywords

  • Combustion
  • Derivatives
  • High-dimensional Problems
  • Plasma
  • Sensitivity Analysis

ASJC Scopus subject areas

  • Computer Science Applications
  • Computational Theory and Mathematics
  • Mechanics of Materials
  • Mechanical Engineering

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  • Cite this

    Tang, K., & Freund, J. B. (2020). ANOVA derivative-based sensitivity with applications to a plasma-combustion system. In R. Owen, R. de Borst, J. Reese, & C. Pearce (Eds.), Proceedings of the 6th European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018 (pp. 4123-4134). (Proceedings of the 6th European Conference on Computational Mechanics: Solids, Structures and Coupled Problems, ECCM 2018 and 7th European Conference on Computational Fluid Dynamics, ECFD 2018). International Centre for Numerical Methods in Engineering, CIMNE.