A unified model approach for probability response analysis of structure-acoustic system with random and epistemic uncertainties. (October 2018)
- Record Type:
- Journal Article
- Title:
- A unified model approach for probability response analysis of structure-acoustic system with random and epistemic uncertainties. (October 2018)
- Main Title:
- A unified model approach for probability response analysis of structure-acoustic system with random and epistemic uncertainties
- Authors:
- Yin, Shengwen
Yu, Dejie
Ma, Zhengdong
Xia, Baizhan - Abstract:
- Highlights: A unified model is established for hybrid uncertain structure-acoustic problem. A hybrid uncertainty analysis method is proposed based on evidence theory and aPC. The proposed method has been compared to hybrid probability and interval method. The proposed method has been compared to traditional evidence theory-based method. Abstract: The uncertainties of structure-acoustic system can be generally characterized as the random uncertainty and the epistemic uncertainty. Traditional methods for response analysis of structure-acoustic system with hybrid random and epistemic uncertainties are developed by integrating different mathematical theories, such as the probability theory and the interval analysis. In this paper, the Evidence-Theory-based Unified Uncertain Model (ETUUM) is introduced to deal with hybrid random and epistemic uncertain structure-acoustic problem. In ETUUM, both epistemic and random uncertainties are modeled by using evidence theory. For uncertainty quantification of ETUUM of structure-acoustic system with hybrid random and epistemic uncertainties, a new hybrid uncertainty analysis method named as the Evidence-Theory-based Arbitrary Polynomial Chaos Method (ETAPCM) is proposed. In ETAPCM, the response of ETUUM in the range of variation of the uncertain parameter is approximated by the arbitrary Polynomial Chaos (aPC) expansion, through which the uncertainty property of the response can be efficiently obtained. As the aPC expansion can provide aHighlights: A unified model is established for hybrid uncertain structure-acoustic problem. A hybrid uncertainty analysis method is proposed based on evidence theory and aPC. The proposed method has been compared to hybrid probability and interval method. The proposed method has been compared to traditional evidence theory-based method. Abstract: The uncertainties of structure-acoustic system can be generally characterized as the random uncertainty and the epistemic uncertainty. Traditional methods for response analysis of structure-acoustic system with hybrid random and epistemic uncertainties are developed by integrating different mathematical theories, such as the probability theory and the interval analysis. In this paper, the Evidence-Theory-based Unified Uncertain Model (ETUUM) is introduced to deal with hybrid random and epistemic uncertain structure-acoustic problem. In ETUUM, both epistemic and random uncertainties are modeled by using evidence theory. For uncertainty quantification of ETUUM of structure-acoustic system with hybrid random and epistemic uncertainties, a new hybrid uncertainty analysis method named as the Evidence-Theory-based Arbitrary Polynomial Chaos Method (ETAPCM) is proposed. In ETAPCM, the response of ETUUM in the range of variation of the uncertain parameter is approximated by the arbitrary Polynomial Chaos (aPC) expansion, through which the uncertainty property of the response can be efficiently obtained. As the aPC expansion can provide a free choice of the polynomial basis, the optimal polynomial basis of polynomial chaos expansion for the epistemic uncertain parameter and the random parameter with arbitrary probability distribution can be obtained by using aPC expansion. The effectiveness of the proposed methodology has been investigated by comparing it with the conventional polynomial chaos and evidence theory based hybrid uncertainty analysis method as well as the probability theory based hybrid uncertainty analysis method. … (more)
- Is Part Of:
- Mechanical systems and signal processing. Volume 111(2018)
- Journal:
- Mechanical systems and signal processing
- Issue:
- Volume 111(2018)
- Issue Display:
- Volume 111, Issue 2018 (2018)
- Year:
- 2018
- Volume:
- 111
- Issue:
- 2018
- Issue Sort Value:
- 2018-0111-2018-0000
- Page Start:
- 509
- Page End:
- 528
- Publication Date:
- 2018-10
- Subjects:
- Random uncertainty -- Epistemic uncertainty -- Evidence theory -- Unified uncertain model -- Arbitrary polynomial chaos -- Structure-acoustic system
Structural dynamics -- Periodicals
Vibration -- Periodicals
Constructions -- Dynamique -- Périodiques
Vibration -- Périodiques
Structural dynamics
Vibration
Periodicals
621 - Journal URLs:
- http://www.sciencedirect.com/science/journal/08883270 ↗
http://firstsearch.oclc.org ↗
http://firstsearch.oclc.org/journal=0888-3270;screen=info;ECOIP ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.ymssp.2018.04.008 ↗
- Languages:
- English
- ISSNs:
- 0888-3270
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5419.760000
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