Response analysis and reliability-based design optimization of structural-acoustic system under evidence theory
Evidence theory has a strong ability to deal with epistemic uncertainties whose precise probability distributions cannot be determined according to limited information. For response analysis of the structural-acoustic system under evidence theory, a numerical method named as vertex Taylor expansion...
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Veröffentlicht in: | Structural and multidisciplinary optimization 2019-03, Vol.59 (3), p.959-975 |
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Sprache: | eng |
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Zusammenfassung: | Evidence theory has a strong ability to deal with epistemic uncertainties whose precise probability distributions cannot be determined according to limited information. For response analysis of the structural-acoustic system under evidence theory, a numerical method named as vertex Taylor expansion moment method (VTPEMM) is proposed. In VTPEMM, the response of the structural-acoustic system in each focal element combination of evidence variables is expanded by the first-order Taylor series and its variational range is evaluated at vertexes of focal elements of evidence variables. Then, a moment method of probability theory is developed to calculate variational ranges of expectation and variance of response. For optimization of the structural-acoustic system under evidence theory, an evidence reliability-based design optimization (RBDO) strategy is developed. In the evidence RBDO, the objective function is efficiently estimated by VTPEMM. To efficiently evaluate the reliability constraint condition, an evidence-based reliability analysis technique (EBRAT) is proposed. A numerical example is provided to investigate the effectiveness of the proposed numerical analysis and optimization techniques. |
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ISSN: | 1615-147X 1615-1488 |
DOI: | 10.1007/s00158-018-2112-2 |