This paper proposes a methodology for bounding and approximating failure probabilities for systems with parametric uncertainty that are subject to multiple design requirements. The two fundamental developments in this work are (1) a method to explicitly compute upper bounds on failure probability based on solving an optimization problem, and (2) a hybrid method, utilizing the upper bounds together with conditional sampling, to achieve highly accurate estimates of failure probabilities. The computation of failure probability bounds is accomplished by the deformation of hyper-spherical or hyper-rectangular sets in the standard normal space and utilizes a combination of numerical optimization and analytic tools. The methods for calculating these bounds are applicable to systems having multiple limit state functions and are not subject to difficulties when there are multiple critical parameter points. Numerical experiments are presented to demonstrate that the gains in accuracy and efficiency of the method are considerable when compared to alternative methods. The tools proposed are especially suited for design optimization due to their efficiency and the resulting continuity of the upper bounds. Since only standard optimization algorithms are required for implementation, these strategies are easily applicable to a variety of complex engineering problems. Published by Elsevier Ltd.
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Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R ChinaDalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R China
Hao, Peng
Yang, Hao
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Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R ChinaDalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R China
Yang, Hao
Wang, Yutian
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Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R ChinaDalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R China
Wang, Yutian
Liu, Xuanxiu
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Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R ChinaDalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R China
Liu, Xuanxiu
Wang, Bo
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Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R ChinaDalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R China
Wang, Bo
Li, Gang
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Dalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R ChinaDalian Univ Technol, Dept Engn Mech, State Key Lab Struct Anal Ind Equipment, Key Lab Digital Twin Ind Equipment, Dalian 116023, Liaoning, Peoples R China
机构:
City Univ Hong Kong, Dept Adv Design & Syst Engn, Hong Kong, Peoples R China
City Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Adv Design & Syst Engn, Hong Kong, Peoples R China
Ling, Chunyan
Kuo, Way
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City Univ Hong Kong, Dept Adv Design & Syst Engn, Hong Kong, Peoples R China
City Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Adv Design & Syst Engn, Hong Kong, Peoples R China
Kuo, Way
Xie, Min
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City Univ Hong Kong, Dept Adv Design & Syst Engn, Hong Kong, Peoples R China
City Univ Hong Kong, Sch Data Sci, Hong Kong, Peoples R ChinaCity Univ Hong Kong, Dept Adv Design & Syst Engn, Hong Kong, Peoples R China
REC 2010: PROCEEDINGS OF THE 4TH INTERNATIONAL WORKSHOP ON RELIABLE ENGINEERING COMPUTING: ROBUST DESIGN - COPING WITH HAZARDS, RISK AND UNCERTAINTY,
2010,
: 454
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