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Erschienen in: Structural and Multidisciplinary Optimization 9/2023

01.09.2023 | Research Paper

Direct probability integral method for reliability sensitivity analysis and optimal design of structures

verfasst von: Hui Li, Hanshu Chen, Jian Zhang, Guohai Chen, Dixiong Yang

Erschienen in: Structural and Multidisciplinary Optimization | Ausgabe 9/2023

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Abstract

Reliability sensitivity analysis plays an essential role in structural reliability design, especially for reliability-based design optimization (RBDO). However, for some complex and difficult problems, such as the RBDO of time-variant systems with multiple most probable points, there is still a lack of a powerful and versatile method. In this paper, the novel direct probability integral method (DPIM) is proposed for reliability sensitivity analyses to the distribution parameters of random variables and deterministic variables, and the time-invariant and time-variant RBDO problems are resolved in a unified framework. Firstly, in the context of probability density integral, the influences of two types of variables on structural reliability are elaborated. The reliability sensitivities with respect to the distribution parameters of random variables and deterministic variables are derived from probability density integral equation, which significantly improves the computational efficiency and accuracy of reliability sensitivity. Then, the analytical solutions of reliability sensitivity of a typical problem are achieved which are regarded as benchmark solutions. Based on the proposed approach for sensitivity analysis, the time-invariant and time-variant RBDO problems with multiple most probable points can be universally solved. Finally, three examples verify the high accuracy and efficiency of DPIM. It is shown that the proposed approach is capable of addressing RBDO problems with the design variables involving distribution parameters of random variables or/and deterministic variables. Specifically, the numerical results of building structure indicate that the cost of structure increases dramatically with increasing of specified reliability level, and RBDO takes an optimal trade-off between economy and safety in structural design.

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Literatur
Zurück zum Zitat Au SK (2005) Reliability-based design sensitivity by efficient simulation. Comput Struct 83(14):1048–1061 Au SK (2005) Reliability-based design sensitivity by efficient simulation. Comput Struct 83(14):1048–1061
Zurück zum Zitat Beaurepaire P, Jensen HA, Schuëller GI, Valdebenito MA (2013) Reliability-based optimization using bridge importance sampling. Probab Eng Mech 34:48–57 Beaurepaire P, Jensen HA, Schuëller GI, Valdebenito MA (2013) Reliability-based optimization using bridge importance sampling. Probab Eng Mech 34:48–57
Zurück zum Zitat Bjerager P, Krenk S (1989) Parametric sensitivity in first order reliability theory. J Eng Mech 115(7):1577–1582 Bjerager P, Krenk S (1989) Parametric sensitivity in first order reliability theory. J Eng Mech 115(7):1577–1582
Zurück zum Zitat Chen JB, Li J (2007) The extreme value distribution and dynamic reliability analysis of nonlinear structures with uncertain parameters. Struct Saf 29:77–93 Chen JB, Li J (2007) The extreme value distribution and dynamic reliability analysis of nonlinear structures with uncertain parameters. Struct Saf 29:77–93
Zurück zum Zitat Chen GH, Yang DX (2019) Direct probability integral method for stochastic response analysis of static and dynamic structural systems. Comput Meth Appl Mech Eng 357:112612MathSciNetMATH Chen GH, Yang DX (2019) Direct probability integral method for stochastic response analysis of static and dynamic structural systems. Comput Meth Appl Mech Eng 357:112612MathSciNetMATH
Zurück zum Zitat Chen GH, Yang DX (2021) A unified analysis framework of static and dynamic structural reliabilities based on direct probability integral method. Mech Syst Signal Proc 158:107783 Chen GH, Yang DX (2021) A unified analysis framework of static and dynamic structural reliabilities based on direct probability integral method. Mech Syst Signal Proc 158:107783
Zurück zum Zitat Chen SK, Chen W, Lee SH (2010) Level set based robust shape and topology optimization under random field uncertainties. Struct Multidisc Optim 41(4):507–524MathSciNetMATH Chen SK, Chen W, Lee SH (2010) Level set based robust shape and topology optimization under random field uncertainties. Struct Multidisc Optim 41(4):507–524MathSciNetMATH
Zurück zum Zitat Chen JB, Yang JY, Li J (2016) A GF-discrepancy for point selection in stochastic seismic response analysis of structures with uncertain parameters. Struct Saf 59:20–31 Chen JB, Yang JY, Li J (2016) A GF-discrepancy for point selection in stochastic seismic response analysis of structures with uncertain parameters. Struct Saf 59:20–31
Zurück zum Zitat Chen ZZ, Wu ZH, Li XK, Chen G, Gao L, Gan XH, Chen GF, Wang SZ (2019) A multiple-design-point approach for reliability-based design optimization. Eng Optimiz 51(5):875–895MathSciNetMATH Chen ZZ, Wu ZH, Li XK, Chen G, Gao L, Gan XH, Chen GF, Wang SZ (2019) A multiple-design-point approach for reliability-based design optimization. Eng Optimiz 51(5):875–895MathSciNetMATH
Zurück zum Zitat Chen JB, Yang JS, Jensen H (2020) Structural optimization considering dynamic reliability constraints via probability density evolution method and change of probability measure. Struct Multidisc Optim 62(5):2499–2516MathSciNet Chen JB, Yang JS, Jensen H (2020) Structural optimization considering dynamic reliability constraints via probability density evolution method and change of probability measure. Struct Multidisc Optim 62(5):2499–2516MathSciNet
Zurück zum Zitat Chen GH, Yang DX, Liu YH, Guo HC (2022) System reliability analyses of static and dynamic structures via direct probability integral method. Comput Meth Appl Mech Eng 388:114262MathSciNetMATH Chen GH, Yang DX, Liu YH, Guo HC (2022) System reliability analyses of static and dynamic structures via direct probability integral method. Comput Meth Appl Mech Eng 388:114262MathSciNetMATH
Zurück zum Zitat Ching JY, Hsieh YH (2007) Local estimation of failure probability function and its confidence interval with maximum entropy principle. Probab Eng Mech 22(1):39–49 Ching JY, Hsieh YH (2007) Local estimation of failure probability function and its confidence interval with maximum entropy principle. Probab Eng Mech 22(1):39–49
Zurück zum Zitat Dai HZ, Zheng ZB, Ma HH (2019) An explicit method for simulating non-Gaussian and non-stationary stochastic processes by Karhunen-Loève and polynomial chaos expansion. Mech Syst Signal Proc 115:1–13 Dai HZ, Zheng ZB, Ma HH (2019) An explicit method for simulating non-Gaussian and non-stationary stochastic processes by Karhunen-Loève and polynomial chaos expansion. Mech Syst Signal Proc 115:1–13
Zurück zum Zitat Der Kiureghian A, Dakessian T (1998) Multiple design points in first and second-order reliability. Struct Saf 20(1):37–49 Der Kiureghian A, Dakessian T (1998) Multiple design points in first and second-order reliability. Struct Saf 20(1):37–49
Zurück zum Zitat Du XP, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126(2):225–233 Du XP, Chen W (2004) Sequential optimization and reliability assessment method for efficient probabilistic design. J Mech Des 126(2):225–233
Zurück zum Zitat Foliente GC (1995) Hysteresis modeling of wood joints and structural systems. J Struct Eng 121(6):1013–1022 Foliente GC (1995) Hysteresis modeling of wood joints and structural systems. J Struct Eng 121(6):1013–1022
Zurück zum Zitat Gaspar B, Teixeira AP, Soares CG (2014) Assessment of the efficiency of Kriging surrogate models for structural reliability analysis. Probab Eng Mech 37:24–34 Gaspar B, Teixeira AP, Soares CG (2014) Assessment of the efficiency of Kriging surrogate models for structural reliability analysis. Probab Eng Mech 37:24–34
Zurück zum Zitat GB 50011-2010 (2010) Code for seismic design of buildings. China Building Industry Press, Beijing GB 50011-2010 (2010) Code for seismic design of buildings. China Building Industry Press, Beijing
Zurück zum Zitat Jerez DJ, Jensen HA, Beer M (2022) Reliability-based design optimization of structural systems under stochastic excitation: an overview. Mech Syst Signal Proc 166:108397 Jerez DJ, Jensen HA, Beer M (2022) Reliability-based design optimization of structural systems under stochastic excitation: an overview. Mech Syst Signal Proc 166:108397
Zurück zum Zitat Jiang C, Fang T, Wang ZX, Wei XP, Huang ZL (2017) A general solution framework for time-variant reliability based design optimization. Comput Meth Appl Mech Eng 323:330–352MathSciNetMATH Jiang C, Fang T, Wang ZX, Wei XP, Huang ZL (2017) A general solution framework for time-variant reliability based design optimization. Comput Meth Appl Mech Eng 323:330–352MathSciNetMATH
Zurück zum Zitat Keshtegar B, Meng Z (2017) A hybrid relaxed first-order reliability method for efficient structural reliability analysis. Struct Saf 66:84–93 Keshtegar B, Meng Z (2017) A hybrid relaxed first-order reliability method for efficient structural reliability analysis. Struct Saf 66:84–93
Zurück zum Zitat Lee IJ, Choi KK, Gorsich D (2010) Sensitivity analyses of FORM-based and DRM-based performance measure approach (PMA) for reliability-based design optimization (RBDO). Int J Numer Methods Eng 82(1):26–46MATH Lee IJ, Choi KK, Gorsich D (2010) Sensitivity analyses of FORM-based and DRM-based performance measure approach (PMA) for reliability-based design optimization (RBDO). Int J Numer Methods Eng 82(1):26–46MATH
Zurück zum Zitat Li XL, Meng Z, Chen GH, Yang DX (2019) A hybrid self-adjusted single-loop approach for reliability-based design optimization. Struct Multidisc Optim 60(5):1867–1885MathSciNet Li XL, Meng Z, Chen GH, Yang DX (2019) A hybrid self-adjusted single-loop approach for reliability-based design optimization. Struct Multidisc Optim 60(5):1867–1885MathSciNet
Zurück zum Zitat Li G, Yang H, Zhao G (2020) A new efficient decoupled reliability-based design optimization method with quantiles. Struct Multidisc Optim 61(2):635–647MathSciNet Li G, Yang H, Zhao G (2020) A new efficient decoupled reliability-based design optimization method with quantiles. Struct Multidisc Optim 61(2):635–647MathSciNet
Zurück zum Zitat Li XL, Chen GH, Cui HC, Yang DX (2021) Direct probability integral method for static and dynamic reliability analysis of structures with complicated performance functions. Comput Meth Appl Mech Eng 374:113583MathSciNetMATH Li XL, Chen GH, Cui HC, Yang DX (2021) Direct probability integral method for static and dynamic reliability analysis of structures with complicated performance functions. Comput Meth Appl Mech Eng 374:113583MathSciNetMATH
Zurück zum Zitat Li XL, Chen GH, Wang YT, Yang DX (2022) A unified approach for time-invariant and time-variant reliability-based design optimization with multiple most probable points. Mech Syst Signal Proc 177:109176 Li XL, Chen GH, Wang YT, Yang DX (2022) A unified approach for time-invariant and time-variant reliability-based design optimization with multiple most probable points. Mech Syst Signal Proc 177:109176
Zurück zum Zitat Liang JH, Mourelatos ZP, Tu J (2008) A single-loop method for reliability-based design optimisation. Int J Prod Dev 5(1–2):76–92 Liang JH, Mourelatos ZP, Tu J (2008) A single-loop method for reliability-based design optimisation. Int J Prod Dev 5(1–2):76–92
Zurück zum Zitat Lim J, Lee B, Lee IJ (2015) Sequential optimization and reliability assessment based on dimension reduction method for accurate and efficient reliability-based design optimization. J Mech Sci Technol 29(4):1349–1354 Lim J, Lee B, Lee IJ (2015) Sequential optimization and reliability assessment based on dimension reduction method for accurate and efficient reliability-based design optimization. J Mech Sci Technol 29(4):1349–1354
Zurück zum Zitat Liu ZJ, Liu W, Peng YB (2016) Random function based spectral representation of stationary and non-stationary stochastic processes. Probab Eng Mech 45:115–126 Liu ZJ, Liu W, Peng YB (2016) Random function based spectral representation of stationary and non-stationary stochastic processes. Probab Eng Mech 45:115–126
Zurück zum Zitat Lu ZZ, Song SF, Yue ZF, Wang J (2008) Reliability sensitivity method by line sampling. Struct Saf 30(6):517–532 Lu ZZ, Song SF, Yue ZF, Wang J (2008) Reliability sensitivity method by line sampling. Struct Saf 30(6):517–532
Zurück zum Zitat Meng Z, Zhang ZH, Zhang DQ, Yang DX (2019) An active learning method combining Kriging and accelerated chaotic single loop approach (AK-ACSLA) for reliability-based design optimization. Comput Meth Appl Mech Eng 357:112570MathSciNetMATH Meng Z, Zhang ZH, Zhang DQ, Yang DX (2019) An active learning method combining Kriging and accelerated chaotic single loop approach (AK-ACSLA) for reliability-based design optimization. Comput Meth Appl Mech Eng 357:112570MathSciNetMATH
Zurück zum Zitat Meng Z, Guo L, Wang X (2021) A general fidelity transformation framework for reliability-based design optimization with arbitrary precision. Struct Multidisc Optim 65(1):1–16MathSciNet Meng Z, Guo L, Wang X (2021) A general fidelity transformation framework for reliability-based design optimization with arbitrary precision. Struct Multidisc Optim 65(1):1–16MathSciNet
Zurück zum Zitat Nikolaidis E, Burdisso R (1988) Reliability based optimization: a safety index approach. Comput Struct 28(6):781–788MATH Nikolaidis E, Burdisso R (1988) Reliability based optimization: a safety index approach. Comput Struct 28(6):781–788MATH
Zurück zum Zitat Papaioannou I, Breitung K, Straub D (2018) Reliability sensitivity estimation with sequential importance sampling. Struct Saf 75:24–34 Papaioannou I, Breitung K, Straub D (2018) Reliability sensitivity estimation with sequential importance sampling. Struct Saf 75:24–34
Zurück zum Zitat Qu X, Haftka RT (2004) Reliability-based design optimization using probabilistic sufficiency factor. Struct Multidisc Optim 27(5):314–325 Qu X, Haftka RT (2004) Reliability-based design optimization using probabilistic sufficiency factor. Struct Multidisc Optim 27(5):314–325
Zurück zum Zitat Shi Y, Lu ZZ, Huang ZL, Xu LY, He RY (2020) Advanced solution strategies for time-dependent reliability based design optimization. Comput Methods Appl Mech Eng 364:112916MathSciNetMATH Shi Y, Lu ZZ, Huang ZL, Xu LY, He RY (2020) Advanced solution strategies for time-dependent reliability based design optimization. Comput Methods Appl Mech Eng 364:112916MathSciNetMATH
Zurück zum Zitat Song SF, Lu ZZ, Qiao HW (2009) Subset simulation for structural reliability sensitivity analysis. Reliab Eng Syst Saf 94(2):658–665 Song SF, Lu ZZ, Qiao HW (2009) Subset simulation for structural reliability sensitivity analysis. Reliab Eng Syst Saf 94(2):658–665
Zurück zum Zitat Svanberg K (1987) The method of moving asymptotes—a new method for structural optimization. Int J Numer Methods Eng 24(2):359–373MathSciNetMATH Svanberg K (1987) The method of moving asymptotes—a new method for structural optimization. Int J Numer Methods Eng 24(2):359–373MathSciNetMATH
Zurück zum Zitat Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564 Tu J, Choi KK, Park YH (1999) A new study on reliability-based design optimization. J Mech Des 121(4):557–564
Zurück zum Zitat Valdebenito MA, Schuëller GI (2011) Efficient strategies for reliability-based optimization involving non-linear, dynamical structures. Comput Struct 89(19–20):1797–1811 Valdebenito MA, Schuëller GI (2011) Efficient strategies for reliability-based optimization involving non-linear, dynamical structures. Comput Struct 89(19–20):1797–1811
Zurück zum Zitat Valdebenito MA, Misraji MA, Jensen HA, Mayorga CF (2021) Sensitivity estimation of first excursion probabilities of linear structures subject to stochastic Gaussian loading. Comput Struct 248:106482 Valdebenito MA, Misraji MA, Jensen HA, Mayorga CF (2021) Sensitivity estimation of first excursion probabilities of linear structures subject to stochastic Gaussian loading. Comput Struct 248:106482
Zurück zum Zitat Wan ZQ, Chen JB, Li J, Ang AHS (2020) An efficient new PDEM-COM based approach for time-variant reliability assessment of structures with monotonically deteriorating materials. Struct Saf 82:101878 Wan ZQ, Chen JB, Li J, Ang AHS (2020) An efficient new PDEM-COM based approach for time-variant reliability assessment of structures with monotonically deteriorating materials. Struct Saf 82:101878
Zurück zum Zitat Wang YT, Hao P, Guo ZD, Liu DC, Gao Q (2020) Reliability-based design optimization of complex problems with multiple design points via narrowed search region. J Mech Des 142(6):061702 Wang YT, Hao P, Guo ZD, Liu DC, Gao Q (2020) Reliability-based design optimization of complex problems with multiple design points via narrowed search region. J Mech Des 142(6):061702
Zurück zum Zitat Wei PF, Tang CH, Yang YT (2019) Structural reliability and reliability sensitivity analysis of extremely rare failure events by combining sampling and surrogate model methods. Proc Inst Mech Eng O 233(6):943–957 Wei PF, Tang CH, Yang YT (2019) Structural reliability and reliability sensitivity analysis of extremely rare failure events by combining sampling and surrogate model methods. Proc Inst Mech Eng O 233(6):943–957
Zurück zum Zitat Yang JN, Clot A, Langley RS (2022) Combined sensitivity analysis for multiple failure modes. Comput Meth Appl Mech Eng 395:115030MathSciNetMATH Yang JN, Clot A, Langley RS (2022) Combined sensitivity analysis for multiple failure modes. Comput Meth Appl Mech Eng 395:115030MathSciNetMATH
Zurück zum Zitat Zou T, Mahadevan S (2006) A direct decoupling approach for efficient reliability-based design optimization. Struct Multidisc Optim 31(3):190–200 Zou T, Mahadevan S (2006) A direct decoupling approach for efficient reliability-based design optimization. Struct Multidisc Optim 31(3):190–200
Metadaten
Titel
Direct probability integral method for reliability sensitivity analysis and optimal design of structures
verfasst von
Hui Li
Hanshu Chen
Jian Zhang
Guohai Chen
Dixiong Yang
Publikationsdatum
01.09.2023
Verlag
Springer Berlin Heidelberg
Erschienen in
Structural and Multidisciplinary Optimization / Ausgabe 9/2023
Print ISSN: 1615-147X
Elektronische ISSN: 1615-1488
DOI
https://doi.org/10.1007/s00158-023-03654-1

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