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Sampling Behavioral Model Parameters for Ensemble-based Sensitivity Analysis using Gaussian Process Emulation and Active Subspaces. Stochastic Environmental Research and Risk Assessment, (34):1813-1830, 2020. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:XiaoSinan IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2020 from:timothypraditia]
Structural reliability sensitivity analysis based on classification of model output. Aerospace Science and Technology, (71):52-61, 2017. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSSUBTYPE:article IWSYEAR:2017 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Estimation of the generalized Sobol's sensitivity index for multivariate output model using unscented transformation. Journal of Structural Engineering, (143)5:06016005, 2017. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSSUBTYPE:article IWSYEAR:2017 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
A new effective screening design for structural sensitivity analysis of failure probability with the epistemic uncertainty. Reliability Engineering & System Safety, (156):1-14, 2016. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSSUBTYPE:article IWSYEAR:2016 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Multivariate Global Sensitivity Analysis Based on Distance Components Decomposition. Risk Analysis, (38)12:2703-2721, December 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
A generalized separation for the variance contributions of input variables and their distribution parameters. Applied Mathematical Modelling, (47):381-399, 2017. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSSUBTYPE:article IWSYEAR:2017 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Variance-based sensitivity analysis with the uncertainties of the input variables and their distribution parameters. Communication in Statistics-Simulation and Computation, (47)4:1103-1125, 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
A new efficient simulation method based on Bayes' theorem and importance sampling Markov chain simulation to estimate the failure-probability-based global sensitivity. Aerospace Science and Technology, (79):364-372, 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Copula-based decomposition approach for the derivative-based sensitivity of variance contributions with dependent variables. Reliability Engineering & System Safety, (169):437-450, 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
An efficient method based on Bayes' theorem to estimate the failure-probability-based sensitivity measure. Mechanical Systems and Signal Processing, (115):607 - 620, 2019. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2019 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Multivariate sensitivity analysis based on the direction of eigen space through principal component analysis. Reliability Engineering & System Safety, (165):1-10, 2017. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSSUBTYPE:article IWSYEAR:2017 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Multivariate global sensitivity analysis for dynamic models based on energy distance. Structural and Multidisciplinary Optimization, (57)1:279-291, 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Global sensitivity analysis based on distance correlation for structural systems with multivariate output. Engineering Structures, (167):74-83, 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Structural reliability analysis using combined space partition technique and unscented transformation. Journal of Structural Engineering, (142)11:04016089, 2016. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSSUBTYPE:article IWSYEAR:2016 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Global sensitivity analysis based on Gini's mean difference. Structural and Multidisciplinary Optimization, (58)4:1523 - 1535, 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Reliability analysis by combining higher-order unscented transformation and fourth-moment method. ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, (4)1:04017034, 2018. [PUMA: IWSMONTH:12 IWSTYPENR:1 from:timothypraditia from:jannikhaas IWSYEAR:2018 IWSSUBTYPE:article 1 IWSAUTHOR:XiaoSinan IWSTYPEDE:Publikationen IWSABT:ls3 IWSTYPEEN:articles]
Estimation of small failure probabilities based on thermodynamic integration and parallel tempering. Mechanical Systems and Signal Processing, (133):106248, 2019. [PUMA: (submitted) 1 IWSABT:ls3 IWSAUTHOR:KöseGözde IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSAUTHOR:ReuschenSebastian IWSAUTHOR:XiaoSinan IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2019 from:timothypraditia]
Reliability analysis with stratified importance sampling based on adaptive Kriging. Reliability Engineering & System Safety, (197):106852, 2020. [PUMA: 1 IWSABT:ls3 IWSAUTHOR:NowakWolfgang IWSAUTHOR:OladyshkinSergey IWSAUTHOR:XiaoSinan IWSMONTH:12 IWSSUBTYPE:article IWSTYPEDE:Publikationen IWSTYPEEN:articles IWSTYPENR:1 IWSYEAR:2020 from:timothypraditia]