TY - JOUR
T1 - An enhanced ground motion selection algorithm for seismic safety assessment of structures
AU - Dereje, Assefa Jonathan
AU - Kim, Jinkoo
N1 - Publisher Copyright:
© 2022
PY - 2023/2
Y1 - 2023/2
N2 - This paper proposes a ground motion selection algorithm (GSA) incorporating a multi-objective optimization scheme for selecting site-specific ground motion records for nonlinear time history analysis. The optimization algorithm utilized is a modified NSGA-II algorithm (MNSGA-Ⅱ) with a custom initialization procedure for ground motion selection that assists in finding records that efficiently match the mean and variance of conditional spectrum. The proposed GSA is applied to three case study regions and is compared with other GSAs such as the greedy optimization algorithm and the original NSGA-II algorithm to test its efficiency. The results show that the proposed GSA efficiently returns records optimally fitting the target spectrums' mean and variance. Moreover, the results show that the proposed optimization scheme converges faster and gives a more optimal results compared to other GSAs.
AB - This paper proposes a ground motion selection algorithm (GSA) incorporating a multi-objective optimization scheme for selecting site-specific ground motion records for nonlinear time history analysis. The optimization algorithm utilized is a modified NSGA-II algorithm (MNSGA-Ⅱ) with a custom initialization procedure for ground motion selection that assists in finding records that efficiently match the mean and variance of conditional spectrum. The proposed GSA is applied to three case study regions and is compared with other GSAs such as the greedy optimization algorithm and the original NSGA-II algorithm to test its efficiency. The results show that the proposed GSA efficiently returns records optimally fitting the target spectrums' mean and variance. Moreover, the results show that the proposed optimization scheme converges faster and gives a more optimal results compared to other GSAs.
KW - Conditional spectrum
KW - Ground motion selection
KW - Multi-objective optimization
KW - NSGA-Ⅱ
KW - Time history analysis
UR - https://www.scopus.com/pages/publications/85144300804
U2 - 10.1016/j.soildyn.2022.107709
DO - 10.1016/j.soildyn.2022.107709
M3 - Article
AN - SCOPUS:85144300804
SN - 0267-7261
VL - 165
JO - Soil Dynamics and Earthquake Engineering
JF - Soil Dynamics and Earthquake Engineering
M1 - 107709
ER -