A new ground-motion simulation procedure based on feature extraction matching multiple intensity measures

被引:5
|
作者
Jin, Chaoyue [1 ,2 ,3 ]
Hu, Jinjun [1 ,2 ]
机构
[1] China Earthquake Adm, Inst Engn Mech, Key Lab Earthquake Engn & Engn Vibrat, Beijing, Peoples R China
[2] Minist Emergency Management, Key Lab Earthquake Disaster Mitigat, Beijing, Peoples R China
[3] Huazhong Univ Sci & Technol, Sch Civil & Hydraul Engn, Wuhan 430074, Peoples R China
基金
中国国家自然科学基金;
关键词
Ground -motion simulation; Feature extraction; Data; -driven; Intensity measures; Multi -objective optimization; ATTENUATION RELATIONS; SEISMIC RESPONSE; ARIAS INTENSITY; SELECTION; DURATION; GENERATION; ALGORITHM; AMPLITUDE; RECORDS;
D O I
10.1016/j.soildyn.2023.107856
中图分类号
P5 [地质学];
学科分类号
0709 ; 081803 ;
摘要
A new ground-motion simulation procedure based on feature extraction matching multiple intensity measures is proposed. The new simulation procedure is developed with the aim of generating a suite of acceleration time series at a single site that captures the multiple characteristics of ground motions. Building a regional ground -motion database in the data-driven simulation procedure is the first step of this work. Then, the principal component analysis algorithm is used to extract the main features of the regional database. Moreover, after dimension reduction, the regional eigenquakes database is generated. Multiple intensity measures (i.e., peak ground acceleration, spectral acceleration, significant duration and Arias intensity) are selected to construct a target vector-IM. A suite of target multiple IMs is obtained by sampling from the multivariate normal distribution of the target vector-IM, which is used as constraint conditions to control the goodness-of-fit. Finally, the su-perposition coefficients of the eigenquakes are determined using the multi-objective genetic algorithm, and the simulated records are generated by superposition in the time domain. Taking Kanto, Japan, as the target region, the proposed simulation procedure is specifically applied. These results indicate that the simulation procedure is able to achieve the coordinated matching of the amplitude, spectrum, duration and cumulative energy of ground motions. This new simulation procedure can provide reasonable input for structural dynamic analysis.
引用
收藏
页数:11
相关论文
共 50 条
  • [1] Modelling Anisotropic Spatial Cross-Correlations of Multiple Ground-Motion Intensity Measures
    Yuan, Ran
    Qiu, Yi
    Liu, Tong-Tong
    Cheng, Yin
    Ning, Chaolie
    Wanatowski, Dariusz
    He, Yi
    JOURNAL OF EARTHQUAKE ENGINEERING, 2025,
  • [2] Empirical Correlations Between Horizontal and Vertical Ground-Motion Intensity Measures
    Wang, Xiao-Lei
    Wang, Xi-Ming
    Yan, Wei-Dong
    Lu, Da-Gang
    BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA, 2023, 113 (01) : 437 - 452
  • [3] An Analysis of Intensity Attenuation Characteristics by Physics-based Strong Ground-Motion Simulation
    Kim, Su-Kyong
    Song, Seok Goo
    Kyung, Jai Bok
    JOURNAL OF THE KOREAN EARTH SCIENCE SOCIETY, 2019, 40 (01): : 56 - 67
  • [4] New Methodology for Unbiased Ground-Motion Intensity Conversion Equations
    Gallahue, Molly
    Abrahamson, Norman
    BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA, 2023, 113 (03) : 1133 - 1151
  • [5] Empirical Correlations between Generalized Ground-Motion Intensity Measures for Earthquakes in China
    Ji, Kun
    Ren, Yefei
    Wen, Ruizhi
    BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA, 2021, 111 (01) : 274 - 294
  • [6] Modal-Pushover-Based Ground-Motion Scaling Procedure
    Kalkan, Erol
    Chopra, Anil K.
    JOURNAL OF STRUCTURAL ENGINEERING, 2011, 137 (03) : 298 - 310
  • [7] Ground motion intensity measures for New Zealand
    Vemula, Sreenath
    Yellapragada, Meenakshi
    Podili, Bhargavi
    Raghukanth, S. T. G.
    Ponnalagu, Alagappan
    SOIL DYNAMICS AND EARTHQUAKE ENGINEERING, 2021, 150
  • [8] Correlation properties of integral ground-motion intensity measures from Italian strong-motion records
    Huang, Chen
    Tarbali, Karim
    Galasso, Carmine
    EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS, 2020, 49 (15): : 1581 - 1598
  • [9] Modification of stochastic ground motion models for matching target intensity measures
    Tsioulou, Alexandra
    Taflanidis, Alexandros A.
    Galasso, Carmine
    EARTHQUAKE ENGINEERING & STRUCTURAL DYNAMICS, 2018, 47 (01): : 3 - 24
  • [10] Relations between Some Horizontal-Component Ground-Motion Intensity Measures Used in Practice
    Boore, David M.
    Kishida, Tadahiro
    BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA, 2017, 107 (01) : 334 - 343