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作者:

Gao, Xiaoshu (Gao, Xiaoshu.) | Qiu, Canxing (Qiu, Canxing.) | Hou, Hetao (Hou, Hetao.) | Chen, Cheng (Chen, Cheng.) | Ran, Desheng (Ran, Desheng.)

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摘要:

Shape memory alloys (SMAs) are widely utilized as the core component to develop self-centering (SC) structures owing to their excellent super-elasticity. Seismic performance of SMA-based structures is significantly influenced by the hysteretic parameters of the exploited SMAs. Uncertainties in the hysteretic parameters of SMAs could cause variation in seismic performance however have not received sufficient attentions. This paper proposes a sensitivity analysis framework to realistically and efficiently quantify the sensitivity of SMA-based structures to hysteretic model parameters. The experimental data from SMA bars are analyzed through the Markov chain Monte Carlo (MCMC) procedure. The probabilistic distributions of SMA hysteretic parameters are then sampled using the linear moment theory. Polynomial chaos expansions (PCE) based surrogate model is then used to evaluate sensitivity of response to different parametric uncertainties through the Sobol indices. The proposed framework is then applied to a total of 120 single-degree-of-freedom (SDOF) systems to demonstrate its efficacy to generalize observations and findings. The results show that the proposed framework provided more effective and realistic sensitivity analysis of seismic responses of SMA-based SDOF systems to account for uncertainty in the hysteretic model parameters. The Sobol indices also indicate that the sensitivity of different seismic response quantities varies for different hysteretic model parameters of SMAs.

关键词:

Uncertainty Sensitivity analysis Surrogate model Shape memory alloys (SMAs) Seismic response

作者机构:

  • [ 1 ] [Gao, Xiaoshu]Univ Tokyo, Dept Architecture, 7-3-1, Hongo,Bunkyo Ku, Tokyo 1138656, Japan
  • [ 2 ] [Qiu, Canxing]Beijing Univ Technol, Key Lab Urban Secur & Disaster Engn, Minist Educ, Beijing 100124, Peoples R China
  • [ 3 ] [Hou, Hetao]Shandong Univ, Sch Civil Engn, Jinan, Shandong, Peoples R China
  • [ 4 ] [Ran, Desheng]Shandong Univ, Sch Civil Engn, Jinan, Shandong, Peoples R China
  • [ 5 ] [Chen, Cheng]San Francisco State Univ, Sch Engn, San Francisco, CA 94132 USA

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来源 :

SOIL DYNAMICS AND EARTHQUAKE ENGINEERING

ISSN: 0267-7261

年份: 2023

卷: 174

4 . 0 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:19

被引次数:

WoS核心集被引频次:

SCOPUS被引频次: 5

ESI高被引论文在榜: 0 展开所有

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