Support vector regression based metamodeling for seismic reliability analysis of structures

Applied Mathematical Modelling ◽

10.1016/j.apm.2018.07.054 ◽

2018 ◽

Vol 64 ◽

pp. 584-602 ◽

Author(s):

Shyamal Ghosh ◽

Atin Roy ◽

Subrata Chakraborty

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

Support Vector ◽

Seismic Reliability

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Support vector regression based metamodel by sequential adaptive sampling for reliability analysis of structures

Reliability Engineering & System Safety ◽

10.1016/j.ress.2020.106948 ◽

2020 ◽

Vol 200 ◽

pp. 106948 ◽

Author(s):

Atin Roy ◽

Subrata Chakraborty

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

Adaptive Sampling ◽

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A Weighted Least Square Support Vector Regression Method with MPP-GGP Based Sequential Sampling for Efficient Reliability Analysis

Lecture Notes in Electrical Engineering - Artificial Intelligence in China ◽

10.1007/978-981-15-8599-9_20 ◽

2021 ◽

pp. 161-170

Author(s):

Yang Guo ◽

Nan-nan Wang ◽

Gen-shen Kai

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

Sequential Sampling ◽

Regression Method ◽

Least Square ◽

Support Vector ◽

Weighted Least Square

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Reliability analysis of structures by a three-stage sequential sampling based adaptive support vector regression model

Reliability Engineering & System Safety ◽

10.1016/j.ress.2021.108260 ◽

2021 ◽

pp. 108260

Author(s):

Atin Roy ◽

Subrata Chakraborty

Keyword(s):

Regression Model ◽

Support Vector Regression ◽

Reliability Analysis ◽

Sequential Sampling ◽

Support Vector ◽

Support Vector Regression Model ◽

Adaptive Support

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Artificial Bee Colony Algorithm Optimized Support Vector Regression for System Reliability Analysis of Slopes

Journal of Computing in Civil Engineering ◽

10.1061/(asce)cp.1943-5487.0000514 ◽

2016 ◽

Vol 30 (3) ◽

pp. 04015040 ◽

Author(s):

Fei Kang ◽

Junjie Li

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

System Reliability ◽

Artificial Bee Colony Algorithm ◽

Artificial Bee Colony ◽

Support Vector ◽

System Reliability Analysis

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Dynamic reliability analysis using the extended support vector regression (X-SVR)

Mechanical Systems and Signal Processing ◽

10.1016/j.ymssp.2019.02.027 ◽

2019 ◽

Vol 126 ◽

pp. 368-391 ◽

Author(s):

Jinwen Feng ◽

Lei Liu ◽

Di Wu ◽

Guoyin Li ◽

Michael Beer ◽

...

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

Support Vector ◽

Dynamic Reliability

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An efficient method for reliability analysis under epistemic uncertainty based on evidence theory and support vector regression

Journal of Engineering Design ◽

10.1080/09544828.2015.1057557 ◽

2015 ◽

Vol 26 (10-12) ◽

pp. 340-364 ◽

Author(s):

Mi Xiao ◽

Liang Gao ◽

Haihong Xiong ◽

Zhen Luo

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

Efficient Method ◽

Epistemic Uncertainty ◽

Evidence Theory ◽

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Efficient structural reliability analysis based on adaptive Bayesian support vector regression

Computer Methods in Applied Mechanics and Engineering ◽

10.1016/j.cma.2021.114172 ◽

2021 ◽

Vol 387 ◽

pp. 114172

Author(s):

Jinsheng Wang ◽

Chenfeng Li ◽

Guoji Xu ◽

Yongle Li ◽

Ahsan Kareem

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

Structural Reliability ◽

Support Vector ◽

Structural Reliability Analysis ◽

Bayesian Support

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Application of the response surface method based on the support vector classification machine to the seismic reliability analysis of cable-stayed bridge

Safety, Reliability, Risk and Life-Cycle Performance of Structures and Infrastructures ◽

10.1201/b16387-781 ◽

2014 ◽

pp. 5379-5384

Author(s):

B Jia ◽

X Yu ◽

Q Yan ◽

W Li

Keyword(s):

Reliability Analysis ◽

Response Surface ◽

Response Surface Method ◽

Support Vector ◽

Seismic Reliability ◽

Cable Stayed Bridge ◽

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Adaptive Bayesian support vector regression model for structural reliability analysis

Reliability Engineering & System Safety ◽

10.1016/j.ress.2020.107286 ◽

2021 ◽

Vol 206 ◽

pp. 107286

Author(s):

Kai Cheng ◽

Zhenzhou Lu

Keyword(s):

Regression Model ◽

Support Vector Regression ◽

Reliability Analysis ◽

Structural Reliability ◽

Support Vector ◽

Support Vector Regression Model ◽

Structural Reliability Analysis ◽

Bayesian Support

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Support vector regression based metamodeling for structural reliability analysis

Probabilistic Engineering Mechanics ◽

10.1016/j.probengmech.2018.11.001 ◽

2019 ◽

Vol 55 ◽

pp. 78-89 ◽

Author(s):

Atin Roy ◽

Ramkrishna Manna ◽

Subrata Chakraborty

Keyword(s):

Support Vector Regression ◽

Reliability Analysis ◽

Structural Reliability ◽

Support Vector ◽

Structural Reliability Analysis

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