Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means Approach
The objective of this study is to present a novel fragility analysis method that combines principal component analysis (PCA) and the K-means clustering algorithm for a probability assessment of seismic damage in high-pier bridges undergoing pulse-like ground motions. Firstly, the method uses the cor...
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| Format: | Article |
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MDPI AG
2023-07-01
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| Series: | Applied Sciences |
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| Online Access: | https://www.mdpi.com/2076-3417/13/15/8721 |
| _version_ | 1797587117977632768 |
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| author | Jingang Zhao Hongyu Jia Can Yang Bin Du |
| author_facet | Jingang Zhao Hongyu Jia Can Yang Bin Du |
| author_sort | Jingang Zhao |
| collection | DOAJ |
| description | The objective of this study is to present a novel fragility analysis method that combines principal component analysis (PCA) and the K-means clustering algorithm for a probability assessment of seismic damage in high-pier bridges undergoing pulse-like ground motions. Firstly, the method uses the correlation coefficient and the condition number as judgment indices to eliminate those seismic intensity measures (<i>IMs</i>) with weak correlation and multicollinearity from all 29 of the initial candidate seismic <i>IMs</i>, the optimal combination of <i>IMs</i> that satisfies the requirements for the PCA method is determined. Secondly, the method utilizes PCA to reduce the dimensionality of the optimal combination of <i>IMs</i> to obtain the principal components, after which the K-means algorithm is applied to classify the original group of selected pulse-like ground motions into four classes. Thirdly, a 3D finite element model of the exemplary high-pier bridge is developed via OpenSees, while incremental nonlinear dynamic time-history analyses are conducted to record the maximum cross-section curvatures of high piers under the influence of various categories of ground motions. Finally, based on the analytical procedures used in the increment dynamic analysis (IDA) method, this study develops and compares the fragility curves for the various classes of pulse-like ground motions. The results indicate the necessity of utilizing the PCA and K-means approach for classifying pulse-like ground motions in the seismic fragility analysis of high-pier bridges. This approach also significantly improves the precision and accuracy of damage probability analysis. |
| first_indexed | 2024-03-11T00:32:42Z |
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| id | doaj.art-da4264dae42f40288402e089a6f2a0ec |
| institution | Directory Open Access Journal |
| issn | 2076-3417 |
| language | English |
| last_indexed | 2024-03-11T00:32:42Z |
| publishDate | 2023-07-01 |
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| spelling | doaj.art-da4264dae42f40288402e089a6f2a0ec2023-11-18T22:36:39ZengMDPI AGApplied Sciences2076-34172023-07-011315872110.3390/app13158721Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means ApproachJingang Zhao0Hongyu Jia1Can Yang2Bin Du3College of Civil Engineering, Guizhou University, Guiyang 550025, ChinaSchool of Civil Engineering, Southwest Jiaotong University, Chengdu 610031, ChinaBridge Design Institute, Hubei Communications Planning and Design Institute Co., Ltd., Wuhan 430051, ChinaCollege of Civil Engineering, Guizhou University, Guiyang 550025, ChinaThe objective of this study is to present a novel fragility analysis method that combines principal component analysis (PCA) and the K-means clustering algorithm for a probability assessment of seismic damage in high-pier bridges undergoing pulse-like ground motions. Firstly, the method uses the correlation coefficient and the condition number as judgment indices to eliminate those seismic intensity measures (<i>IMs</i>) with weak correlation and multicollinearity from all 29 of the initial candidate seismic <i>IMs</i>, the optimal combination of <i>IMs</i> that satisfies the requirements for the PCA method is determined. Secondly, the method utilizes PCA to reduce the dimensionality of the optimal combination of <i>IMs</i> to obtain the principal components, after which the K-means algorithm is applied to classify the original group of selected pulse-like ground motions into four classes. Thirdly, a 3D finite element model of the exemplary high-pier bridge is developed via OpenSees, while incremental nonlinear dynamic time-history analyses are conducted to record the maximum cross-section curvatures of high piers under the influence of various categories of ground motions. Finally, based on the analytical procedures used in the increment dynamic analysis (IDA) method, this study develops and compares the fragility curves for the various classes of pulse-like ground motions. The results indicate the necessity of utilizing the PCA and K-means approach for classifying pulse-like ground motions in the seismic fragility analysis of high-pier bridges. This approach also significantly improves the precision and accuracy of damage probability analysis.https://www.mdpi.com/2076-3417/13/15/8721high-pier bridgeprincipal component analysisK-means clustering algorithmseismic fragility analysispulse-like ground motions |
| spellingShingle | Jingang Zhao Hongyu Jia Can Yang Bin Du Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means Approach Applied Sciences high-pier bridge principal component analysis K-means clustering algorithm seismic fragility analysis pulse-like ground motions |
| title | Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means Approach |
| title_full | Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means Approach |
| title_fullStr | Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means Approach |
| title_full_unstemmed | Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means Approach |
| title_short | Seismic Fragility Analysis of a High-Pier Bridge under Pulse-like Ground Motion, Based on a PCA and K-Means Approach |
| title_sort | seismic fragility analysis of a high pier bridge under pulse like ground motion based on a pca and k means approach |
| topic | high-pier bridge principal component analysis K-means clustering algorithm seismic fragility analysis pulse-like ground motions |
| url | https://www.mdpi.com/2076-3417/13/15/8721 |
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