Residential College | false |
Status | 已發表Published |
Neural Network Modeling of Shear Wave Velocity of Macau Soils Using SPT and CPT Data | |
Zhou, Z.; Lok, Man Hoi | |
2021-06 | |
Conference Name | 2nd Vietnam Symposium on Advances in Offshore Engineering, VSOE 2021 |
Source Publication | VSOE2021 2021: Proceedings of the 2nd Vietnam Symposium on Advances in Offshore Engineering |
Volume | 208 |
Pages | 164 - 171 |
Conference Date | 1 November 2021through 3 November 2021 |
Conference Place | Ho Chi Minh City |
Abstract | Shear wave velocity of soil is an important parameter for earthquake analysis and civil engineering designs. Correlations between shear wave velocity and SPT-N value based on the simple power-law regression model were provided by previous studies. However, due to the inherent uncertainties of the SPT-N values, estimation of shear wave velocity may be improved by incorporating other site investigation data. In this study, artificial neural network models were used for the correlation analysis between the shear wave velocity with SPT (Standard Penetration Test) and CPT (Cone Penetration Test) data, based on recent field test data obtained from the site investigation program of the Macau major transportation project. The analysis results of this study indicated that incorporating the additional soil parameters in the correlation model would improve the prediction performance. When combined with SPT and CPT to form neural network models, a better prediction would be obtained than that using SPT or CPT alone. |
Keyword | Spt-n Cpt Shear Wave Velocity Artificial Neural Network Nonlinear Regression |
DOI | 10.1007/978-981-16-7735-9_16 |
URL | View the original |
Language | 英語English |
Scopus ID | 2-s2.0-85122129834 |
Fulltext Access | |
Citation statistics | |
Document Type | Conference paper |
Collection | Faculty of Science and Technology DEPARTMENT OF CIVIL AND ENVIRONMENTAL ENGINEERING |
Corresponding Author | Zhou, Z.; Lok, Man Hoi |
Affiliation | University of Macau |
First Author Affilication | University of Macau |
Corresponding Author Affilication | University of Macau |
Recommended Citation GB/T 7714 | Zhou, Z.,Lok, Man Hoi. Neural Network Modeling of Shear Wave Velocity of Macau Soils Using SPT and CPT Data[C], 2021, 164 - 171. |
APA | Zhou, Z.., & Lok, Man Hoi (2021). Neural Network Modeling of Shear Wave Velocity of Macau Soils Using SPT and CPT Data. VSOE2021 2021: Proceedings of the 2nd Vietnam Symposium on Advances in Offshore Engineering, 208, 164 - 171. |
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