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Neural Network Modeling of Shear Wave Velocity of Macau Soils Using SPT and CPT Data
Zhou, Z.; Lok, Man Hoi
2021-06
Conference Name2nd Vietnam Symposium on Advances in Offshore Engineering, VSOE 2021
Source PublicationVSOE2021 2021: Proceedings of the 2nd Vietnam Symposium on Advances in Offshore Engineering
Volume208
Pages164 - 171
Conference Date1 November 2021through 3 November 2021
Conference PlaceHo 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.

KeywordSpt-n Cpt Shear Wave Velocity Artificial Neural Network Nonlinear Regression
DOI10.1007/978-981-16-7735-9_16
URLView the original
Language英語English
Scopus ID2-s2.0-85122129834
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Document TypeConference paper
CollectionFaculty of Science and Technology
DEPARTMENT OF CIVIL AND ENVIRONMENTAL ENGINEERING
Corresponding AuthorZhou, Z.; Lok, Man Hoi
AffiliationUniversity of Macau
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity 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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