Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive Soils
This paper conducts coupled Eulerian–Lagrangian (<i>CEL</i>) analysis to characterize the model uncertainty of using the cylindrical shear method (<i>CSM</i>) to predict the pullout capacity of helical anchors in cohesive soils. The model factor <i>M</i> is adopte...
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doaj-d413e34f816543e690cbdb5893a40d322021-04-02T10:50:16ZengMDPI AGJournal of Marine Science and Engineering2077-13122020-09-01873873810.3390/jmse8100738Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive SoilsPo Cheng0Jiang Tao Yi1Fei Liu2Jun Jie Dong3School of Civil Engineering, Chongqing University, China, No.83 Shabei Street, Chongqing 400045, ChinaSchool of Civil Engineering, Chongqing University, China, No.83 Shabei Street, Chongqing 400045, ChinaSchool of Civil Engineering, Chongqing University, China, No.83 Shabei Street, Chongqing 400045, ChinaSchool of Civil Engineering, Chongqing University, China, No.83 Shabei Street, Chongqing 400045, ChinaThis paper conducts coupled Eulerian–Lagrangian (<i>CEL</i>) analysis to characterize the model uncertainty of using the cylindrical shear method (<i>CSM</i>) to predict the pullout capacity of helical anchors in cohesive soils. The model factor <i>M</i> is adopted to represent the model uncertainty, which is equal to the value of measured capacity divided by estimated solution. The model factor <i>M<sub>cel</sub></i> can be considered to be a random variable with a lognormal distribution, and its mean value and coefficient of variation (<i>COV</i>) are 1.02 and 0.1, respectively. Correction factor <i>η</i> is introduced when comparing <i>CSM</i> and <i>CEL</i>, which is found to be influenced by input parameters. The dependence on input parameters is removed by performing regression analysis and the regression equation <i>f</i> is obtained. Substituting the regression equation <i>f</i> into the original <i>CSM</i> constitutes the modified <i>CSM</i> (<i>MCSM</i>), and the model factor of <i>MCSM</i> can be modeled as a random variable with a lognormal distribution, and its mean value and <i>COV</i> are 1.02 and 0.13, respectively. Finally, 13 filed tests are collected to compare the prediction accuracy, the results show that the prediction error range of <i>MCSM</i> is mostly within 15%. The present findings might be helpful for engineers and designers to estimate the pullout capacity of helical anchors in cohesive soils more confidently.https://www.mdpi.com/2077-1312/8/10/738helical anchorthe coupled Eulerian–Lagrangian analysismodel uncertaintypullout capacitycylindrical shear method |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Po Cheng Jiang Tao Yi Fei Liu Jun Jie Dong |
spellingShingle |
Po Cheng Jiang Tao Yi Fei Liu Jun Jie Dong Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive Soils Journal of Marine Science and Engineering helical anchor the coupled Eulerian–Lagrangian analysis model uncertainty pullout capacity cylindrical shear method |
author_facet |
Po Cheng Jiang Tao Yi Fei Liu Jun Jie Dong |
author_sort |
Po Cheng |
title |
Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive Soils |
title_short |
Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive Soils |
title_full |
Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive Soils |
title_fullStr |
Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive Soils |
title_full_unstemmed |
Characterization of Model Uncertainty for the Vertical Pullout Capacity of Helical Anchors in Cohesive Soils |
title_sort |
characterization of model uncertainty for the vertical pullout capacity of helical anchors in cohesive soils |
publisher |
MDPI AG |
series |
Journal of Marine Science and Engineering |
issn |
2077-1312 |
publishDate |
2020-09-01 |
description |
This paper conducts coupled Eulerian–Lagrangian (<i>CEL</i>) analysis to characterize the model uncertainty of using the cylindrical shear method (<i>CSM</i>) to predict the pullout capacity of helical anchors in cohesive soils. The model factor <i>M</i> is adopted to represent the model uncertainty, which is equal to the value of measured capacity divided by estimated solution. The model factor <i>M<sub>cel</sub></i> can be considered to be a random variable with a lognormal distribution, and its mean value and coefficient of variation (<i>COV</i>) are 1.02 and 0.1, respectively. Correction factor <i>η</i> is introduced when comparing <i>CSM</i> and <i>CEL</i>, which is found to be influenced by input parameters. The dependence on input parameters is removed by performing regression analysis and the regression equation <i>f</i> is obtained. Substituting the regression equation <i>f</i> into the original <i>CSM</i> constitutes the modified <i>CSM</i> (<i>MCSM</i>), and the model factor of <i>MCSM</i> can be modeled as a random variable with a lognormal distribution, and its mean value and <i>COV</i> are 1.02 and 0.13, respectively. Finally, 13 filed tests are collected to compare the prediction accuracy, the results show that the prediction error range of <i>MCSM</i> is mostly within 15%. The present findings might be helpful for engineers and designers to estimate the pullout capacity of helical anchors in cohesive soils more confidently. |
topic |
helical anchor the coupled Eulerian–Lagrangian analysis model uncertainty pullout capacity cylindrical shear method |
url |
https://www.mdpi.com/2077-1312/8/10/738 |
work_keys_str_mv |
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