Modeling diameter of jet grouting columns using Bayesian framework

Author:

Zhao Lin‐Shuang1ORCID,Chen Yue2,Wang Yanning1ORCID

Affiliation:

1. MOE Key Laboratory of Intelligence Manufacturing Technology Department of Civil and Environmental Engineering College of Engineering Shantou University Shantou Guangdong China

2. Central Research Institute of Building and Construction (Shenzhen) Co., Ltd, MCC Group Shenzhen Guangdong China

Abstract

AbstractThis study proposes a new model in explicit form to predict the diameter of the jet grouting column of three popular jet grouting systems (i.e., single, double, and triple). The proposed model can quantify the uncertainty associated with the prediction. Bayesian model selection was used to determine the optimal models and, the bootstrap sampling method was adopted to avoid bias in the collected database. The predictions agree well with the measured data, and the 95% credible intervals can cover almost all the measured data on the testing dataset, which indicates the robustness of the proposed model. A simple formula combined with a table was established to facilitate the engineers in applying the proposed model. The results reveal that soil type has a significant impact on diameter prediction. Uncertainty quantification can reveal possible fluctuations in column diameter and is vital to get a cost‐efficient design.

Funder

National Natural Science Foundation of China

Publisher

Wiley

Subject

Mechanics of Materials,Geotechnical Engineering and Engineering Geology,General Materials Science,Computational Mechanics

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