Modelling tunnel squeezing using gene expression programming: a case study

IF 2 4区 工程技术 Q3 ENGINEERING, GEOLOGICAL Proceedings of the Institution of Civil Engineers-Geotechnical Engineering Pub Date : 2023-06-26 DOI:10.1680/jgeen.22.00151
M. Kadkhodaei, E. Ghasemi, Saeed Mahdavi
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引用次数: 1

Abstract

Squeezing is a well-known geotechnical phenomena when excavating underground spaces, especially tunnels. It occurs under different geotechnical conditions in weak rock masses. A study was carried out to develop a mathematical and practical model to predict squeezing so that risk mitigation measures can be taken if necessary. A mathematical model based on the gene expression programming algorithm was developed using a database including 115 squeezing case histories. Four model performance evaluation criteria − specificity, sensitivity, accuracy and Matthew's correlation coefficient − were then used based on the test database and receiver operating characteristic curve. The accuracy of the model was also compared with previously developed models. The results showed that model can determine the squeezing with acceptable accuracy. It was then used to investigate squeezing-prone areas in the Beheshtabad water conveyance tunnel of Iran.
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利用基因表达编程模拟隧道挤压:一个案例研究
挤压是地下空间特别是隧道开挖过程中常见的岩土工程现象。它发生在不同岩土条件下的软弱岩体中。进行了一项研究,以开发一个数学和实用的模型来预测挤压,以便在必要时采取减轻风险的措施。利用115例挤压案例数据库,建立了基于基因表达式编程算法的数学模型。然后根据测试数据库和受试者工作特征曲线,采用特异性、敏感性、准确性和马修相关系数4个模型性能评价标准。该模型的精度也与以前开发的模型进行了比较。结果表明,该模型能较好地确定挤压量。然后将其用于调查伊朗Beheshtabad输水隧道中容易发生挤压的区域。
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来源期刊
CiteScore
4.40
自引率
4.50%
发文量
68
审稿时长
3 months
期刊介绍: Geotechnical Engineering provides a forum for the publication of high quality, topical and relevant technical papers covering all aspects of geotechnical research, design, construction and performance. The journal aims to be of interest to those civil, structural or geotechnical engineering practitioners wishing to develop a greater understanding of the influence of geotechnics on the built environment.
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