Influence of Cross-Correlation on the Modelled Uncertainty in Stress–Strain Behavior of Soft Clays

Author:

Löfman Monica SusanneORCID,Korkiala-Tanttu Leena KatariinaORCID

Abstract

AbstractReliability-based design is increasingly being applied to geotechnical problems because it allows the robust consideration of various sources of uncertainty, such as the inherent variability of soil properties. Some soil properties, however, are mutually dependent, and ignoring this cross-correlation may lead to biased estimates of the probability of unsatisfactory performance. Hence, in this study, the Gaussian copula was used to evaluate how the applied cross-correlation or independence between the compressibility properties affects the uncertainty in the stress–strain response of two marine soft clays. Two settlement calculation methods were considered: the compression index and Janbu tangential stiffness methods. The correlation coefficients were defined from the site-specific oedometer data at two extensively studied clay sites, and from a database. The simulated oedometer curves were compared to the observed variability in the site-specific data. The settlements in the clay sublayers were then computed, and different cases were compared by means of boxplots. It is concluded that the Janbu method leads to a significant overestimation of uncertainty in settlement if the cross-correlation between the compressibility parameters is ignored. On contrary, the compression index method seems less sensitive to the assumed correlation structure, and as such, the parameters can be treated as independent in most cases.

Funder

Väylävirasto

Aalto University

Publisher

Springer Science and Business Media LLC

Reference51 articles.

1. Ang AHS Tang WH (2007) Probability concepts in engineering: emphasis on applications to civil and environmental engineering. Wiley

2. Baecher GB, Christian JT (2003) Reliability and statistics in geotechnical engineering. Wiley, Chichester

3. Cami B, Javankhoshdel S, Phoon KK, Ching J (2020) Scale of fluctuation for spatially varying soils: estimation methods and values. ASCE-ASME J Risk Uncertain Eng Syst, Part a: Civ Eng 6:03120002. https://doi.org/10.1061/AJRUA6.0001083

4. Cheng Y, He D (2020) Slope reliability analysis considering variability of shear strength parameters. Geotech Geol Eng 38:4361–4368. https://doi.org/10.1007/s10706-020-01266-w

5. Ching J, Hsieh YH (2009) Observations in reliability analysis of a 1-D consolidation problem. J Geoengin 4:19–27

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3