Reliability analysis of unsaturated slope stability considering SWCC model selection and parameter uncertainties

Dian Qing Li, Lin Wang, Zi Jun Cao*, Xiao Hui Qi

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

68 Citations (Scopus)

Abstract

Soil-water characteristic curve (SWCC) is usually estimated by fitting a prescribed parametric model to a limited number of test data. Uncertainties in estimated SWCC are unavoidable due to a lack of test data, including uncertainty arising from selecting a parametric model and uncertainty in fitting parameters. This paper develops a reliability analysis approach for unsaturated slope under the Bayesian model averaging (BMA) framework. The proposed approach accounts, simultaneously, for SWCC parameter uncertainty and model selection uncertainty, and allows shedding light on their effects on unsaturated slope reliability analysis. The proposed approach is illustrated through an unsaturated cut slope example. Results show that, with a limited number of SWCC test data, explicit quantification of SWCC parameter uncertainty provides more insights into the variability of SWCC in comparison with only considering the best-fit of test data. More importantly, the model selection uncertainty might be considerably large when only a limited number of test data is available. In such a case, betting on a single model might result in an improper estimate of unsaturated slope failure probability. On the contrary, the proposed approach provides a model-independent estimate of unsaturated slope failure probability that is less sensitive to the selection of SWCC model among the pool of candidates.

Original languageEnglish
Article number105207
Number of pages13
JournalEngineering Geology
Volume260
Early online date17 Jun 2019
DOIs
Publication statusPublished - 3 Oct 2019
Externally publishedYes

Keywords

  • Bayesian approach
  • Reliability analysis
  • Soil–water characteristic curve
  • Uncertainty
  • Unsaturated slope

Fingerprint

Dive into the research topics of 'Reliability analysis of unsaturated slope stability considering SWCC model selection and parameter uncertainties'. Together they form a unique fingerprint.

Cite this