[HTML][HTML] Geotechnical uncertainty, modeling, and decision making

KK Phoon, ZJ Cao, J Ji, YF Leung, S Najjar… - Soils and …, 2022 - Elsevier
Modeling only constitutes one aspect of decision making. The prevailing limitation of
applying modeling to practice is the absence of explicit consideration of uncertainties. This …

Advances in reliability and risk analyses of slopes in spatially variable soils: A state-of-the-art review

SH Jiang, J Huang, DV Griffiths, ZP Deng - Computers and Geotechnics, 2022 - Elsevier
Spatial variability of soil properties was rarely taken into account directly in traditional slope
stability analyses, rather some “average” or suitably “pessimistic” properties are assumed to …

Novel approach to estimate vertical scale of fluctuation based on CPT data using convolutional neural networks

JZ Zhang, KK Phoon, DM Zhang, HW Huang… - Engineering …, 2021 - Elsevier
The inherent spatial variability of soil properties is the main sauces of uncertainties in the
site investigation, and it is commonly characterized using random field theory. In the context …

Estimation of trend and random components of conditional random field using Gaussian process regression

I Yoshida, Y Tomizawa, Y Otake - Computers and Geotechnics, 2021 - Elsevier
A method is proposed for simultaneously estimating the trend and random component of soil
properties at arbitrary locations using Gaussian process regression with the superposition of …

The story of statistics in geotechnical engineering

KK Phoon - Georisk: Assessment and Management of Risk for …, 2020 - Taylor & Francis
The story of statistics in geotechnical engineering can be traced to Lumb's classical
Canadian Geotechnical Journal paper on “The Variability of Natural Soils” published in …

What geotechnical engineers want to know about reliability

KK Phoon - ASCE-ASME Journal of Risk and Uncertainty in …, 2023 - ascelibrary.org
The purpose of this paper is to address the “what,”“why,” and “how” questions posed by
engineers who are not familiar with geotechnical reliability and have not kept abreast of …

[HTML][HTML] Deep learning-based evaluation of factor of safety with confidence interval for tunnel deformation in spatially variable soil

J Zhang, KK Phoon, D Zhang, H Huang… - Journal of Rock Mechanics …, 2021 - Elsevier
The random finite difference method (RFDM) is a popular approach to quantitatively
evaluate the influence of inherent spatial variability of soil on the deformation of embedded …

Variance reduction function for a potential inclined slip line in a spatially variable soil

Y Tao, KK Phoon, H Sun, J Ching - Structural Safety, 2024 - Elsevier
Variance reduction function for a spatially variable soil property is an important factor that
affects the spatial average-based characteristic value, which in turn influences the design of …

Benchmark examples for data-driven site characterisation

KK Phoon, T Shuku, J Ching… - Georisk: Assessment and …, 2022 - Taylor & Francis
Decision making in geotechnical engineering is always related to a project carried out at a
specific site. It is natural for data-driven site characterization (DDSC) to attract the most …

Characterization of autocovariance parameters of detrended cone tip resistance from a global CPT database

J Ching, M Uzielli, KK Phoon, X Xu - Journal of Geotechnical and …, 2023 - ascelibrary.org
This paper compiles a cone penetration test (CPT) database, named Global-CPT/3/1196. It
contains three CPT parameters (cone tip resistance, sleeve friction, and porewater pressure) …