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Practice of Bayesian Probability Theory in Geotechnical Engineering (Hardcover, 1st ed. 2021)
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Practice of Bayesian Probability Theory in Geotechnical Engineering (Hardcover, 1st ed. 2021)
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This book introduces systematically the application of Bayesian
probabilistic approach in soil mechanics and geotechnical
engineering. Four typical problems are analyzed by using Bayesian
probabilistic approach, i.e., to model the effect of initial void
ratio on the soil-water characteristic curve (SWCC) of unsaturated
soil, to select the optimal model for the prediction of the creep
behavior of soft soil under one-dimensional straining, to identify
model parameters of soils and to select constitutive model of soils
considering critical state concept. This book selects the simple
and easy-to-understand Bayesian probabilistic algorithm, so that
readers can master the Bayesian method to analyze and solve the
problem in a short time. In addition, this book provides MATLAB
codes for various algorithms and source codes for constitutive
models so that readers can directly analyze and practice. This book
is useful as a postgraduate textbook for civil engineering,
hydraulic engineering, transportation, railway, engineering geology
and other majors in colleges and universities, and as an elective
course for senior undergraduates. It is also useful as a reference
for relevant professional scientific researchers and engineers.
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