MARS Applications in Geotechnical Engineering Systems: Multi-Dimension with Big Data

✍ Scribed by Wengang Zhang

Publisher: Springer Singapore
Year: 2020
Tongue: English
Leaves: 250
Edition: 1st ed.
Category: Library

No coin nor oath required. For personal study only.

✦ Synopsis

This book presents the application of a comparatively simple nonparametric regression algorithm, known as the multivariate adaptive regression splines (MARS) surrogate model, which can be used to approximate the relationship between the inputs and outputs, and express that relationship mathematically. The book first describes the MARS algorithm, then highlights a number of geotechnical applications with multivariate big data sets to explore the approach’s generalization capabilities and accuracy. As such, it offers a valuable resource for all geotechnical researchers, engineers, and general readers interested in big data analysis.

✦ Table of Contents

Front Matter ....Pages i-xxi
Introduction (Wengang Zhang)....Pages 1-5
A Review of Surrogate Models (Wengang Zhang)....Pages 7-17
Simple MARS Modeling Examples (Wengang Zhang)....Pages 19-25
MARS Use in Prediction of Collapse Potential for Compacted Soils (Wengang Zhang)....Pages 27-46
MARS Use in Prediction of Diaphragm Wall Deflections in Soft Clays (Wengang Zhang)....Pages 47-83
MARS Use for Inverse Analysis of Soil and Wall Properties in Braced Excavation (Wengang Zhang)....Pages 85-102
MARS Use for Estimations of Lateral Wall Deflection Profiles (Wengang Zhang)....Pages 103-120
MARS Use for Determination of EPB Tunnel-Related Maximum Surface Settlement (Wengang Zhang)....Pages 121-136
MARS Use in HP-Pile Drivability Assessment (Wengang Zhang)....Pages 137-154
MARS Use in Estimation of Liquefaction-Induced Lateral Spreading (Wengang Zhang)....Pages 155-171
MARS Use in Assessment of Soil Liquefaction Based on Capacity Energy Concept (Wengang Zhang)....Pages 173-186
MARS_LR Use in Assessment of Soil Liquefaction (Wengang Zhang)....Pages 187-198
MARS Use in Evaluating Entry-Type Excavation Stability (Wengang Zhang)....Pages 199-207
Conclusions and Recommendations (Wengang Zhang)....Pages 209-211
Back Matter ....Pages 213-240

✦ Subjects

Engineering; Geoengineering, Foundations, Hydraulics; Geotechnical Engineering & Applied Earth Sciences; Big Data; Big Data/Analytics; Input/Output and Data Communications

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