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

Description

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. 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