MARS Applications in Geotechnical Engineering Systems

Name: MARS Applications in Geotechnical Engineering Systems
Author: Wengang Zhang

Multi-Dimension with Big Data

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Gebonden, blz. | Engels

Springer Nature Singapore | e druk, 2019

ISBN13: 9789811374210

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Springer Nature Singapore e druk, 2019 9789811374210

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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.

Specificaties

ISBN13:9789811374210

Taal:Engels

Bindwijze:gebonden

Uitgever:Springer Nature Singapore

Inhoudsopgave

Introduction.- MARS methodology.- Simple MARS modeling examples.- MARS use in prediction of collapse potential for compacted soils.- MARS use in prediction of diaphragm wall deflections in soft clays.- MARS use in HP-pile drivability assessment.- MARS use in assessment of soil liquefaction.- MARS use in evaluating entry-type excavation stability.- Summary and conclusions.

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MARS Applications in Geotechnical Engineering Systems

Multi-Dimension with Big Data

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