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MARS Applications in Geotechnical Engineering Systems

Multi-Dimension with Big Data

Medium: Buch
ISBN: 978-981-13-7421-0
Verlag: Springer Nature Singapore
Erscheinungstermin: 14.05.2019
Lieferfrist: bis zu 10 Tage

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.


Produkteigenschaften


  • Artikelnummer: 9789811374210
  • Medium: Buch
  • ISBN: 978-981-13-7421-0
  • Verlag: Springer Nature Singapore
  • Erscheinungstermin: 14.05.2019
  • Sprache(n): Englisch
  • Auflage: 1. Auflage 2020
  • Produktform: Gebunden
  • Gewicht: 565 g
  • Seiten: 240
  • Format (B x H x T): 160 x 241 x 20 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

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.