03580nam 22006495 450 991036661110332120200702134338.0981-13-7422-810.1007/978-981-13-7422-7(CKB)4100000008525932(DE-He213)978-981-13-7422-7(MiAaPQ)EBC5771085(PPN)235667234(EXLCZ)99410000000852593220190430d2020 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierMARS Applications in Geotechnical Engineering Systems[electronic resource] Multi-Dimension with Big Data /by Wengang Zhang1st ed. 2020.Singapore :Springer Singapore :Imprint: Springer,2020.1 online resource (XXI, 240 p. 99 illus., 64 illus. in color.) 981-13-7421-X 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.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. .Engineering geologyEngineering—GeologyFoundationsHydraulicsGeotechnical engineeringBig dataInput-output equipment (Computers)Geoengineering, Foundations, Hydraulicshttps://scigraph.springernature.com/ontologies/product-market-codes/T23020Geotechnical Engineering & Applied Earth Scienceshttps://scigraph.springernature.com/ontologies/product-market-codes/G37010Big Datahttps://scigraph.springernature.com/ontologies/product-market-codes/I29120Big Data/Analyticshttps://scigraph.springernature.com/ontologies/product-market-codes/522070Input/Output and Data Communicationshttps://scigraph.springernature.com/ontologies/product-market-codes/I12042Engineering geology.Engineering—Geology.Foundations.Hydraulics.Geotechnical engineering.Big data.Input-output equipment (Computers).Geoengineering, Foundations, Hydraulics.Geotechnical Engineering & Applied Earth Sciences.Big Data.Big Data/Analytics.Input/Output and Data Communications.624.15Zhang Wengangauthttp://id.loc.gov/vocabulary/relators/aut973112BOOK9910366611103321MARS Applications in Geotechnical Engineering Systems2214001UNINA