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Titlebook: MARS Applications in Geotechnical Engineering Systems; Multi-Dimension with Wengang Zhang Book 2020 Science Press and Springer Nature Singa

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发表于 2025-3-21 19:04:34 | 显示全部楼层 |阅读模式
书目名称MARS Applications in Geotechnical Engineering Systems
副标题Multi-Dimension with
编辑Wengang Zhang
视频video
概述Presents the nonparametric regression algorithm known as multivariate adaptive regression splines (MARS) and its applications.Introduces simple algorithms that are easy to interpret and deliver good c
图书封面Titlebook: MARS Applications in Geotechnical Engineering Systems; Multi-Dimension with Wengang Zhang Book 2020 Science Press and Springer Nature Singa
描述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. .
出版日期Book 2020
关键词Multivariate Adaptive Regression Splines; Geotechnical Engineering System; Big Data; Surrogate Model; Me
版次1
doihttps://doi.org/10.1007/978-981-13-7422-7
isbn_ebook978-981-13-7422-7
copyrightScience Press and Springer Nature Singapore Pte Ltd. 2020
The information of publication is updating

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发表于 2025-3-21 21:05:22 | 显示全部楼层
A Review of Surrogate Models,lve the use of numerical procedures such as the finite element method, this surface may be difficult to determine explicitly in terms of the random variables, and therefore, the limit state function can only be expressed implicitly rather than in a closed-form solution.
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MARS Use in Evaluating Entry-Type Excavation Stability,fically developed for rock stability analysis in entry-type excavations. This span design chart plots the critical span against rock mass rating for the observed case histories and has been widely accepted by many mining operations for an initial span design of cut and fill stopes.
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pplications 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. .978-981-13-7422-7
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MARS Use in Assessment of Soil Liquefaction Based on Capacity Energy Concept,o initial soil parameters such as the relative density, initial effective confining pressure, fine contents, and soil textural properties. Analyses have been carried out on a total of 302 previously published tests using MARS, to assess the capacity energy required to trigger liquefaction in sand and silty sands.
发表于 2025-3-23 05:11:16 | 显示全部楼层
MARS_LR Use in Assessment of Soil Liquefaction,operties. In this chapter, a modification MARS approach based on logistic regression (LR) MARS_LR is used to evaluate seismic liquefaction potential based on actual field records. Three different MARS_LR models were used to analyze three different field liquefaction databases, and the results are compared with BPNN.
发表于 2025-3-23 06:04:58 | 显示全部楼层
Conclusions and Recommendations,fourth is to demonstrate the procedures of MARS use, including the model development, model interpretation, and parametric sensitivity analysis. The last is to illustrate the modified MARS procedure for pattern recognition/classification (MARS_LR), such as the liquefaction assessment and the stability evaluation of the entry-type excavation.
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