网站首页 软件下载 游戏下载 翻译软件 电子书下载 电影下载 电视剧下载 教程攻略
书名 | MARS Applications in Geotechnical Engineering Systems(Multi-Dimension with Big Data)(精) |
分类 | 科学技术-建筑-建筑理论与文化 |
作者 | |
出版社 | 科学出版社 |
下载 | ![]() |
简介 | 内容推荐 许多岩土工程问题依靠经验方法以方程或设计图表的形式表达,以确定系统对输入变量的响应。本书探索了一种相当简单的非参数回归算法,称为多元自适应回归样条法(MARS),它能够逼近输入和输出之间的关系,并在数学上表示这种关系。主要优点是它能够产生简单、易于解释的模型,它能够估计输入变量的贡献,以及它的计算效率。本书首先介绍了MARS算法。然后介绍了多变量大数据集在岩土工程中的应用,探讨了该方法的泛化能力和精度。 目录 1 Introduction 1.1 Background 1.2 Objectives and Scope of This Book 1.3 Outline of This Book References 2 A Review of Surrogate Models 2.1 Several Commonly Adopted Approaches 2.1.1 Response Surface Methods 2.1.2 Regression Analysis 2.1.3 Artificial Neural Networks 2.2 MARS Methodology 2.2.1 A Brief Introduction of MARS 2.2.2 MARS Algorithm 2.2.3 MARS Applications 2.3 Summary References 3 Simple MARS Modeling Examples 3.1 Simple Function Approximation 3.2 Two-Dimensional Approximation 3.3 Function Approximation with Noise 3.4 Summary Reference 4 MARS Use in Prediction of Collapse Potential for Compacted Softs 4.1 Background 4.2 The Database 4.3 The Developed MARS Models and Modeling Results 4.4 Model Interpretability 4.5 Parameter Relative Importance 4.6 Summary References 5 MARS Use in Prediction of Diaphragm Wall Deflections in Soft Clays 5.1 Backgmund 5.2 The Database 5.3 The Developed MARS Models and Modeling Results 5.4 Model Interpretability 5.5 Parameter Relative Importance 5.6 Assessment of the Proposed MARS Model 5.7 Summary References 6 MARS Use for Inverse Analysis of Soil and Wall Properties in Braced Excavation 6.1 Background 6.2 The Databases 6.3 The Developed MARS Eso/Cu Model and Parametric Sensitivity Analysis 6.4 Excavation History Validations on Eso/Cu Model 6.5 The Developed MARS In(S) Model and Parametric Sensitivity Analysis 6.6 Excavation History Validations on In(S) Model 6.7 Summary References 7 MARS Use for Estimations of Lateral Wall Deflection Profiles 7.1 Background 7.2 The Databases 7.3 The Developed MARS Model and Modeling Results 7.4 Parametric Sensitivity Analysis 7.5 Excavation Case History Validations 7.6 Summary References 8 MARS Use for Determination of EPB Tunnel-Related Maximum Surface Settlement 8.1 Background 8.2 Ground Conditions 8.3 Data Sets and the Influential Parameters 8.3.1 Tunnel Geometry 8.3.2 Geological Conditions 8.3.3 EPB Operation Factors 8.4 The Developed MARS Model and Modeling Results 8.5 Parametric Sensitivity Analyses 8.6 Summary References 9 MARS Use in HP-Pile Drivability Assessment 9.1 Background 9.2 The Database and Performance Measures 9.3 The Developed MARS Models and Modeling Results 9.3.1 Pile Category Ql 9.3.2 Pile Categories Q2-Q5 9.4 Combined Data set Q1-Q5 9.4.1 Model Interpretability 9.4.2 Parameter Relative Importance 9.5 Summary References 10 MARS Use in Estimation of Liquefaction-Induced Lateral Spreading 10.1 Background 10.2 The Database 10.3 The Developed MARS Model 10.4 Parametric Sensitivity Analysis and Model Interpretability . . 10.5 Design Charts 10.6 Discussions and Summary References 11 MARS Use in Assessment of Soil Liquefaction Based on Capacity Energy Concept 11.1 Background 11.2 The Database 11.3 MARS Modeling Results 11.4 Parameter Relative Importance 11.5 The Developed MARS Model 11.6 Parametric Sensitivity Analysis 11.7 Validation from Case Histories 11.8 Performance Comparisons 11.9 Summary References 12 MARS_LR Use in Assessment of Soil Liquefaction 12.1 Background 12.2 Modeling Accuracy 12.3 The Databases 12.3.1 Database 1 12.3.2 Database 2 12.3.3 Database 3 12.4 The Developed MARS_LR Models and Modeling Results . . . 12.4.1 MARS_LR Model 1 12.4.2 MARS_LR Model 2 12.4.3 MARS_LR Model 3 12.5 Summary References 13 MARS Use in Evaluating Entry-Type Excavation Stability 13.1 Background 13.2 Critical Span Graph and the Database 13.3 The Developed MARS_LR Model and Modeling Results 13.4 Model Interpretability 13.5 Summary References 14 Conclusions and Recom |
随便看 |
|
霍普软件下载网电子书栏目提供海量电子书在线免费阅读及下载。