| ISBN： | 9783658402365 |
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| ISBN： | 3658402369 |
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| 编目源： | YDX YDX YDX OCLCF SFB OCLCO |
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| 语种代码： | eng eng ger |
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| 个人名称： | Mamduh Mustafa Awd, Mustafa, |
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| 题名： | Machine learning algorithm for fatigue fields in additive manufacturing / Edited by Mustafa Mamduh Mustafa Awd. |
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| 载体形态： | xxxviii, 255 pages : illustrations ; 21 cm. |
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| 书目附注： | Includes bibliographical references. |
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| 格式化内容附注： | Intro -- Foreword -- Preface -- Abstract -- Kurzfassung -- Contents -- Abbreviations -- List of symbols -- Latin symbols -- Greek symbols -- List of Figures -- List of Tables -- 1 Introduction and Objectives -- 2 Background on Process-Property Relationship -- 2.1 Fatigue Strength of Additively Processed Al and Ti Alloys -- 2.1.1 Aluminum Alloys (Al) -- 2.1.2 Titanium Alloys (Ti) -- 2.2 Fatigue Analysis and Modeling -- 2.2.1 Deterministic and Probabilistic Approaches to Fatigue -- 2.2.2 Process and Microstructural Simulation -- 3 Training and Testing Data -- 3.1 Aluminum and Titanium Lightweight Alloys -- 3.1.1 Aluminum (Al) Alloys -- 3.1.2 Titanium (Ti) Alloys -- 3.2 Additive Processing and Functional Grading -- 3.2.1 Principles of Additive Manufacturing -- 3.2.2 Functional Grading and Local Heat Treatments -- 3.3 Material Characterization on Multiscale -- 3.3.1 Structural Properties -- 3.3.2 Microstructural Properties -- 3.3.3 Quasi-static Properties -- 3.3.4 Fatigue Strength -- 4 Estimation of Lifetime Trends Based on FEM -- 4.1 Linear Elastic Fracture Mechanics -- 4.1.1 Description of Crack Tip State -- 4.1.2 Fatigue Crack Propagation -- 4.2 Extended Finite Element Method -- 4.2.1 SIF Analysis Using XFEM and Contour Integral Method -- 4.2.2 Fatigue Crack Propagation with XFEM -- 4.3 Visualization and Post-processing -- 4.3.1 Virtual Crack Closure Technique (VCCT) -- 4.3.2 Level Set Method -- 4.3.3 Damage Initiation Criteria -- 4.3.4 Model Establishment and Simulation -- 4.4 Modeling of Cyclic Deformation -- 4.4.1 Continuum Material Models -- 4.4.2 Implementation and Solution Optimization -- 4.4.3 Multiaxial Deformation Sensitivity -- 4.5 Shear-based Fatigue Damage Quantification -- 4.5.1 Fatemi-Socie Planar Fatigue Damage Model -- 4.5.2 Adaptation of the Model to VHCF Application -- 5 Bayesian Inferences of Fatigue-related Influences. |
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