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《CAE Machine Learning Validation and Error Diagnostics 100 Cases》
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CAE Machine Learning Validation and Error Diagnostics 100 Cases
100 Lessons
01
Build a Baseline Surrogate Model for a Cantilever Beam Tip Deflection
02
Design a Train/Validation/Test Split for Nonlinear FEA Outputs
03
Detect Data Leakage Between Simulation Batches in a Surrogate Dataset
04
Validate a Surrogate Against a Held-Out High-Fidelity Simulation Set
05
Quantify Extrapolation Error Outside the Training Parameter Range
06
Diagnose Overfitting in a Neural Network Surrogate for Modal Frequencies
07
Detect Underfitting in a Polynomial Response Surface for Stress Outputs
08
Perform K-Fold Cross-Validation on a Small FEA Dataset
09
Compare Leave-One-Out and Holdout Validation for Expensive Simulations
10
Validate a Gaussian Process Surrogate with Predictive Variance Calibration
11
Diagnose Nonstationary Error in a Kriging Surrogate Across Design Space
12
Validate a Surrogate for Transient Thermal Response at Multiple Time Steps
13
Detect Temporal Error Accumulation in a Recurrent Surrogate for Dynamic Simulation
14
Validate a Surrogate for Frequency Response Functions Using Magnitude and Phase Errors
15
Diagnose Error Correlation with Input Features in a Crash Simulation Surrogate
16
Perform Residual Analysis for a Surrogate of Maximum Von Mises Stress
17
Detect Outlier Predictions in a Surrogate Ensemble for Buckling Loads
18
Validate a Surrogate Under Mesh Refinement Sensitivity
19
Diagnose Error Introduced by Solver Tolerance Settings in Training Data
20
Validate a Surrogate Across Different Element Formulations
21
Detect Distribution Shift Between Training and Deployment Simulation Inputs
22
Validate a Surrogate for Contact Pressure with Class-Imbalanced Output Ranges
23
Diagnose Error in a Surrogate for Fatigue Life Prediction
24
Validate a Multi-Output Surrogate for Coupled Thermal-Structural Analysis
25
Detect Violations of Physical Constraints in Surrogate Predictions
26
Validate Energy Conservation in a Surrogate for Dynamic Impact Simulation
27
Diagnose Error in a Surrogate for Eigenvalue Problems with Repeated Modes
28
Validate a Surrogate for Nonlinear Material Response Under Cyclic Loading
29
Detect Interpolation Artifacts in a Surrogate for Shape Optimization
30
Validate a Surrogate for Fluid-Structure Interaction Interface Quantities
31
Diagnose Error Propagation from Input Uncertainty to Surrogate Outputs
32
Validate a Surrogate for Topology Optimization Compliance
33
Detect Overconfident Uncertainty Estimates in a Bayesian Surrogate
34
Validate a Surrogate for Sheet Metal Forming Springback
35
Diagnose Error in a Surrogate for Welding Residual Stress
36
Validate a Surrogate for Composite Laminate Failure Criteria
37
Detect Error Concentration Near Design Constraints in a Surrogate
38
Validate a Surrogate for Acoustic Radiation from a Vibrating Panel
39
Diagnose Error in a Surrogate for Crash Pulse Prediction
40
Validate a Surrogate for Thermal Fatigue in Electronic Packages
41
Detect Model Form Error in a Surrogate for Hyperelastic Material Characterization
42
Validate a Surrogate for Multibody Dynamics Contact Forces
43
Diagnose Error in a Surrogate for Aeroelastic Flutter Boundary
44
Validate a Surrogate for Hydrodynamic Added Mass Coefficients
45
Detect Training Data Scarcity Effects in a Surrogate for Rare Event Simulation
46
Validate a Surrogate for Buckling of Thin-Walled Structures with Imperfections
47
Diagnose Error in a Surrogate for Creep Deformation Over Long Time Horizons
48
Validate a Surrogate for Piezoelectric Energy Harvester Output
49
Detect Numerical Noise in Surrogate Predictions for Noisy FEA Outputs
50
Validate a Surrogate for Shape Memory Alloy Actuator Response
51
Diagnose Error in a Surrogate for Rolling Contact Fatigue Life
52
Validate a Surrogate for Wind Turbine Blade Deflection
53
Detect Error in a Surrogate for Battery Thermal Runaway Simulation
54
Validate a Surrogate for Additive Manufacturing Residual Distortion
55
Diagnose Error in a Surrogate for Vehicle Crashworthiness Under Offset Impact
56
Validate a Surrogate for Seismic Response of a Building Frame
57
Detect Error in a Surrogate for Tire Rolling Resistance
58
Validate a Surrogate for Heat Exchanger Effectiveness
59
Diagnose Error in a Surrogate for Metal Cutting Force Prediction
60
Validate a Surrogate for Injection Molding Warpage
61
Detect Error in a Surrogate for Composite Cure-Induced Distortion
62
Validate a Surrogate for Offshore Wind Foundation Fatigue
63
Diagnose Error in a Surrogate for Hypersonic Aerothermal Loads
64
Validate a Surrogate for Soft Robot Bending Actuation
65
Detect Error in a Surrogate for Prosthetic Foot Energy Return
66
Validate a Surrogate for Acoustic Metamaterial Bandgap Prediction
67
Diagnose Error in a Surrogate for Microelectromechanical Systems Pull-In Voltage
68
Validate a Surrogate for Nuclear Fuel Rod Thermal-Mechanical Behavior
69
Detect Error in a Surrogate for Pipeline Corrosion Fatigue
70
Validate a Surrogate for Aircraft Wing Gust Response
71
Diagnose Error in a Surrogate for Railway Wheel-Rail Contact Stress
72
Validate a Surrogate for Heat Sink Thermal Performance
73
Detect Error in a Surrogate for Electromagnetic Force in Electric Machines
74
Validate a Surrogate for Vibro-Acoustic Transfer Functions
75
Diagnose Error in a Surrogate for Impact Damage in Composite Structures
76
Validate a Surrogate for Thermal Management of Power Electronics
77
Detect Error in a Surrogate for Gear Tooth Bending Stress
78
Validate a Surrogate for Bearing Life Prediction
79
Diagnose Error in a Surrogate for Bolted Joint Stiffness
80
Validate a Surrogate for Spring Design Under Fatigue
81
Detect Error in a Surrogate for Pressure Vessel Burst Pressure
82
Validate a Surrogate for Heat Treatment Distortion
83
Diagnose Error in a Surrogate for Ultrasonic Welding Quality
84
Validate a Surrogate for Laser Cutting Kerf Width
85
Detect Error in a Surrogate for Abrasive Waterjet Machining Depth
86
Validate a Surrogate for Sheet Metal Bending Springback
87
Diagnose Error in a Surrogate for Forging Load Prediction
88
Validate a Surrogate for Casting Solidification Time
89
Detect Error in a Surrogate for Polymer Extrusion Die Swell
90
Validate a Surrogate for Composite Tape Placement Defects
91
Diagnose Error in a Surrogate for Robotic Assembly Tolerance Stack-Up
92
Validate a Surrogate for Fatigue Crack Growth Under Variable Amplitude Loading
93
Detect Error in a Surrogate for Thermal Shock Resistance of Ceramics
94
Validate a Surrogate for Hydrogen Embrittlement Susceptibility
95
Diagnose Error in a Surrogate for Shape Memory Alloy Spring Actuation
96
Validate a Surrogate for Magnetorheological Damper Force
97
Detect Error in a Surrogate for Piezoelectric Vibration Energy Harvesting
98
Validate a Surrogate for Thermoelectric Generator Performance
99
Diagnose Error in a Surrogate for Solid Oxide Fuel Cell Performance
100
Validate a Surrogate for Lithium-Ion Battery Capacity Fade
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