Actively learning deep Gaussian process models for failure contour and probability estimation

Keyphrases

• Gaussian Process Model 100%
• Failure Probability 100%
• Probability Estimation 100%
• Superior Performance 25%
• Computationally Expensive 25%
• Simulation Model 25%
• Sampling Methods 25%
• Monte Carlo Estimator 25%
• Aerodynamic Performance 25%
• Importance Sampling 25%
• Simulation Data 25%
• Probability Distribution 25%
• Active Learning 25%
• Failure Prediction 25%
• Space-filling 25%
• Airfoil Aerodynamics 25%
• Gas Turbine Blade 25%
• Test Functions 25%
• Sequential Design 25%
• Surrogate Model 25%
• Estimation Problem 25%
• Aerospace Systems 25%
• Computer Simulation Experiment 25%
• Probability Estimates 25%
• Model Inference 25%
• Synthetic Test 25%
• Cost Simulation 25%

Engineering

• Gaussians 100%
• Failure Probability 100%
• Probability Estimation 100%
• Airfoil 50%
• Gas Turbine 50%
• Aerodynamic Performance 50%
• Simulation Experiment 50%
• Surrogate Model 50%
• Additional Cost 50%
• Thermal Stress Analysis 50%