Active learning for adaptive surrogate model improvement in high-dimensional problems

Keyphrases

• Model Improvement 100%
• Adaptive Surrogate Model 100%
• High-dimensional Output 100%
• Learning Function 66%
• High-dimensional Input 66%
• Number of Training Samples 33%
• Adaptive Training 33%
• Active Variables 33%
• Exploration-exploitation 33%
• Error Region 33%

Engineering

• Dimensional Problem 100%
• Surrogate Model 100%
• Dimensional Input 50%
• Principal Components 25%
• Residual Stress 25%
• Input Multiple 25%
• Process Variable 25%
• Dimensional Subspace 25%
• Output Quantity 25%
• Additive Manufacturing 25%
• Dimensional Space 25%
• Computer Simulation 25%