Keyphrases
Quantification Method
100%
Uncertainty Quantification
100%
Physics-informed Neural Networks
100%
Distance-aware
100%
Principled Distance
100%
Performance Metrics
20%
Gaussian Process
20%
Uncertainty Estimation
20%
Prediction Accuracy
10%
Model Uncertainty
10%
Neural Network
10%
Computational Results
10%
Partial Differential Equations
10%
Prediction Error
10%
Physical Problems
10%
Superior Performance
10%
Hidden Layer
10%
Detection Efficiency
10%
Output Layer
10%
Weight Matrix
10%
Input Space
10%
Data Transformation
10%
Error Detection
10%
Loss Function
10%
Regularization Term
10%
Collocation Points
10%
Deep Learning Model
10%
Physical Laws
10%
Latent Space
10%
Spacing Distance
10%
Distance Preserving
10%
Distance-sensitive
10%
Spectral Normalization
10%
Monte Carlo Dropout
10%
Distance Awareness
10%
Dense Output
10%
Informative Indicators
10%
Engineering
Uncertainty Quantification
100%
Physics Informed Neural Network
100%
Gaussians
20%
Metrics
20%
Model Uncertainty
10%
Input Space
10%
Error Detection
10%
Output Layer
10%
Physical Problem
10%
Hidden Layer
10%
Collocation Point
10%
Loss Function
10%
Regularization
10%
Prediction Error
10%
Deep Learning Method
10%
Partial Differential Equation
10%
Computer Science
Physics-Informed Neural Network
100%
Performance Metric
20%
Deep Learning Model
10%
Prediction Accuracy
10%
Superior Performance
10%
Data Transformation
10%
Regularization Term
10%
Neural Network
10%
Model Uncertainty
10%
Error Detection
10%
Prediction Error
10%
Partial Differential Equation
10%
Chemical Engineering
Neural Network
100%
Deep Learning Method
9%