Mitigating Propagation Failures in Physics-informed Neural Networks using Retain-Resample-Release (R3) Sampling.
Arka DawJie BuSifan WangParis PerdikarisAnuj KarpatnePublished in: ICML (2023)
Keyphrases
- neural network
- multilayer perceptron
- sampling algorithm
- random sampling
- sampling strategies
- pattern recognition
- computer science
- failure detection
- recurrent neural networks
- back propagation
- fuzzy logic
- genetic algorithm
- neural network model
- sampling strategy
- neural nets
- artificial intelligence
- parameter space
- database
- artificial neural networks
- feed forward
- case study
- fuzzy systems
- training process
- activation function
- risk management
- sampling rate
- failure rate
- root cause
- wave propagation
- evolutionary algorithm