Physics-constrained deep learning for high-dimensional surrogate modeling and uncertainty quantification without labeled data.
Yinhao ZhuNicholas ZabarasPhaedon-Stelios KoutsourelakisParis PerdikarisPublished in: J. Comput. Phys. (2019)
Keyphrases
- labeled data
- deep learning
- unlabeled data
- high dimensional
- semi supervised
- data points
- semi supervised learning
- unsupervised learning
- supervised learning
- training data
- text classification
- active learning
- transfer learning
- machine learning
- class labels
- dimensionality reduction
- training examples
- prior knowledge
- weakly supervised
- learning algorithm
- information extraction
- natural language processing
- viewpoint
- mental models
- training set
- feature extraction