Physics-informed Convolutional Neural Networks for Temperature Field Prediction of Heat Source Layout without Labeled Data.
Xiaoyu ZhaoZhiqiang GongYunyang ZhangWen YaoXiaoqian ChenPublished in: CoRR (2021)
Keyphrases
- labeled data
- temperature field
- convolutional neural networks
- unlabeled data
- semi supervised
- semi supervised learning
- heat transfer
- numerical simulations
- training data
- target domain
- text classification
- domain adaptation
- labeled training data
- transfer learning
- active learning
- supervised learning
- data points
- computational fluid dynamics
- labeled examples
- labeled and unlabeled data
- class labels
- finite element analysis
- finite element method
- learning algorithm
- artificial intelligence
- co training
- prior knowledge
- multiple sources
- simulation model
- image processing
- mathematical models
- database
- unsupervised learning
- three dimensional
- feature selection
- labeling effort
- machine learning