Physics-informed convolutional neural networks for temperature field prediction of heat source layout without labeled data.
Xiaoyu ZhaoZhiqiang GongYunyang ZhangWen YaoXiaoqian ChenPublished in: Eng. Appl. Artif. Intell. (2023)
Keyphrases
- labeled data
- temperature field
- convolutional neural networks
- unlabeled data
- heat transfer
- semi supervised
- numerical simulations
- semi supervised learning
- training data
- target domain
- active learning
- text classification
- supervised learning
- domain adaptation
- transfer learning
- data points
- computational fluid dynamics
- finite element method
- labeled training data
- labeled and unlabeled data
- prior knowledge
- finite element analysis
- co training
- class labels
- labeled examples
- cross domain
- finite element
- labeled instances
- patient specific
- database
- theoretical analysis
- data model
- feature extraction
- decision trees
- artificial intelligence
- machine learning
- data sets