Accelerating Thermal Simulations in Additive Manufacturing by Training Physics-Informed Neural Networks With Randomly Synthesized Data.
Jiangce ChenJustin PierceGlen WilliamsTimothy W. SimpsonNicholas A. MeiselSneha Prabha NarraChristopher McCombPublished in: J. Comput. Inf. Sci. Eng. (2024)
Keyphrases
- neural network
- data sets
- data analysis
- data structure
- database
- high quality
- raw data
- synthetic data
- simulation data
- missing data
- infrared
- small number
- fuzzy logic
- computer systems
- original data
- knowledge discovery
- data sources
- numerical simulations
- end users
- data mining
- feedforward neural networks
- multi layer perceptron
- training algorithm
- training process
- experimental data
- data points
- high dimensional data
- training samples
- text classification
- input data
- data mining techniques
- image data