Physics-Informed Neural Networks Enhanced Particle Tracking Velocimetry: An Example for Turbulent Jet Flow.
Shengze CaiCallum GrayGeorge Em KarniadakisPublished in: IEEE Trans. Instrum. Meas. (2024)
Keyphrases
- fluid flow
- neural network
- flow patterns
- flow rate
- velocity field
- flow field
- fluid dynamics
- pattern recognition
- mass transfer
- computational fluid dynamics
- particle filter
- visual tracking
- real time
- vector field
- back propagation
- kalman filter
- particle filtering
- neural network model
- object tracking
- artificial intelligence
- artificial neural networks
- mean shift
- fault diagnosis
- motion analysis
- feature tracking
- moving target
- robust tracking
- fuzzy logic
- dynamical systems
- genetic algorithm
- optical flow
- hopfield neural network
- target tracking
- fuzzy systems
- multi layer
- appearance model
- motion segmentation
- partial occlusion
- recurrent neural networks
- multilayer perceptron
- numerical simulations