Process monitoring by deep neural networks in directed energy deposition: CNN-based detection, segmentation, and statistical analysis of melt pools.
Reza AsadiAntoine QueguineurOlli WiikinkoskiHossein MokhtarianTommi AihkisaloAlejandro RevueltaIñigo Flores ItuartePublished in: Robotics Comput. Integr. Manuf. (2024)
Keyphrases
- statistical analysis
- neural network
- cellular neural networks
- reliable detection
- level set
- image segmentation
- medical images
- segmentation algorithm
- segmentation method
- boundary detection
- pattern recognition
- detection method
- detection algorithm
- automatic detection
- object detection
- cell segmentation
- thin film
- intensity variations
- gradient flow
- shape prior
- energy consumption
- multiscale
- statistical methods
- detection rate
- neural network model
- self organizing maps
- false alarms
- fuzzy logic
- image analysis
- image processing
- background subtraction
- geometric active contours
- video sequences
- low signal to noise ratio
- artificial neural networks
- active contours
- bounding box
- medical imaging