Laser & Vision Powered Machining
Microchannel Lid
Edge AI Monitoring
High-speed micro-fabrication management driven by VAISense Phoenix. Our system utilizes synchronized laser profilers and high-resolution cameras for automated Edge AI model building and real-time inference.
Edge AI Model Building
Laser Profiling Data
High-speed laser capture of channel depth and floor flatness for sub-micron dataset training.
Visual Vision Training
Camera-based detection of micro-fractures and chip occlusion for robust model inference.
Sensing Modalities
- ● Optical Verification: Real-time camera feed analysis of micro-tool integrity.
- ● Laser Displacement: Continuous monitoring of workpiece height and alignment.
- ● Edge Synergy: Fusion of laser & visual data for 99.9% inspection accuracy.
EDGE Laser & Vision Machining Workflow
Dataset Acquisition
Laser & Camera sensors stream raw data for rapid on-site Edge AI model building.
Automated Labelling
Agentic AI classifies laser profiles and visual frames for training cycles.
Edge Model Deployment
Phoenix nodes push optimized models directly to the machining station.
Real-Time Metrology
Laser inference verifies channel depth (Z-axis) within sub-micron limits.
Vision-Based Audit
High-resolution cameras monitor chip clearance and surface finish quality.
Closed-Loop Adjustment
Edge AI triggers CNC feed-rate adjustments based on sensor feedback.
Integrated Sensor Suite
Sensor Fusion
Unifying laser & vision data
Computational Vision
Edge Hardware Acceleration
Low-power, high-performance vision processing
Edge AI Infrastructure
Phoenix Edge AI Nodes
Hardware-accelerated model building