AI SOP Behavior Analysis for Packaging and Shipping in the Logistics Industry
System Overview
This AI detection system employs a sophisticated four-layer loop architecture designed to monitor and analyze standard operating procedures in logistics packaging and shipping operations.
Architecture Layers
Perception Layer:
- Accesses video sources including cameras and RTSP streams
- Extracts and preprocesses video frames
- Detects operators who are logged into the system
Understanding Layer:
- Utilizes human pose estimation technology
- Extracts 17 skeletal keypoints from operator movements
Decision Layer:
- Employs a state machine engine for analysis
- Analyzes keypoint sequences to recognize ongoing actions
- Maps detected actions to standard SOP steps
Application Layer:
- Provides comprehensive web visualization interface
- Generates alert sounds for procedure deviations
- Ensures complete data recording and storage