AI Programming Module

AI IN Intelligent Module Integration is the intelligent core engine of the HedraCAM platform, deeply integrating "front-end data processing" and "reinforcement learning" methodology as an AI programming module. It breaks through the limitations of traditional offline programming methods, achieving comprehensive integration of automatic trajectory planning, dynamic obstacle avoidance, process optimization, and edge computing through reinforcement training in complex scenarios.

01

Core Technology AI-Powered Decision Brain

• AI-Driven Teaching-Free Operation
  Using reinforcement learning schemes, AI can automatically evaluate robot posture changes and calculate optimal paths avoiding singular zones, limits, and collisions in extremely short time. For high-precision, high-complexity industries such as aerospace, shipbuilding, and large equipment manufacturing, it achieves fully automated planning without human intervention.
• Ultra-Fast Secondary Correction Response
  Possessing extremely strong real-time performance, it can instantly receive correction data from external sensors and dynamically adjust machining paths. The ultra-short response time ensures that robots maintain extremely high operational accuracy even in complex and changing on-site environments.
• Debugging and Expert Intervention Mode
  While implementing fully automatic programming with fixed process strategies, the backend retains professional manual intervention parameter options. Developers can enable or disable debugging mode based on project needs, achieving a perfect balance of "automation-first, manual fine-tuning."

AI Auto Obstacle Avoidance

Teaching Parameter Config

AI-Driven Teaching-Free Reinforcement Learning Correction Response

02

Full-Domain Perception Multi-Source Data Fusion

• Programming from Any Data Source
  The system can receive data from CAD models, JSON commands, binocular vision camera data, 3D scanned point clouds, and even handheld teaching pens and teleoperation handles.
• Real-Time 3D Reconstruction
  Supports automatic construction of workpiece models or point cloud trajectories based on real-time scan feedback, instantly converting them into executable robot machining programs.
• Full-Range Hardware Compatibility
  Perfectly compatible with mainstream 3D cameras, laser scanners, and upstream 3D CAD design software, building a complete closed loop from perception to planning to execution.

3D Camera Perception

3D Point Cloud Data

Point Cloud to Trajectory

Actual Processing

3D Camera Point Cloud 3D Reconstruction Hardware Compatibility

03

Deep Simulation Digital Twin Ecosystem

• Cross-Platform Collaborative Solution
  Built-in parametric virtual cameras and 3D scanner functions. Engineers can observe virtual camera captured feature states, object occlusion situations, and machining details from various perspectives, completing perfect process verification in the digital world.
• Industrial AI Closed-Loop
  Realizing digital twin monitoring and remote control through OPC UA and other protocols. The system supports complete preservation of digital twin scenario data for single operations, building a rigorous production traceability system.
• Cross-Platform Collaborative Solution
  As the core member of the HedraCAM ecosystem, AI IN is bottom-layer interoperable with Root, OLP, SMF, and other modules, with seamless data sharing, providing comprehensive combined solutions.

Cross-Platform Collaborative Solution

Digital Twin Monitoring

Digital Twin OPC UA Virtual Simulation Closed-Loop

04

Wide-Range Process Generalization

• Machining Units
  Sheet welding, laser cutting, grinding and polishing, spraying, shot peening, cleaning, and other processes.
• Production Lines
  Intelligent assembly of large parts, irregular part loading and unloading.

Steel Structure Gantry Welding

Flatness Detection & Optimization

Welding Cutting Polishing Spraying Assembly