πŸ“‹ Case Study

Underground Copper Mine ROC Teleoperation Latency Mitigation

Unacceptable 420 ms round-trip latency for remote LHD operation causing motion sickness and control lag

πŸ—οΈ Project Overview

Teck Resources’ Quebrada Blanca Phase 2 underground mine in Chile

🎯 Challenge

Unacceptable 420 ms round-trip latency for remote LHD operation causing motion sickness and control lag

πŸ”§ Design Approach

Edge computing node at mine portal + predictive motion compensation algorithm + haptic feedback loop optimization

πŸ“ Design Diagram

Mine Shaft LHD Edge Node (Portal) Remote OC (Surface) 420 ms RTT 142 ms RTT Predictive Motion Compensation Ξ”t = v Γ— tpred = 210 ms Haptic Loop ISO/IEC 9241-411 ≀ 150 ms β†’ 142 ms ROC Teleoperation Latency Mitigation Legacy Latency Optimized Path Prediction Engine

AI-generated project design illustration

πŸ“ Key Calculations

Permissible Latency Threshold

ISO/IEC 9241-411 ≀ 150 ms
Result: 142 ms achieved
Meets human perception threshold for real-time control

Predictive Compensation Gain

Ξ”t = v Γ— t_pred
Result: 210 ms lookahead
Compensates for network delay via kinematic modeling

πŸ“Š Results

Operator acceptance rate ↑ 91%, teleoperated LHD productivity reached 94% of on-site equivalent, zero motion-sickness incidents post-deployment

πŸ’‘ Lessons Learned

  • β€’Edge compute must be physically co-located with critical equipment gateways
  • β€’Haptic fidelity matters more than visual frame rate for vehicle control

βœ… Key Takeaways

  • 1Edge compute must be physically co-located with critical equipment gateways
  • 2Haptic fidelity matters more than visual frame rate for vehicle control