Digital Twin Mine Planning
with Private 5G
Virtual mine replicas for planning, simulation, and optimization powered by real-time data from underground operations.
Why Now
Ore Recovery Crisis
Industry average 75% recovery; 25% of ore left unmined forever
Commodity Pressure
Metal prices demand every ounce extracted to maintain profitability
Planning Delays
3-6 month planning cycles cannot respond to changing conditions
Technology Maturity
Digital twin platforms now proven in mining globally
Data Availability
Real-time survey, sensor data now available via 5G connectivity
Competitive Advantage
Peer mines demonstrating 20-30% recovery improvements
The Operational Challenge
Traditional mine planning relies on static models that quickly become outdated as conditions change.
Outdated Models
Mine plans based on static geological models that don't reflect actual conditions found
Trial & Error
Cannot test blasting patterns, equipment layouts, ventilation designs before implementation
Suboptimal Extraction
Poor planning leaves 20-30% of ore unrecovered in pillars and remnants
Safety Risks
Cannot predict ground stability, water inflows, or gas pockets before mining
Long Planning Cycles
Mine plan updates take 3-6 months, delaying response to changing conditions
Data Silos
Geology, surveying, production data trapped in separate systems
The Private 5G Enabled Solution
Real-Time Digital Twin
Virtual mine model updates continuously from survey data, equipment telemetry, sensors
Integrated Data
Unifies geology, surveying, production, equipment, environmental data in single model
Simulation Engine
Test blasting patterns, extraction sequences, ventilation designs before implementation
Optimization AI
Machine learning finds optimal mining sequences to maximize ore recovery
What-If Analysis
Model different scenarios to choose best approach for changing conditions
Predictive Geology
AI predicts ore grades, water zones, rock mechanics ahead of mining
Technical Architecture
Cloud-based digital twin platform fed by real-time underground data streams.
Performance Specifications
Real-Time Updates
Survey data, equipment positions, production metrics update twin model every minute
Physics Simulation
Geomechanical models predict ground behavior, optimize pillar dimensions and stope sequences
AR Visualization
Engineers view 3D mine model overlaid on physical environment via AR headsets
Collaborative Planning
Multiple teams work on same digital model simultaneously with version control
Network Engineering Considerations
Real-Time Data Integration
Survey data, equipment telemetry, production metrics update twin every minute
Physics-Based Simulation
Geomechanical models predict ground behavior and optimize sequences
Underground Connectivity
5G enables data collection from sensors and automated surveys
AR Visualization
Engineers view 3D mine model overlaid on physical environment
ML Optimization
AI finds optimal mining sequences to maximize ore recovery
Collaborative Platform
Multiple teams work on same model simultaneously with version control
Measurable Business Impact
Operational Impact
- 25% improvement in ore recovery
- 60% faster planning cycle time
- 40% reduction in unplanned dilution
- Optimized blasting patterns
Financial Impact
- $52M additional revenue from recovery
- 35% reduction in planning costs
- $18M saved from optimized extraction
- Reduced dilution and waste
Strategic Impact
- Foundation for autonomous mining
- Competitive cost per ounce
- Extended mine life through optimization
- Industry-leading technical capability
Deployment Model
Phased implementation of digital twin capabilities across mine operations.
Data Foundation
Integrate existing geological, survey, and production data into digital twin platform
Real-Time Feeds
Connect equipment telemetry, sensors, and automated surveys via 5G
Simulation Engine
Deploy physics-based models for blast optimization, ventilation, ground control
AI Optimization
Enable ML-powered extraction sequence optimization and predictive geology
Sample ROI Snapshot
Financial analysis for underground gold mine producing 250,000 oz annually
Current State
With Private 5G
3-Year Financial Projection
| Metric | Year 1 | Year 2 | Year 3 |
|---|---|---|---|
| Investment | ($12,000,000) | — | — |
| Annual Benefit | $52,000,000 | $58,000,000 | $65,000,000 |
| Net Benefit | $40,000,000 | $58,000,000 | $65,000,000 |
| Cumulative | $40,000,000 | $98,000,000 | $163,000,000 |