Overview How it Works Live Twin Demo Collaborate Work With Me
Physics-Informed Digital Twin

Intelligent Digital Twin for Modern Mining

MineMirror AI creates a living virtual replica of your mine. Continuously monitors operations, anticipates risks, and enables safer, more efficient decisions in real time.

Live Digital Twin Status
94%
Safety Index
12 hrs
Early Warning
88%
Fleet Uptime
Live
Synchronised

A Digital Twin Built for Mining Reality

A continuously synchronised virtual representation of the physical mine, delivering actionable intelligence before issues escalate.

Predictive Safety

Early detection of geotechnical instability and hazardous conditions with meaningful lead time for intervention.

Asset Reliability

Continuous health monitoring of critical equipment to reduce unplanned downtime and optimise maintenance cycles.

Workforce Protection

Real-time tracking of environmental exposure to support healthier working conditions and regulatory compliance.

Real-Time Mine Visualization & Worker Safety

Static demonstration of how MineMirror AI mirrors the physical mine — heatmaps, worker locations, equipment health and risk zones update continuously in the live system.

LIVE Open Pit Zone A — Digital Twin
North Bench
Haul Road
Pit Floor
South Wall
Crusher Area
Ravi • Inspection
Priya • Monitoring
Arjun • Survey
Meera • Safety

Heatmap Legend

Low Moderate High Critical

Colour intensity shows predicted stress / temperature / risk derived from physics-informed models.

Workers On Site

R
Ravi Kumar
North Bench • Inspection
Safe
P
Priya Sharma
Crusher Area • Monitoring
Safe
A
Arjun Patel
South Wall • Survey
Caution
M
Meera Singh
Haul Road • Safety Check
Safe

Live Risk Snapshot

94%
Safety Index
2
Active Alerts
12h
Early Warning
4
Workers Live
1
Sense

Sensors, telemetry & surveys continuously feed the twin with live mine data.

→
2
Model

Physics + AI fusion creates accurate predictions even with limited failure data.

→
3
Visualise

Heatmaps, worker positions & equipment status appear in the living 3D twin.

→
4
Act

Operators receive clear alerts and recommended actions hours ahead of risk.

How a Digital Twin Works in Mining

A physics-informed digital twin is not just a 3D model. It is a living system that mirrors the real mine in real time.

1

Data Acquisition

Sensors, SCADA, equipment telemetry, geological models, drone surveys and existing control systems continuously feed live data into the twin.

2

Physics + AI Fusion

First-principles models (rock mechanics, fluid flow, thermodynamics) are combined with machine-learning patterns so the twin remains accurate even with sparse failure data.

3

Synchronised Virtual Mine

A high-fidelity 3D representation stays locked to real conditions — geometry, stress, equipment health, environment and production flow.

4

Prediction & Action

The twin runs forward simulations, detects anomalies, estimates remaining useful life and delivers clear alerts and recommended actions.

See the Twin in Action

A real-time 3D digital twin simulator demonstrating continuous synchronisation, detection and decision support.

Measurable Operational Impact

0%
Reduction in unplanned downtime
0
Early warning lead time
0%
Lower maintenance costs
Improved
Workforce exposure control

Work With MineMirror AI

Whether you are an engineer, researcher, student, operator or investor — there is a place to contribute and grow together.

Engineers & Technologists

Help build physics-informed models, real-time data pipelines, edge-cloud architectures and operator interfaces that make mines safer.

Digital Twin ML / PINNs IoT & Edge 3D Visualisation
Start a technical conversation →

Researchers & Academics

Collaborate on geotechnical risk prediction, remaining-useful-life models, multi-physics simulation and validation studies with real operational context.

Geomechanics Physics-Informed ML Joint Papers Open Research
Propose a research direction →

Mining Companies & Operators

Pilot MineMirror on a single zone or critical asset class. We design the integration path around your existing sensors and control systems.

Pilot Projects Safety ROI Integration Training
Discuss a pilot →

Students & Early-Career Talent

Looking for meaningful projects in digital twins, mining technology or applied AI? Reach out with your background and interests — mentorship and real problems available.

Internships Capstone Mentorship Open Problems
Introduce yourself →

Founder

Nitish Kumar Roy – Founder of MineMirror AI

Nitish Kumar Roy

Founder & CEO

MineMirror AI. Working at the intersection of digital twins, physics-informed machine learning, and mining operations. Open to collaborating with engineers, researchers, mining companies, and partners who want to make the industry safer and more efficient.

Let’s Build Together

Ready to collaborate or pilot?

Reach out for technical discussions, pilot opportunities, research partnerships or career conversations.