🏭 Digital Twin Predictive Maintenance
Real-time monitoring and AI-powered predictive analytics for manufacturing equipment
📊 Real-time Metrics
🔮 Predictive Analytics
🔧 Motor Unit A1
                    Status:
                    Healthy
                
                
                    Temperature:
                    72°C
                
                
                    Vibration:
                    0.8 mm/s
                
                
                Health Score: 85%
            ⚙️ Conveyor B2
                    Status:
                    Warning
                
                
                    Speed:
                    145 RPM
                
                
                    Load:
                    78%
                
                
                Health Score: 65%
            🏭 Compressor C3
                    Status:
                    Critical
                
                
                    Pressure:
                    8.2 bar
                
                
                    Flow Rate:
                    12 L/s
                
                
                Health Score: 35%
            🔩 Pump D4
                    Status:
                    Healthy
                
                
                    Flow:
                    25 L/min
                
                
                    Efficiency:
                    92%
                
                
                Health Score: 92%
            🚨 Predictive Maintenance Alerts
Critical Alerts
                    Compressor C3: Predicted failure in 3-5 days. Immediate maintenance required.
                    
ML Confidence: 94% | Last Updated: 2 minutes ago
            ML Confidence: 94% | Last Updated: 2 minutes ago
                Conveyor B2: Performance degradation detected. Schedule maintenance within 2 weeks.
                
ML Confidence: 78% | Last Updated: 15 minutes ago
            
            ML Confidence: 78% | Last Updated: 15 minutes ago
                Motor A1 & Pump D4: Operating within normal parameters. Next scheduled maintenance in 30 days.
                
ML Confidence: 96% | Last Updated: 1 minute ago
        ML Confidence: 96% | Last Updated: 1 minute ago
🎯 3D Production Line Visualization
                🖱️ Interactive Controls: Drag to rotate • Scroll to zoom • Auto-rotation enabled
            
        🎛️ Control Panel
                Simulation Status:
                Running
            
            
                Data Points Processed:
                12,847
            
            
                ML Model Accuracy:
                94.7%