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Industry 4.0: Smart Factory and Digital Manufacturing Infrastructure

Cloud and edge infrastructure for smart manufacturing — real-time OEE monitoring, predictive maintenance ML models, digital twin simulations, MES integration, and connected factory IoT platforms.

Industry 4.0OEE MonitoringPredictive MaintenanceDigital TwinMES IntegrationEdge Computing

🎯 Smart Factory Infrastructure

Challenges

  • OT systems (PLCs, SCADA) cannot tolerate cloud round-trip latency
  • Connecting legacy ICS equipment to modern cloud platforms
  • Equipment data volumes — millions of sensor readings per hour
  • Digital twin synchronisation in near real time
  • Cybersecurity for OT/IT convergence (IEC 62443)
  • Edge computing for closed factory networks

CloudFormation Solves

  • AWS Outposts / Azure Stack Edge for on-factory cloud compute
  • AWS IoT Greengrass Terraform modules for edge-to-cloud
  • Kinesis → Timestream for time-series sensor data at scale
  • SageMaker edge for local ML inference (predictive maintenance)
  • AWS IoT TwinMaker or Azure Digital Twins for factory digital twin
  • Isolated OT network with Direct Connect to cloud DMZ

Factory Cloud Architecture

1

Edge Gateway Layer

AWS Greengrass or Azure IoT Edge on factory servers. OPC-UA collectors normalise PLC data. Local ML inference runs predictive maintenance models with <10ms latency.

2

IoT Data Pipeline

IoT Core → Kinesis Data Streams → Lambda processing → Timestream time-series DB → QuickSight OEE dashboards. Alarms trigger maintenance tickets automatically.

3

Digital Twin Platform

AWS IoT TwinMaker syncs physical asset state to digital models in <1 second. Unity3D or Unreal visualisation connects via WebSocket API Gateway. Operators see live factory in 3D.

4

Predictive Maintenance ML

Sensor time-series → SageMaker Feature Store → training pipeline → model endpoint. Anomaly detected → SNS alert → ServiceNow ticket. 14-day failure prediction window.

📊 Business Outcomes

25%
OEE improvement
40%
Unplanned downtime reduction
30%
Maintenance cost saving
< 10ms
Edge decision latency

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