Online Overall Equipment Effectiveness (oee) Improvement Using Data

Document Outline

• 8 Online Overall Equipment Effectiveness (OEE) Improvement Using Data Analytics Techniques for CNC Machines
  • Abstract
  • 8.1 Introduction
  • 8.2 Literature Review
  • 8.3 Methodology
    • 8.3.1 Data-Driven OEE Modules
    • 8.3.2 Data Collection
    • 8.3.3 Remaining Useful Life
    • 8.3.4 Quality Prediction Model
    • 8.3.5 Machine Performance Prediction
    • 8.3.6 OEE Calculation and Factor Analysis
  • 8.4 System Implementation
    • 8.4.1 Software Architecture
    • 8.4.2 Data Analytic Service Implementation
    • 8.4.3 OEE Before Using ML Prediction Models
    • 8.4.4 OEE After Using ML Prediction Models
  • 8.5 Conclusions
  • Acknowledgements
  • References