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Data Collection Points Control Loops
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Classroom Contents
Know Thy Operator: Behavior-Based Event Detection in Industrial Facilities
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- 1 Intro
- 2 Bottom Line Up Front
- 3 Motivation
- 4 Overview of Example Industrial Process
- 5 Resources from plant
- 6 Simplified Process Diagram (DCS)
- 7 Industrial Database
- 8 Understanding the Data
- 9 Data Collection Points Control Loops
- 10 Temporal Alignment Problem: Establishing Truth is Difficult!
- 11 Variability Challenges in Establishing Ground Truth
- 12 Machine Learning
- 13 Supervised learning for tracing sources of variability
- 14 Further Correlation Analysis
- 15 Behavior Based Event Detection System for Industrial Facilities
- 16 Advantage over Current State of the Art
- 17 Overview of Toolkit Flow
- 18 Feature Selection
- 19 The Cluster Tuning Algorithm
- 20 The K-Means Algorithm
- 21 Threshold Optimization
- 22 GUI FOR Cluster Tuning
- 23 Operator in the Loop
- 24 State of Health Assessment
- 25 Characterizing Operator Response
- 26 Conclusion
