Completed
State of Health Assessment
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Know Thy Operator
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 Motivation
- 3 Overview of Example Industrial Process
- 4 Resources from plant
- 5 Simplified Process Diagram (DCS)
- 6 Industrial Database
- 7 Understanding the Data
- 8 Data Collection Points (Control Loops)
- 9 Temporal Alignment Problem
- 10 Variability Challenges in Establishing Ground Truth
- 11 Machine Learning
- 12 Supervised learning for tracing sources of variability
- 13 Further Correlation Analysis
- 14 Behavior Based Event Detection System for Industrial Facilities
- 15 Advantage over Current State of the Art
- 16 Overview of Toolkit Flow
- 17 Feature Selection
- 18 The Cluster Tuning Algorithm
- 19 The K-Means Algorithm
- 20 Threshold Optimization
- 21 GUI FOR Cluster Tuning
- 22 Operator in the Loop
- 23 State of Health Assessment
- 24 Conclusion