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Manual: Table of Contents

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1. Management
1.1. Project Plan
1.2. Organization
2. Installation
2.1. Prerequisites
2.2. Installation
2.3. Network Setup
2.4. Testing
2.5. Troubleshooting
2.6. Data Requirements
2.7. Software Architecture
3. How-To
3.1. Define your Plant
3.2. Prepare Your Data
3.2.1. Select Tags
3.2.2. Prepare Meta-Data
3.2.3. Prepare Process Data
3.3. Setup OPC Connection
3.4. Bring Application Online/Offline
4. Advanced Process Optimizer (APO)
4.1. Process Optimization
4.2. Correction and Validation Rules
4.3. Goal Function
4.4. Train the Model
4.5. Assess Model Quality
4.6. Understand the Model Report
4.7. Fine-Tune Your Model
5. Intelligent Health Monitor (IHM)
5.1. Condition Monitoring
5.2. Concept of Dynamic Limits
5.3. Concepts of IHM
5.4. Initial Putting into Service
5.5. Creating or Customizing the Models
5.6. Getting and Administrating the Alarms
6. Intelligent Soft Sensor (ISS)
6.1. Creating a new Soft Sensor
6.2. Assessing Model Quality
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7. Background and Concepts
7.1. Concepts
7.1.1. Concept of a Model
7.1.2. Process of Modeling
7.1.3. Selecting Independent Variables
7.1.4. Confidence Intervals
7.1.5. Judging Model Goodness of Fit
7.1.6. Uncertainty
7.1.7. Pre-processing
7.2. Machine Learning
7.2.1. Neural Networks
7.2.2. Feed-Forward Networks
7.2.3. Recurrent Networks
7.2.4. Clustering
7.2.5. Variable Reduction
7.3. Optimization
7.3.1. Simulated Annealing
8. Terminology
8.1. Plant
8.2. Tag
8.3. Minimum and Maximum
8.4. Static Alarm Limits
8.5. Controlability
8.6. Correlation
8.7. Sensitivity