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CBE 30338 Data Analytics, Optimization, and Control

Course Information

Syllabus
Schedule
Assignments

Topical Materials

1. What is Process Control?
- 1.1. What is Feedback?
- 1.2. Elements of Process Control
2. Process Modeling
3. Feedback Control
4. Process Analytics
5. Optimization
6. Predictive Control
7. Projects (Spring 2023)
- 7.1. Project Ideas
8. References

Control Laboratory

1. The Temperature Control Laboratory
2. Step Testing
- 2.1. Step Testing
- 2.2. Lab Assignment 1: Step Test of a First-Order System
3. Empirical Model Identification
- 3.1. Fitting Step Test Data to Empirical Models
4. Estimating Model Parameters
5. Feedback Control
6. State Estimation
- 6.2. Open and Closed Loop Estimation
7. Optimization
8. Predictive Control and Real Time Optimization
- 8.1. Simulation, Control, and Estimation using Pyomo
- 8.2. Simulation, Control, and Estimation using Pyomo

Python Tutorials

Python Tutorials

Colab

Repository
Open issue

.ipynb

Empirical Model Identification

3. Empirical Model Identification#

Note: This laboratory session has been omitted for Spring, 2022.

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2.2. Lab Assignment 1: Step Test of a First-Order System

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3.1. Fitting Step Test Data to Empirical Models

By Jeffrey Kantor and Alexander Dowling

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