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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)
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

Repository
Open issue

.md

Assignments

Assignments#

See the class schedule for deadlines. Note: Canvas/Gradescope is version of record and Homework #2 is available only through Gradescope.

Homework 1: Computing and Data Analysis Review
Lab 1: Step Test of a First-Order System
Lab 2: Model Identification
Lab 3: Relay (On-Off) Control
Lab 4: PI Control

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Homework 1: Computing and Data Analysis Review

By Jeffrey Kantor, Alexander Dowling, and Jeremiah Zartman

© Copyright 2026, Jeffrey Kantor, Alexander Dowling, and Jeremiah Zartman.