Course Schedule

Class Topic Quiz Assignment TCLab Activity
1
Course Introduction Install PythonComplete 7 modules: Data-Driven Engineering
2
Simulate Dynamics with Python ODEINT or with Python GEKKOQuiz A Catalytic Converter Light-offStep Test Simulation
3
Physics-based Dynamic Modeling Quiz BDerive Balance EquationsConvective Heat Transfer
4
Transient Balance Equations Quiz CBlending SimulationRadiative Heat Transfer
5
Linearize Balance Equations Quiz DLinear SimulationLinearize Energy Balance
6
First-Order Linear Dynamics with Dead Time using Graphical Fitting Methods Quiz EGraphical FOPDT FitTCLab Graphical FOPDT Fit
7
Optimize Model Parameter Fit Quiz FParameter RegressionRegression FOPDT
8 Exam Review on Modeling and Dynamics Practice Exam
9 Exam on Dynamic Modeling
Class Topic Quiz Assignment TCLab Activity
10
Control Design Quiz GControl DesignProcess and Block Diagram
11
Proportional-only (P-only) Control Quiz HTank LevelP-only Control
12
Proportional Integral (PI) Control Quiz IAuto Cruise ControlPI Control
13
Proportional Integral Derivative (PID) Control Quiz JBlending ControlPID Control
14
Case Study: Level Control Quiz KLevel ControlPI Control Tuning
15
Case Study: Nonlinear System Control Quiz LExothermic ReactorPID Control Tuning
16
Case Study: Disturbances Quiz MType-I Diabetic Blood GlucosePID with Feedforward
17
Valve Design Principles Quiz NValve Design ExerciseHeater Actuator
18
Sensors and Data Acquisition Quiz OSensor Design ExerciseTemperature Sensor
19 Exam Review on Sensors, Actuators, and Controllers Practice Exam
20 Exam on Sensors, Actuators, and Controllers
Class Topic Quiz Assignment TCLab Activity
21
Temperature Modeling Modeling 2
22
Temperature Regression Estimation 2
23
Temperature Control 2 Page ReportControl 2
24
Laplace Transforms Quiz PLaplace Transform ApplicationsImpulse Response
25
Transfer Functions Quiz QBlock Diagrams with Transfer FunctionsBlock Diagram
26
State Space Models Quiz RReactor State SpaceState Space Simulation
27
Second Order Systems with Graphical Fitting Quiz SSecond Order Estimation: GraphicalOn/Off Control
28
Second Order Optimization Quiz TSecond Order Estimation: OptimizationSecond Order Regression
29
Simulation of FOPDT, SOPDT, and Higher Order Systems Quiz UDistillation ControlHigher Order Regression
30
Stability Analysis Quiz VController Stability LimitsP-Only Stability Analysis
31
Cascade Control and Feedforward Control Quiz WCascade or Feedforward Control DesignCascade Control
32 Exam Review on Dynamic Systems Analysis Practice Exam
33 Exam on Dynamic Systems Analysis
Class Topic Quiz Assignment TCLab Activity
34 Control Project Introduction Control Project
35
Optimization Introduction Quiz XSensors and Data Acquisition
36
Linear Programming Quiz YActuators
37
Scheduling Optimization Quiz ZApp Development
38
Nonlinear Programming Quiz `\alpha`Control Project
39
Machine Learning Classification Quiz `\beta`Control Project12 Data Science Modules
40
Model Predictive Control Quiz `\gamma`Control Project8 Advanced Control Modules
41 Project Help Session Control Project
42 Final Exam Review Practice Exam
Final Project Report (2 pages) and Presentation (5 min)
Final Exam
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