Lab 3 Enhancements - Githubissues

ndcbe / controls

CBE 30338 Data Analytics, Optimization, and Control

https://ndcbe.github.io/controls/

5 stars 1 forks source link

Lab 3 Enhancements #18

Open adowling2 opened 6 months ago

adowling2 commented 6 months ago

Key Content:

Comparison of one and two-state models
Practice regression and uncertainty analysis
Two-state model will be used throughout the semester

Proposed Lab Changes:

[ ] Pre-lab assignment: regress two-state model to step test data (Lab 1)
[ ] Perform sine wave experiment
[ ] Repeat one and two-state model estimates with sine wave
[ ] Compare uncertainty in estimates parameters across two data sets (step, sine wave) and two models (one and two states)
[ ] Calculate mean squared error and absolute squared error
[ ] Modify discussion questions to streamline grading

Proposed Website Changes:

[ ] Tutorial on Fisher information matrix and eigendecomposition, practical identifiability
[ ] Show in lecture four comparisons (see above) using data generated from the TCLab digital twin
[ ] Tutorial on maximum likelihood estimation (?)
[ ] Tutorial on AIC and model selection