Integrated Process Operations Module J: Process Analytics using Multivariate Analysis Techniques in Python

May 26, 2023

8:30 a.m. ET

This is part of the integrated process operations portion of CAPD's short course. Module J is taught by Salvador Garcia Muñoz.

Schedule

8:30 a.m. - 10:00 a.m.

  • From univariate to multivariate thinking
  • Fundamentals of Principal Components Analysis (PCA)
  • Process understanding and process troubleshooting tools
  • Multivariate Statistical Process Control (MSPC)

10:15 a.m. - 12:00 p.m.

  • Workshop: Case studies
  • Fundamentals of Projection to Latent Structures (PLS)

1:00 p.m. - 3:15 p.m.

  • Development of soft sensors with process data
  • Multi-block PLS
  • Development of soft sensors from spectra (Chemometrics)
  • Workshop: Case studies

3:30 p.m. - 5:30 p.m.

  • Process and product design using inverse PLS models and non-linear programming
  • Workshop: Case studies

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