Foundations of Process Analytics and Machine learning
The StateView Hotel—Marriott Autograph Collection in Raleigh, NC
August 6 - 9, 2019

Art Museum Raleigh Wall Capitol Building Outdoor Concert Downtown Raleigh North Carolina Outdoors PNC Arena

Process Data Analytics and Machine Learning

S. Joe Qin, Leo H. Chiang, and Richard D. Braatz

This workshop will cover data analytics and machine learning methods that are applied to chemical processes. The workshop consists of three modules, each of which includes presentations, discussions, and case studies.

As of July 26, there are no more workshop slots available.

Agenda

1 - Introduction

  • 1.1 Examples of typical data analytics applications
  • 1.2 Unsupervised, supervised, and partially supervised learning (including clustering)
  • 1.3 Least squares including sparse methods
  • 1.4 Feature engineering (including for categorical data)
  • 1.5 Kernel methods for nonlinear analytics
  • 1.6 Neural networks and deep learning

2 - Latent Variable Methods and Application Case Studies

  • 2.1 Principal component analysis
  • 2.2 Partial least squares
  • 2.3 Canonical correlation analysis
  • 2.4 Dynamic principal component analysis and canonical variate analysis
  • 2.5 Linear discriminant analysis and support vector machines
  • 2.6 Process monitoring, diagnosis, and troubleshooting

3 - Industrial Experience and Tips, Interactive Discussions

  • 3.1 Visualization
  • 3.2 Outlier detection and data preprocessing
  • 3.3 Method selection
  • 3.4 How good is good enough? Industrial tips and tricks of the trade
  • 3.5 Industrial case studies by guest speaker Dr. Ivan Castillo (Dow)

This workshop is scheduled before the FOPAM conference. The workshop will be on Monday, August 5th from 1:30 pm to 5:00 pm and on Tuesday, August 6th from 8:30 am to 5:00 pm.

The fee for the workshop is $500 and you can sign up to attend the workshop on the registration form.

Conference Organization
Meeting Chairs
Richard D. Braatz
MIT
Thomas A. Badgwell
ExxonMobil
Phillip Westmoreland
North Carolina State University
Advisory Committee
Michael Baldea
University of Texas at Austin
Leo H. Chiang
The Dow Chemical Company
Selen Cremaschi
Auburn University
R. Bhushan Gopaluni
University of British Columbia
Martha A. Grover
Georgia Institute of Technology
Johannes Hachmann
University at Buffalo
Heather J. Kulik
MIT
Jay H. Lee
KAIST
Jonathan Moore
The Dow Chemical Company
S. Joe Qin
University of Southern California
Nikolaos V. Sahinidis
Carnegie Mellon University
Fengqi You
Cornell University
Victor Zavala
University of Wisconsin-Madison
Conference Information
Robin Craven
Conference Manager
email: