Presentation Profile
AI Chemometrics: Automation for the Development, Validation, and Maintenance Processes for Predictive Process Analytical Measurement Systems
Currently Scheduled: 10/11/2022 - 12:45 PM - 1:15 PM
Room: Rose
Main Author
Paul Giammatteo - 4IR Solutions, Ltd
- Dror Albo - 4IR Solutions, Ltd
Abstract:
Application of Chemometrics from initial feasibility to validated on-line predictive measurements is labor and data intensive. Specifically, multiparameter model development and maintenance procedures are data intensive processes arising from process and stream variations, production changes, and/or regulatory requirements.
Utilizing AI algorithms significantly reduces labor intensive steps in Chemometrics. Applicable to a variety of analyzer systems, this presentation highlights AI “automation” for model building, prediction validation, performance verification, and reporting. Rigorous integration with a variety of LIMS and DCS/Plant Control Platforms, coupled with intuitive graphical interfaces and reporting, facilitate effective Chemometric utilization and support over a range of skill levels.
