Industrial Data Science for Batch Manufacturing

• Published in: Computer Aided Chemical Engineering Vol. 53; pp. 2965 - 2970
• Main Authors: Vallerio, Mattia, Perez-Galvan, Carlos, Navarro-Brull, Francisco J.
• Format: Book Chapter
• Language: English
• Published: 2024
• Subjects: AutoML; Batch Manufacturing; Data Analytics; FPCA; Machine Learning; FPCA; Data Analytics; AutoML; Machine Learning; Batch Manufacturing

Batch processes are the main production methodology for a large number of manufacturing industries: e.g., chemicals, food and beverage, pharma, Levenspiel (1998). However, these processes are subject to high variability: raw material composition, initial condition, unit degradation, and their intrin...