Data-driven approaches to the modelling of bioprocesses

• Published in: Transactions of the Institute of Measurement and Control Vol. 26; no. 5; pp. 349 - 372
• Main Authors: Bernaerts, Kristel, Van Impe, Jan F.
• Format: Journal Article
• Language: English
• Published: Thousand Oaks, CA SAGE Publications 01.12.2004; Sage Publications Ltd
• Subjects: parameter estimation; optimal experiment design; system identification; data collection; bioprocess modelling; Fisher information matrix

Bioprocess modelling presents a challenging subject, which requires a meticulous modelling strategy. During the modelling process, experimental data form a key ingredient during structure characterization and parameter estimation. Accurate system identification can only be guaranteed if the experime...