Generalizability of Soft Sensors for Bioprocesses through Similarity Analysis and Phase-Dependent Recalibration

Generalizability of Soft Sensors for Bioprocesses through Similarity Analysis and Phase-Dependent Recalibration

A soft sensor concept is typically developed and calibrated for individual bioprocesses in a time-consuming manual procedure. Following that, the prediction performance of these soft sensors degrades over time, due to changes in raw materials, biological variability, and modified process strategies....

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Bibliographic Details
Main Authors: Manuel Siegl, Manuel Kämpf, Dominik Geier, Björn Andreeßen, Sebastian Max, Michael Zavrel, Thomas Becker
Format: Article
Language:English
Published: MDPI AG 2023-02-01
Series:Sensors
Subjects:
adaptive modeling
automatic recalibration
bioprocess
generalization
soft sensor
Online Access:https://www.mdpi.com/1424-8220/23/4/2178

Internet

https://www.mdpi.com/1424-8220/23/4/2178

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