Integrated condition monitoring and control of fed-batch fermentation processes

ZHANG, Hongwei and LENNOX, Barry (2004). Integrated condition monitoring and control of fed-batch fermentation processes. Journal of Process Control, 14 (1), 41-50.

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Official URL: http://dx.doi.org/10.1016/S0959-1524(03)00044-1
Link to published version:: 10.1016/S0959-1524(03)00044-1

Abstract

This paper investigates the benefits that the partial least squares (PLS) modelling approach offers engineers involved in the operation of fed-batch fermentation processes. It is shown that models developed using PLS can be used to provide accurate inference of quality variables that are difficult to measure on-line, such as biomass concentration. It is further shown that this model can be used to provide fault detection and isolation capabilities and that it can be integrated within a standard model predictive control framework to regulate the growth of biomass within the fermenter. This model predictive controller is shown to provide its own monitoring capabilities that can be used to identify faults within the process and also within the controller itself. Finally it is demonstrated that the performance of the controller can be maintained in the presence of fault conditions within the process.

Item Type: Article
Research Institute, Centre or Group: Materials and Engineering Research Institute > Centre for Automation and Robotics Research > Mobile Machine and Vision Laboratory
Identification Number: 10.1016/S0959-1524(03)00044-1
Depositing User: Margaret Boot
Date Deposited: 01 Aug 2017 13:58
Last Modified: 01 Aug 2017 13:58
URI: http://shura.shu.ac.uk/id/eprint/15142

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