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A Lyapunov based heuristic to speed up convergence of a feedback optimization framework with experiment batches-application to bioprocess manufacturing
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control). KTH, School of Engineering Sciences in Chemistry, Biotechnology and Health (CBH), Centres, Centre for Advanced BioProduction by Continuous Processing, AdBIOPRO.ORCID iD: 0000-0002-7856-4899
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control). KTH, School of Engineering Sciences in Chemistry, Biotechnology and Health (CBH), Centres, Centre for Advanced BioProduction by Continuous Processing, AdBIOPRO.ORCID iD: 0000-0003-2008-0127
KTH, School of Engineering Sciences in Chemistry, Biotechnology and Health (CBH), Industrial Biotechnology. KTH, School of Engineering Sciences in Chemistry, Biotechnology and Health (CBH), Centres, Centre for Advanced BioProduction by Continuous Processing, AdBIOPRO.ORCID iD: 0000-0002-5370-4621
KTH, School of Electrical Engineering and Computer Science (EECS), Intelligent systems, Decision and Control Systems (Automatic Control). KTH, School of Engineering Sciences in Chemistry, Biotechnology and Health (CBH), Centres, Centre for Advanced BioProduction by Continuous Processing, AdBIOPRO.ORCID iD: 0000-0002-9368-3079
2022 (English)In: IFAC PAPERSONLINE, Elsevier BV , 2022, Vol. 55, no 23, p. 135-140Conference paper, Published paper (Refereed)
Abstract [en]

In this work a heuristic to speed up the convergence of a feedback-based optimization scheme, when experiments can be run in batches, is discussed. The proposed approach allows to select the most promising experiment in the batch, as the one maximising the decrease of an associated Lyapunov function, and to define the inputs for the next batch, based on this. We suggest the application of the scheme to a biological setting, with the goal of maximizing the concentration of a product of interest in a bioreactor under a continuous perfusion framework, while at the same time minimizing the yield of a toxic byproduct. The potential of the approach is exposed by means of a simple synthetic example. 

Place, publisher, year, edition, pages
Elsevier BV , 2022. Vol. 55, no 23, p. 135-140
Keywords [en]
Dynamics and control of biological systems, Systems biology for (red, green, blue, white) biotechnology, Next generation methods and tools for systems and synthetic biology
National Category
Control Engineering
Research subject
Biotechnology
Identifiers
URN: urn:nbn:se:kth:diva-327447DOI: 10.1016/j.ifacol.2023.01.029ISI: 000968848300009Scopus ID: 2-s2.0-85162006176OAI: oai:DiVA.org:kth-327447DiVA, id: diva2:1759966
Conference
9th IFAC Conference on Foundations of Systems Biology in Engineering (FOSBE), AUG 28-31, 2022, Cambridge, MA
Note

QC 20230529

Available from: 2023-05-29 Created: 2023-05-29 Last updated: 2024-02-07Bibliographically approved

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Pasquini, MirkoColin, KevinChotteau, VéroniqueHjalmarsson, Håkan

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CiteExportLink to record
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