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Population Balance Model-based Dynamic Multiobjective Optimization of Yeast Cell Manufacturing

Author(s)
Ganko, Krystian; Berliner, Marc D; Rhyu, Jinwook; Wu, Liang; Braatz, Richard D; Leyffer, Sven; ... Show more Show less
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Abstract
Biological systems play a key role in many advanced manufacturing processes, of which many have interesting nonlinear dynamics. We investigate a continuous yeast cell manufacturing process that produces sustained oscillations in outputs under nominal conditions. Using a population balance model to perform dynamic optimization with multiple objectives and observability constraints, we quantify tradeoffs on the Pareto surface for varying the extent of process oscillations that the decision-maker deems tolerable (or desirable). Numerical optimal control design for oscillatory distributed parameter systems is discussed within the context of both dynamic optimization and on-line nonlinear model predictive control strategies.
Date issued
2024
URI
https://hdl.handle.net/1721.1/157693
Department
Massachusetts Institute of Technology. Department of Chemical Engineering
Journal
IFAC-PapersOnLine
Publisher
Elsevier BV
Citation
Ganko, Krystian, Berliner, Marc D, Rhyu, Jinwook, Wu, Liang, Braatz, Richard D et al. 2024. "Population Balance Model-based Dynamic Multiobjective Optimization of Yeast Cell Manufacturing." IFAC-PapersOnLine, 58 (14).
Version: Final published version

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