Modeling the Residence Time Distribution of Integrated Continuous Bioprocesses
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Updated: Dec 23, 2025

Multi-Stream Perfusion Bioreactor Integrated with Outlet Fractionation for Dynamic Cell Culture
Published on: July 20, 2022
Jure Sencar1, Nikolaus Hammerschmidt1, Alois Jungbauer1,2
1Austria Centre for Industrial Biotechnology, Muthgasse 11, Vienna, A-1190, Austria.
Abstract:
In response to the biopharmaceutical industry advancing from traditional batch operation to continuous operation, the Food and Drug Administration (FDA) has published a draft for continuous integrated biomanufacturing. This draft outlines the most important rules for establishing continuous integration. One of these rules is a thorough understanding of mass flows in the process. A computer simulation framework is developed for modeling the residence time distribution (RTD) of integrated continuous downstream processes based on a unit-by-unit modeling approach in which unit operations are simulated one-by-one across the entire processing time, and then combined into an integrated RTD model. The framework allows for easy addition or replacement of new unit operations, as well as quick adjustment of process parameters during evaluation of the RTD model. With this RTD model, the start-up phase to reach steady state can be accelerated, the effects of process disturbances at any stage of the process can be calculated, and virtual tracking of a section of the inlet material throughout the process is possible. A hypothetical biomanufacturing process for an antibody was chosen for showcasing the RTD modeling approach.
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