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Georgia Institute of Technology

Biocapacitance Sensors for In-Line Viable Cell Density Monitoring in Complex Bioreactors

Abstract

dc:description.abstract

The precise monitoring of Viable Cell Density (VCD) in bioreactors is crucial for optimizing bioprocesses, improving yield, and maintaining product quality. VCD can be effectively indicated by biocapacitance, a capacitance associated with the viable cell membrane, which can be detected through Impedance/Dielectric Spectroscopy (IS/DS) The advancements of high-performance computing and Artificial Intelligence (AI) in recent decades have expedited the measuring and analysis of IS/DS enabling real-time monitoring of biocapacitance. In-line biocapacitance sensors has been widely applied for VCD monitoring in lab-scale adherent cell cultures and in high-throughput suspension cell cultures. However, this promising technology has not been effectively applied to high-throughput adherent cell cultures and lab-scale suspension cell cultures due to the complexity of the bioreactors. The Hollow Fiber Bioreactor (HFBR) is a high-efficiency bioreactor for high-throughput adherent cell culture thanks to its high surface-to-volume ratio. However, the packed interior of the HFBR presents unique challenges in achieving in-line biocapacitance sensing. This dissertation presents the development and characterization of biocapacitance sensors tailored for HFBRs. The study encompasses theoretical analysis, modeling, design, fabrication, and data analysis to create and optimize these sensors. The technology developed in this study is the first to achieve direct in-line VCD monitoring for high-throughput adherent cell culture. Key findings demonstrate that the sensors exhibit high sensitivity and potential to achieve spatial resolution, effectively monitoring VCD in real-time. Comprehensive data analysis and theoretical insights provides deeper understanding and optimization of sensor performance. Additionally, the work includes the development and assessment of two other biocapacitance sensors for lab-scale suspension cell cultures, which are also insufficiently addressed in current market and research. This work highlights the critical role of sensor technology, theoretical analysis, and data processing in advancing bioreactor systems.

Degree

thesis:*
Level thesis:degree_level
Doctoral
Department dc:contributor.department
Materials Science and Engineering
Grantor dc:publisher
Georgia Institute of Technology
Year dc:date.issued
2024

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Liu, Zhaonan
Advisors dc:contributor.advisor
  • Zhang, Chuck
  • Wang, Ben
Committee members dc:contributor.committeemember
  • Gerhardt, Rosario
  • Yao, Donggang
  • Wang, Kan

Subjects

dc:subject × 4

Rights

Language dc:language.iso
en_US

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1853/80050
OAI identifier oai:identifier
oai:repository.gatech.edu:1853/80050

Chain of custody

source
Harvested from
Georgia Tech
Base URL
repository.gatech.edu/server/oai/request
Last updated
2026-07-27
Source record
OAI-PMH GetRecord
citation

Liu, Zhaonan. Biocapacitance Sensors for In-Line Viable Cell Density Monitoring in Complex Bioreactors. Doctoral thesis, Georgia Institute of Technology, 2024. https://hdl.handle.net/1853/80050