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Träfflista för sökning "WFRF:(Franzén Carl Johan Docent) "

Sökning: WFRF:(Franzén Carl Johan Docent)

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1.
  • Gustavsson, Robert, 1987- (författare)
  • Development of soft sensors for monitoring and control of bioprocesses
  • 2018
  • Doktorsavhandling (övrigt vetenskapligt/konstnärligt)abstract
    • In the manufacture of bio-therapeutics the importance of a well-known process is key for a high product titer and low batch to batch variations. Soft sensors are based on the concept that online sensor signals can be used as inputs to mathematical models to derive new valuable process information. This information could then be used for better monitoring and control of the bioprocess.The aim of the present thesis has been to develop soft sensor solutions for upstream bioprocessing and demonstrate their usefulness in improving robustness and increase the batch-to-batch reproducibility in bioprocesses. The thesis reviews the potential and possibilities with soft sensors for use in production of bio-therapeutics to realize FDA´s process analytical technology (PAT) initiative. Modelling and hardware sensor alternatives which could be used in a soft sensor setup are described and critically analyzed. Different soft sensor approaches to control glucose feeding in fed-batch cultures of Escherichia coli are described. Measurements of metabolic fluxes and specific carbon dioxide production was used as control parameters to increase product yield and decrease the variability of produced recombinant proteins. Metabolic heat signals were used in uninduced cultures to estimate and control the specific growth rate at a desired level and thereby also estimate the biomass concentration online. The introduction of sequential filtering of the signal enabled this method to be used in a down-scaled system. The risk and high impact of contaminations in cell cultures are also described. An in situ microscope (ISM) was used as an online tool to estimate cell concentration and also to determine cell diameter size which enabled the detection of contaminant cells at an early stage.The work presented in this thesis supports the idea that soft sensors can be a useful tool in the strive towards robust and reliable bioprocesses, to ensure high product quality and increased economic profit.
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2.
  • Gerlach, Inga (författare)
  • Operator Training Simulators towards Industrial Biotechnology
  • 2015
  • Doktorsavhandling (övrigt vetenskapligt/konstnärligt)abstract
    • Biotechnological processes are carried out by applying advanced and demanding process strategies. Thus, fundamental understanding and knowledge about the applied microorganism is required to achieve high productivity and profitability. Therefore, computer-based simulation has been integrated into training methodologies for supplementing and expanding academic education and industrial operator training, in order to provide more effective as well as cost- and time-efficient training.Operator training simulators (OTS) are computer-based training tools that represent the real laboratory or plant within an interactive, virtual environment. Trainees can learn about cause-and-effect relationships during the virtual process to improve process understanding. Also, trainees and operators get the opportunity to develop, maintain and improve their operational skills. The virtual environment allows delayed operational actions and operational faults, as they are not interfering with the real process. Acceleration of the simulation speed makes training more effective. For instance, different procedures such as start-up and shut-down can be trained in a limited period of training time. Incident and trouble-shooting training can be realized in a safe, virtual environment without exposing the operator to potential risks. So far, OTS are mainly used in military, aviation, medicine and chemical industries. However, there are only a few examples where OTS are applied in biotechnological process applications.The aim of this thesis is to expose the benefits of using OTS for biotechnological process applications in academic education and industrial operator training. For this purpose, the feasibility of developing and applying OTS was investigated and discussed. Three OTS for the production of bio-ethanol and recombinant protein production were developed in order to investigate the benefits and their requirements as well as to assess the training effectiveness of these. To visualize the technical system including equipment and distributed control system (DCS), graphical user interfaces (GUIs) were designed, allowing the user to interact with the simulator. Mathematical models were developed and implemented in the OTS to ensure dynamic simulation of the process, where cause-and-effect relationships are realistically described. The essential part of an OTS for biotechnological process applications is the embedded sub-model which describes the biological production system. It is important that the cell growth behaviour within a bioreactor can be  simulated with sufficient accuracy in order to ensure high training effectiveness.In the assessment of the training effectiveness in academic education, it was observed that the students’ capability of understanding and controlling complex biotechnological processes improved after OTS training. Students showed better performance in laboratory experiments after participating in OTS pre-training. Moreover, the development of an OTS for an industrial, large-scale bio-ethanol plant illuminates the needs of OTS in biotechnological process industries. It was shown how the conceptual design methodology can be applied in designing an OTS, based on training needs from the industrial user perspective. Also, construction of the OTS including the formulation of mathematical models, the model structure which is embedded in the OTS and the design of the GUIs is covered in this thesis. Whether the use of the OTS will become cost-effective and assure maximum transfer of training depends on long term evaluation. However, application and evaluation of the developed OTS reveal the benefits and training effectiveness of these systems. The findings of the thesis might considerably facilitate the introduction of OTS into academic education and industrial operator training for biotechnological process applications.
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  • Resultat 1-2 av 2

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