Silvia Mitrea
University
Aalborg University (AAU)
Company
Unibio A/S
Project title
Using ML for productivity optimization in U-loop reactor
Project description
The global demand for sustainable protein production is increasing, and Unibio aims to enable data-driven decision making by training a machine-learning (ML) algorithm on years of collected historic data from fermentation processes. Integrating machine learning with process modeling in fermentation is a step towards Industry 4.0, whereby UNIBO in collaboration AAU will aim to improve fermentation efficiency, reduce production costs, and enhance product quality. This project will involve data collection, meaningful data extraction (feature extraction), model training, model integration, and continuous learning. The developed models will aim to predict the behavior of the fermentation process, enabling real-time monitoring and control, and identifying opportunities for optimization. Overall, the integration of ML with process modeling will meet the demand for sustainable and state-of the art protein production practices.
What was your motivation for becoming a Helix Lab Fellow?
I see Helix Lab as an opportunity to integrate myself into the biotechnology industry in Kalundborg. Being a Helix Lab Fellow means I get to work closely with engineers from the industry on real-life industrial tasks and challenges. Moreover, I get the chance to learn industry-related practices and stay in constant contact with innovation.
What is the most exciting part of being a Helix Lab Fellow?
Being part of a team in a company and collaborating with experienced people. This gives me the chance to further deepen my knowledge of industrial bioprocesses and improve my skills. Besides that, I get to build a network by socializing and interacting with other fellow students.
What perspectives do you see for your future after being a Helix Lab Fellow?
I am hoping that the experience of being a Helix Lab Fellow will strengthen my chances of securing a job as a bioprocess engineer in a biotechnology company.