Search Results for author: Ellen Otte

Found 2 papers, 0 papers with code

Applications of Machine Learning in Biopharmaceutical Process Development and Manufacturing: Current Trends, Challenges, and Opportunities

no code implementations16 Oct 2023 Thanh Tung Khuat, Robert Bassett, Ellen Otte, Alistair Grevis-James, Bogdan Gabrys

While machine learning (ML) has made significant contributions to the biopharmaceutical field, its applications are still in the early stages in terms of providing direct support for quality-by-design based development and manufacturing of biopharmaceuticals, hindering the enormous potential for bioprocesses automation from their development to manufacturing.

Multi-fidelity Gaussian Process for Biomanufacturing Process Modeling with Small Data

no code implementations26 Nov 2022 Yuan Sun, Winton Nathan-Roberts, Tien Dung Pham, Ellen Otte, Uwe Aickelin

In biomanufacturing, developing an accurate model to simulate the complex dynamics of bioprocesses is an important yet challenging task.

Transfer Learning

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