Author

Oliver L Watson

AstraZeneca (United Kingdom)

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioengineering· 1

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Approach:contrastive learning· 1 Approach:deep learning· 1

Frequent Co-Authors

Daniele PessinaiD· 1 shared Jerry Y. Y. HengiD· 1 shared Maria M. PapathanasiouiD· 1 shared Wenqing TianiD· 1 shared

Activity by Year

2026-2026 · peak 1/yr

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4 top collaborators · 6 mutual co-author links

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1 shared paperBioengineering

Daniele PessinaORCID

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1 paper

Recent·Most cited

Transfer Learning Assessment of Data-driven Crystallisation Processes via Constrained Neural Ordinary Differential Equations

Daniele Pessina, Wenqing Tian, Oliver L Watson, Jerry Y. Y. Heng, Maria M. Papathanasiou

This paper assesses transfer learning for crystallisation modelling using constrained neural ODEs, showing improved generalisation and physical consistency in data-scarce scenarios.

Digital Chemical Engineering · Feb 16, 2026Peer-reviewedBioengineering