Author

Wenqing Tian

AstraZeneca (United Kingdom)ORCID 0000-0001-6956-3432Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioengineering· 1

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

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Daniele PessinaiD· 1 shared Jerry Y. Y. HengiD· 1 shared Maria M. PapathanasiouiD· 1 shared Oliver L Watson· 1 shared

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2026-2026 · peak 1/yr

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1 shared paperBioengineering

Daniele PessinaORCID

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1 paper

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BioengineeringDigital Chemical EngineeringPeer-reviewedFeb 16, 2026

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

Daniele Pessina, Wenqing Tian, Oliver L Watson…·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.

DOI 10.1016/j.dche.2026.100292

deep learningcontrastive learning

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