Author

Mauricio A. Barrientos

Pontificia Universidad Católica de Valparaíso

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Biology Disciplines

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Bioengineering· 1

Signature Assays, Organisms & Methods

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Approach:deep learning· 1 Organism:E. coli· 1 Approach:statistical model· 1 Organism:Xenopus· 1

Frequent Co-Authors

Carlos A. MartíneziD· 1 shared Facundo Rocha CalvetteiD· 1 shared Marielle PéréiD· 1 shared Sebastián OssandóniD· 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

Carlos A. MartínezORCID

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1 paper

Recent·Most cited

Hybrid modeling framework for bioprocesses with minimal prior knowledge and limited data

Carlos A. Martínez, Facundo Rocha Calvette, Marielle Péré, Mauricio A. Barrientos, Sebastián Ossandón

This paper introduces a hybrid modeling framework that combines mechanistic ODEs with neural networks to model bioprocesses using minimal prior knowledge and limited data.

Applied Mathematical Modelling · Oct 1, 2026Peer-reviewedBioengineering