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Collaborations and top research areas from the last five years
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Deep hybrid modeling of a HEK293 process: Combining long short-term memory networks with first principles equations
Ramos, J. R. C., Pinto, J., Poiares-Oliveira, G., Peeters, L., Dumas, P. & Oliveira, R., May 2024, In: Biotechnology and Bioengineering. 121, 5, p. 1554-1568 15 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile19 Link opens in a new tab Citations (Scopus)118 Downloads (Pure) -
Structural insights of an LCP protein–LytR–from Streptococcus dysgalactiae subs. dysgalactiae through biophysical and in silico methods
Paquete-Ferreira, J., Freire, F., Fernandes, H. S., Muthukumaran, J., Ramos, J., Bryton, J., Panjkovich, A., Svergun, D., Santos, M. F. A., Correia, M. A. S., Fernandes, A. R., Romão, M. J., Sousa, S. F. & Santos-Silva, T., 2024, In: Frontiers in Chemistry. 12, 1379914.Research output: Contribution to journal › Article › peer-review
Open AccessFile5 Link opens in a new tab Citations (Scopus)69 Downloads (Pure) -
A General Hybrid Modeling Framework for Systems Biology Applications: Combining Mechanistic Knowledge with Deep Neural Networks under the SBML Standard
Pinto, J., Ramos, J. R. C., Costa, R. S. & Oliveira, R., 1 Mar 2023, In: AI. 4, 1, p. 303-318 16 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile19 Link opens in a new tab Citations (Scopus)194 Downloads (Pure) -
From Shallow to Deep Bioprocess Hybrid Modeling: Advances and Future Perspectives
Agharafeie , R., Ramos, J. R. C., Mendes, J. M. & Oliveira, R. M. F., 4 Oct 2023, In: Fermentation. 9, 10, p. 1-22 23 p., 922.Research output: Contribution to journal › Review article › peer-review
Open AccessFile32 Link opens in a new tab Citations (Scopus)114 Downloads (Pure) -
Hybrid deep modeling of a CHO-K1 fed-batch process: combining first-principles with deep neural networks
Pinto, J., Ramos, J. R. C., Costa, R. S., Rossell, S., Dumas, P. & Oliveira, R., 2023, In: Frontiers in Bioengineering and Biotechnology. 11, 16 p., 1237963.Research output: Contribution to journal › Review article › peer-review
Open AccessFile21 Link opens in a new tab Citations (Scopus)81 Downloads (Pure)
Datasets
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[Dataset] Review Paper: From Shallow to Deep Bioprocess Hybrid Modeling: Advances and Future Perspectives
Agharafeie , R. (Creator), Ramos, J. R. C. (Creator), Mendes, J. M. (Creator) & Oliveira, R. M. F. (Creator), Mendeley Data, 30 Sept 2020
Dataset
Activities
- 1 Oral presentation
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Application of Hybrid Models in Biopharmaceutical Manufacturing
Agharafeie, R. (Speaker), Ramos, J. R. C. (Speaker), Oliveira, R. M. F. (Speaker) & Mendes, J. M. (Speaker)
14 Sept 2022Activity: Talk or presentation › Oral presentation