Research output per year
Research output per year
Personal profile
Education/Academic qualification
Chemical engineering, Doctorate, Supervision, Control and Optimization of Biotechnological Processes Based on Hybrid Models, Martin-Universität Halle-Wittenberg
Award Date: 1 Jan 1998
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Dive into the research topics where Rui Manuel Freitas Oliveira is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Incorporating first-principles information into hybrid modeling structures: Comparing hybrid semi-parametric models with Physics-Informed Recurrent Neural Networks
Jul-Rasmussen, P., Kumar, M., Pinto, J., Oliveira, R., Liang, X. & Huusom, J. K., Aug 2025, In: Computers and Chemical Engineering. 199, p. 1-14 14 p., 109119.Research output: Contribution to journal › Article › peer-review
Open AccessFile -
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 AccessFile7 Citations (Scopus)46 Downloads (Pure) -
Deep Hybrid Modelling of a Supercritical CO2 Extraction Process [poster]
Agharafeie, R., Mendes, J. M. & Oliveira, R. M. F., 27 Sept 2024, (Unpublished). 1 p.Research output: Contribution to conference › Poster
File50 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 AccessFile14 Citations (Scopus)110 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 AccessFile9 Citations (Scopus)57 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
- 9 Oral presentation
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Deep Neural Network Modelling in Supercritical CO2 Extraction Process
Roshanak Agharafeie (Speaker), José Miguel Machado de Matos Pinto (Speaker), Pedro Miguel Calado Simões (Speaker), Jorge Morais Mendes (Speaker) & Rui Manuel Freitas Oliveira (Speaker)
4 Jul 2024Activity: Talk or presentation › Oral presentation
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Deep Hybrid Modelling of a Supercritical CO2 Extraction Process
Roshanak Agharafeie (Speaker), José Miguel Machado de Matos Pinto (Speaker), Pedro Miguel Calado Simões (Speaker), Jorge Morais Mendes (Speaker) & Rui Manuel Freitas Oliveira (Speaker)
22 Oct 2024Activity: Talk or presentation › Oral presentation
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Conversion of glycerol byproduct into value-added bacterial polysaccharide
Maria Filomena Andrade de Freitas (Speaker), Vítor D. Alves (Speaker), Cristiana Andreia Vieira Torres (Speaker), Mónica Isabel Gonçalves Carvalheira (Speaker), Nuno Costa (Speaker), Rui Manuel Freitas Oliveira (Speaker) & Maria D'ascensão Carvalho Fernandes Miranda Reis (Speaker)
2009Activity: Talk or presentation › Oral presentation
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New value-added bacterial extracellular polysaccharide produced from glycerol byproduct
Maria Filomena Andrade de Freitas (Speaker), Vítor D. Alves (Speaker), Cristiana Andreia Vieira Torres (Speaker), Mónica Isabel Gonçalves Carvalheira (Speaker), Nuno Costa (Speaker), Rui Manuel Freitas Oliveira (Speaker) & Maria D'ascensão Carvalho Fernandes Miranda Reis (Speaker)
2009Activity: Talk or presentation › Oral presentation
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Production of Value-Added Bacterial Polysaccharides from Glycerol Byproduct from the Biodiesel Industry
Maria Filomena Andrade de Freitas (Speaker), Vítor D. Alves (Speaker), Cristiana Andreia Vieira Torres (Speaker), Mónica Isabel Gonçalves Carvalheira (Speaker), Nuno Costa (Speaker), Rui Manuel Freitas Oliveira (Speaker) & Maria D'ascensão Carvalho Fernandes Miranda Reis (Speaker)
2009Activity: Talk or presentation › Oral presentation