Publications

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Journal Articles

On the machine learning-assisted identification of the fundamental parameters of nonstandard microfin arrays to assess their heat transfer performance

Published in Engineering Applications of Artificial Intelligence, 2024

Recommended citation: A. Larrañaga, R.D. Sandberg, J. Martinez, and J. Porteiro. On the machine learning-assisted identification of the fundamental parameters of nonstandard microfin arrays to assess their heat transfer performance. Engineering Applications of Artificial Intelligence, 136:108945, 2024.
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Assessment of the Effective Sensitivity of SARS-CoV-2 Sample Pooling Based on a Large-Scale Screening Experience: Retrospective Analysis

Published in JMIR Public Health and Surveillance, 2024

Recommended citation: Jorge J Cabrera Alvargonzalez, Ana Larrañaga, Javier Martinez, Sonia Perez Castro, Sonia Rey Cao, Carlos Daviña Nuñez, Victor Del Campo Perez, Carmen Duran Parrondo, Silvia Suarez Luque, Elena Gonzalez Alonso, Alfredo Jose Silva Tojo, Jacobo Porteiro, and Benito Regueiro. Assessment of the effective sensitivity of sars-cov-2 sample pooling based on a large-scale screening experience: Retrospective analysis. JMIR Public Health Surveill, 10:e54503, Sep 2024
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Robust optimization of heat-transfer-enhancing microtextured surfaces based on machine learning surrogate models

Published in International Communications in Heat and Mass Transfer, 2024

Recommended citation: A. Larrañaga, J. Martinez, J.L. Miguez, and J. Porteiro. Robust optimization of heat-transfer-enhancing microtextured surfaces based on machine learning surrogate models. International Communications in Heat and Mass Transfer, 151:107218, 2024
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Proof of concept of the potential of a machine learning algorithm to extract new information from conventional SARS-CoV-2 rRT-PCR results

Published in , 2023

Recommended citation: Jorge Cabrera Alvargonzalez, Ana Larrañaga Janeiro, Sonia Perez Castro, Javier Martinez Torres, Lucia Martinez Lamas, Carlos Daviña Nuñez, Victor Del Campo-Perez, Silvia Suarez Luque, Benito Regueiro Garcia, and Jacobo Porteiro Fresco. Proof of concept of the potential of a machine learning algorithm to extract new information from conventional sars-cov-2 rrt-pcr results. Scientific Reports, 13(1):7786, 2023
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Data-driven prediction of the performance of enhanced surfaces from an extensive CFD-generated parametric search space

Published in Machine Learning: Science and Technology, 2023

Recommended citation: A Larrañaga, S L Brunton, J Martinez, S Chapela, and J Porteiro. Data-driven prediction of the performance of enhanced surfaces from an extensive cfd-generated parametric search space. Machine Learning: Science and Technology, 4(2):025012, 2023.
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