Marlon Mauricio Hernandez Cely, Carlos Mauricio Ruiz Diaz, Henrique de Lima Cavalheiro, July Camperos, Aldo Pardo Garcia, Sofia Pagliarini, Oscar Mauricio Hernandez Rodriguez, Marcelo Rossi, Paulo Evald, and Elmer Alexis Gamboa Peñaloza. “Identificação de padrões de escoamento bifásico água-óleo em tubulações horizontais da indústria óleo-gás através de técnicas de inteligência artificial,” Editora Cientifica Digital, vol. 1. p. 92, 2024. doi:10.37885/978-65-5360-640-1
Marlon Mauricio Hernandez Cely, Carlos Mauricio Ruiz Diaz, Sofia Pagliarini, Oscar Mauricio Hernandez Rodriguez, and Elmer Alexis Gamboa Peñaloza. “Determination of volumetric fraction in oil-water two-phase flow trough wire-mesh sensor and artificial neural networks,” Editora Cientifica Digital, vol. 4, cap. 3, pp. 42-64, 2023. doi:10.37885/230914276
Carlos Mauricio Ruiz Diaz, O. A. . González-Estrada, Marlon Mauricio Hernandez Cely y Germán González Silva, "CARACTERIZADOR DE FLUJO BIFÁSICO EN LÍNEAS DE TRANSPORTE DE PETRÓLEO", Ministerio del Interior, Dirección Nacional de Derecho de Autor, Unidad Administrativa Especial, Colombia, 2023.
C. M. Ruiz-Diaz, B. Quispe-Suarez y O. A. González-Estrada, “Two-phase oil and water flow pattern identification in vertical pipes applying long short-term memory networks”, Emergent Materials, 2024, doi:https://doi.org/10.1007/s42247-024-00631-2
C. M. Ruiz-Diaz, E. E. Perilla-Plata y O. A. González-Estrada, “Two-Phase Flow Pattern Identification in Vertical Pipes Using Transformer Neural Networks”, Inventions-MDPI, vol. 9, n°1, pp. 9 (1) - 15, 2024, doi:doi.org/10.3390/inventions9010015
C. E. Álvarez-Pacheco, C. M. Ruiz-Diaz y O. M. Hernández-Rodriguez, “Chordal measurement of phase fraction distribution in a static gas-liquid system using collimated gamma-ray densitometer and artificial neural networks”, Rev. Ingenio, vol. 21, n°1, pp. 29-35, 2024, doi:https://doi.org/10.22463/2011642X.4098
J A Gómez-Camperos, C M Ruiz-Diaz and M M Hernández-Cely, “ Specialist system in flow pattern identification using artificial neural networks,” Journal of Applied Engineering Science, vol. 21, no. 1, pp. 285-299, 2023. DOI:10.5937/jaes0-40309
Balbão Bazon, Pedro ; Castro B., Johann E. ; Ruiz-Diaz, Carlos M. ; Hernández-Cely, Marlon M. ; Hernandez Rodriguez, Oscar M. . Hybrid machine learning model applied to phase inversion prediction in liquid-liquid pipe flow. Multiphase Science and Technology, 2022. DOI: 10.1615/MultScienTechn.2022046139
C.M.Ruiz-Diaz, M.M.Hernández-Cely, O.A.González-Estrada,“Modelo predictivo para el cálculo de la fracción volumétrica de un flujo bifásico agua-aceite en la horizontal utilizando una red neuronal artificial,” Revista UIS Ingenierías, vol. 21, no.2, pp. 155-164, 2022, doi: https://doi.org/10.18273/revuin.v21n2-2022013
C M Ruiz-Diaz, J A Gómez-Camperos and M M Hernández-Cely, “ Flow pattern identification of liquid-liquid (oil and water) in vertical pipelines using machine learning techniques,” Journal of Physics: Conference Series, vol. 2163, no. 1, p. 012001, 2022. doi:10.1088/1742-6596/2163/1/012001
C. M. Ruiz-Diaz, M. M. Hernández-Cely and O. A. González-Estrada, “ Analysis of liquid-liquid (water and oil) two-phase flow in vertical pipes, applying artificial intelligence techniques,” Journal of Physics: Conference Series, vol. 2046, no. 1, p. 012016, 2021. doi:10.1088/1742-6596/2046/1/012016
C. M. . Ruiz-Diaz, M. M. Hernández-Cely, y O. A. . González-Estrada, "A predictive model for the identification of the volume fraction in two-phase flow", Ciencia en Desarrollo, vol. 12, num. 2, sep. 2021. doi.org/10.19053/01217488.v12.n2.2021.13417
C. Díaz, O. González-Estrada and M. Cely, Predictive Modeling of Holdup in Horizontal Wateroil Flow Using a Neural Network Approach, in: WCCM-ECCOMAS2020. URL https://www.scipedia.com/public/Diaz_et_al_2021a DOI: 10.23967/wccm-eccomas.2020.283
M. M. Hernández-Cely and C. M. Ruiz-Diaz, “Estudio de los fluidos aceite-agua a travésdel sensor basado en la permitividad eléctrica del patrón de fluido,” Revista UIS Ingenierías, vol. 19, no. 3, pp. 177–186, Apr. 2020. DOI: https://doi.org/10.18273/revuin.v19n3-2020017
C.M. Ruiz-Diaz, and O.M.H. Rodriguez, "Experimental study on dense-gas/liquid flow in horizontal and inclined pipes", in 20th Brazilian Congress of Thermal Sciences and Engineering, 2024, doi://10.26678/ABCM.ENCIT2024.CIT24-0081.
C. E. Alvarez-Pacheco, C.M. Ruiz-Diaz, and O.M.H. Rodriguez, "Determination of wave amplitude in stratified dense gas/liquid flow from phase-fraction distribution obtained via collimated gamma-ray densitometry", in 20th Brazilian Congress of Thermal Sciences and Engineering, doi://10.26678/ABCM.ENCIT2024.CIT24-0103.
C.M. Ruiz-Diaz, and O.M.H. Rodriguez, "Experimental insights into Dense-Gas/Liquid two-phase flow in horizontal and inclined pipes", in SPE Brazil Flow Assurance Technology Congress, 2024, https://spebrazilfatc.com.br/wp-content/uploads/2024/12/090-Experimental-insights-into-Dense-Gas.pdf.
C. M. Ruiz-Diaz, Johann Eduardo Castro Bolivar, Cristhian Alvarez Pacheco, Marcus da Silva Carr, Oscar Mauricio Hernandez Rodriguez, “Identification and Classification of Leaks in Dense-Gas/Liquid Pipe Flow through Pressure Signature Analysis”, 28th International Congress of Mechanical Engineering, 2023, doi://10.26678/ABCM.COBEM2023.COB2023-0355.
C. E. Alvarez-Pacheco, C. M. Ruiz-Diaz, Luis F. A. Alegria, and Oscar M. H. Rodriguez, "Chordal measurement of phase fraction distribution in stratified flow pattern in dense-gas/liquid pipe flow via gamma-ray densitometry," in 28th International Congress of Mechanical Engineering, 2023, doi://10.26678/ABCM.COBEM2023.COB2023-0355.
M. da Silva Carr, C. M. Ruiz-Diaz, and Oscar M. H. Rodriguez, "Detecção de anomalias em tubulações de transporte de petróleo e gás utilizando long short-term memory networks," em 31º Simpósio Internacional de Iniciação Científica e Tecnológica da USP, 2023, https://www.eesc.usp.br/biblioteca-admin/wp-content/uploads/2024/02/cicte2023anaisp.pdf.
.M. Ruiz-Diaz, Marlon M. Hernández-Cely and O.M.H. Rodriguez, "Severe slugging identification using Long Short-Term Memory Networks", in 19th Brazilian Congress of Thermal Sciences and Engineering, 2022, doi://10.26678/ABCM.ENCIT2022.CIT22-0324.
C.E. Alvarez-Pacheco, C.M. Ruiz-Diaz, Marlon M. Hernández-Cely and O.M.H. Rodriguez, "Determination of volumetric fraction in annular three-phase flow using artificial neural networks", in 19th Brazilian Congress of Thermal Sciences and Engineering, 2022, doi://10.26678/ABCM.ENCIT2022.CIT22-0278.