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Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming

[Image: see text] Accurate modeling of thermophysical properties of solvent/bitumen mixtures is critical for proper design and implementation of thermal- and solvent-based bitumen recovery processes. In this study, three generalized correlations were developed for prediction of solubility, density,...

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Autores principales: Al-Gawfi, Abdullah, Zirrahi, Mohsen, Hassanzadeh, Hassan, Abedi, Jalal
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2019
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6648146/
https://www.ncbi.nlm.nih.gov/pubmed/31459808
http://dx.doi.org/10.1021/acsomega.9b00150
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author Al-Gawfi, Abdullah
Zirrahi, Mohsen
Hassanzadeh, Hassan
Abedi, Jalal
author_facet Al-Gawfi, Abdullah
Zirrahi, Mohsen
Hassanzadeh, Hassan
Abedi, Jalal
author_sort Al-Gawfi, Abdullah
collection PubMed
description [Image: see text] Accurate modeling of thermophysical properties of solvent/bitumen mixtures is critical for proper design and implementation of thermal- and solvent-based bitumen recovery processes. In this study, three generalized correlations were developed for prediction of solubility, density, and viscosity of light hydrocarbon/bitumen mixtures. The generalized correlations were developed using symbolic regression based on genetic programming and employing a 10-year set of comprehensive phase behavior experimental studies conducted under the SHARP research program on solvent-aided thermal recovery of bitumen. The data set comprised Surmont, JACOS, Mackay River, and Cold Lake bitumen samples and five light hydrocarbon solvents including methane, ethane, propane, n-butane, and n-pentane. The developed correlations are valid for gaseous solvents. Finally, the developed correlations for solubility, density, and viscosity were validated against a large data set of experimental measurements collected from the literature. The validation demonstrates that the developed correlations are able to accurately predict the available experimental data of solubility, density, and viscosity reported in the literature.
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spelling pubmed-66481462019-08-27 Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming Al-Gawfi, Abdullah Zirrahi, Mohsen Hassanzadeh, Hassan Abedi, Jalal ACS Omega [Image: see text] Accurate modeling of thermophysical properties of solvent/bitumen mixtures is critical for proper design and implementation of thermal- and solvent-based bitumen recovery processes. In this study, three generalized correlations were developed for prediction of solubility, density, and viscosity of light hydrocarbon/bitumen mixtures. The generalized correlations were developed using symbolic regression based on genetic programming and employing a 10-year set of comprehensive phase behavior experimental studies conducted under the SHARP research program on solvent-aided thermal recovery of bitumen. The data set comprised Surmont, JACOS, Mackay River, and Cold Lake bitumen samples and five light hydrocarbon solvents including methane, ethane, propane, n-butane, and n-pentane. The developed correlations are valid for gaseous solvents. Finally, the developed correlations for solubility, density, and viscosity were validated against a large data set of experimental measurements collected from the literature. The validation demonstrates that the developed correlations are able to accurately predict the available experimental data of solubility, density, and viscosity reported in the literature. American Chemical Society 2019-04-17 /pmc/articles/PMC6648146/ /pubmed/31459808 http://dx.doi.org/10.1021/acsomega.9b00150 Text en Copyright © 2019 American Chemical Society This is an open access article published under a Creative Commons Attribution (CC-BY) License (http://pubs.acs.org/page/policy/authorchoice_ccby_termsofuse.html) , which permits unrestricted use, distribution and reproduction in any medium, provided the author and source are cited.
spellingShingle Al-Gawfi, Abdullah
Zirrahi, Mohsen
Hassanzadeh, Hassan
Abedi, Jalal
Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming
title Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming
title_full Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming
title_fullStr Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming
title_full_unstemmed Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming
title_short Development of Generalized Correlations for Thermophysical Properties of Light Hydrocarbon Solvents (C(1)–C(5))/Bitumen Systems Using Genetic Programming
title_sort development of generalized correlations for thermophysical properties of light hydrocarbon solvents (c(1)–c(5))/bitumen systems using genetic programming
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6648146/
https://www.ncbi.nlm.nih.gov/pubmed/31459808
http://dx.doi.org/10.1021/acsomega.9b00150
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