CFD-based genetic programming model for liquid entry pressure estimation of hydrophobic membranes
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- @Article{CHAMANI:2020:Desalination,
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author = "Hooman Chamani and Pelin Yazgan-Birgi and
Takeshi Matsuura and Dipak Rana and Mohamed I. {Hassan Ali} and
Hassan A. Arafat and Christopher Q. Lan",
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title = "{CFD-based} genetic programming model for liquid entry
pressure estimation of hydrophobic membranes",
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journal = "Desalination",
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volume = "476",
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pages = "114231",
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year = "2020",
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ISSN = "0011-9164",
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DOI = "doi:10.1016/j.desal.2019.114231",
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URL = "http://www.sciencedirect.com/science/article/pii/S0011916419318430",
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keywords = "genetic algorithms, genetic programming, Membrane
distillation, Liquid entry pressure, Computational
fluid dynamics, Modeling",
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abstract = "Wetting phenomenon inside the pore is a significant
obstacle hindering membrane distillation (MD) from
being fully industrialized. Herein, a new equation is
provided for the users, using the combination of
computational fluid dynamics (CFD) and genetic
programming (GP) tools for estimation of liquid entry
pressure (LEP), a parameter closely related to pore
wetting. CFD was applied to model the wetting process
inside the pore during the gradual increase in feed
pressure at different scenarios in which contact angle,
pore radius and membrane thickness were changed.
Afterwards, GP as an intelligent method was employed to
provide a computer program estimating LEP in the whole
ranges in which CFD modeling was carried out. Moreover,
validation was done using experimental data and then
the influence of effective parameters on LEP was
studied. This work provides an explicit formula for
estimation of LEP in a closer agreement with the
experimental data in comparison to the Young-Laplace
equation. In addition, the influence of the membrane
thickness was added to the equation, providing a more
realistic formula for LEP estimation",
- }
Genetic Programming entries for
Hooman Chamani
Pelin Yazgan-Birgi
Takeshi Matsuura
Dipak Rana
Mohamed Ibrahim Hassan Ali
Hassan A Arafat
Christopher Q Lan
Citations