A proposed Fuzzy logic model for Electrospun nanofiber pressurised membranes for water treatment- A review
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A.Ganapathi Rao
V.Pavan Kumari
Manoj Kumar Karnena
https://orcid.org/0000-0001-9241-2990
https://orcid.org/0000-0001-9241-2990
Abstract
Electrospun nanofiber membranes and nanocomposites for water treatment is an emerging concept growing faster in science, gaining more prominence among various scientists, and creating attention to improve water quality. The familiarity with fabricating these materials is increased, and researchers worldwide target more nanomaterial manufacturing and synthesis for several applications. The electrospinning process for nanofibers' preparation allows polymers to incorporate various functionalized materials. Scientists have recently proposed electrospun membranes using fluorinated compounds and polymers with hydrocarbons. The membranes prepared by the electrospun nanofiber to purify water created a primary research axis, and various laboratory experiments proved efficient. In recent years, the usage of fuzzy analysis in industries has increased, and these logics are applied in every unit process of the water industry. The present review primarily discusses the recent pressurized electrospun membrane technologies utilized in the water industries and machine learning methods that can be applied in the water industries. Further, it suggests a new novel way of integrating options to connect the fuzzy with water treatment to enhance the electrospun nanofiber prospects in the water industry. Implementing these fuzzy models in future by water industries might reduce maintenance costs and help in understanding the characteristics of the effluent quality in detail.
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Keywords
Desalination, Electrospun nanofiber, Fuzzy analysis, Water treatment
References
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Cheng, B., Li, Z., Li, Q., Ju, J., Kang, W. & Naebe, M. (2017). Development of smart poly (vinylidene fluoride)-graft-poly (acrylic acid) tree-like nanofiber membrane for pH-responsive oil/water separation. Journal of Membrane Science, 534, 1-8. https://doi.org/10.1016/j.memsci.201 7.03.053
Dobosz, K. M., Kuo-Leblanc, C. A., Martin, T. J. & Schiffman, J. D. (2017). Ultrafiltration membranes enhanced with electrospun nanofibers exhibit improved flux and fouling resistance. Industrial & Engineering Chemistry Research, 56(19), 5724-5733. https://doi.org/10.1021/acs.iecr.7b00631
Donato, L., Garofalo, A., Drioli, E., Alharbi, O., Aljlil, S. A., Criscuoli, A. & Algieri, C. (2020). Improved performance of vacuum membrane distillation in desalination with zeolite membranes. Separation and Purification Technology, 237, 116376. https://doi.org/10.1016/j.seppur.2019.116376
Drioli, E., Macedonio, F. & Tocci, E. (2021). Membrane Science and membrane Engineering for a sustainable industrial development. Separation and Purification Technology, 275, 119196. https://doi.org/10.1016/j.seppur.202 1.119196
Efome, J. E., Rana, D., Matsuura, T. & Lan, C. Q. (2018). Experiment and modeling for flux and permeate concentration of heavy metal ion in adsorptive membrane filtration using a metal-organic framework incorporated nanofibrous membrane. Chemical Engineering Journal, 352, 737-744. https://doi.org/10.1016/j.cej.2018.07.077
Elmarghany, M. R., H El-Shazly, A., Rajabzadeh, S., S Salem, M., A Shouman, M., Nabil Sabry, M. & Nady, N. (2020). Triple-layer nanocomposite membrane prepared by electrospinning based on modified PES with carbon nanotubes for membrane distillation applications. Membranes, 10(1), 15. https://doi.org/10.3390/membranes10010015
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Gao, X., Han, S., Zhang, R., Liu, G. & Wu, J. (2019). Progress in electrospun composite nanofibers: composition, performance and applications for tissue engineering. Journal of Materials Chemistry B, 7(45), 7075-7089. https://doi.org/10.1039/C9TB01730E
Goh, P. S., Ng, B. C., Lau, W. J. & Ismail, A. F. (2015). Inorganic nanomaterials in polymeric ultrafiltration membranes for water treatment. Separation & Purification Reviews, 44(3), 216-249. https://doi.org/10.1080/154 22119.2014.926274
Gopal, R., Kaur, S., Ma, Z., Chan, C., Ramakrishna, S., & Matsuura, T. (2006). Electrospun nanofibrous filtration membrane. Journal of Membrane Science, 281(1-2), 581-586. https://doi.org/10.1016/j.memsci.2006.04.026
Guo, J. W., Wang, C. F., Chen, S. H., Lai, J. Y., Lu, C. H. & Chen, J. K. (2020). Highly efficient self-cleaning of heavy polyelectrolyte coated electrospun polyacrylonitrile nanofibrous membrane for separation of oil/water emulsions with intermittent pressure. Separation and Purification Technology, 234, 116106 https://doi.org/10.1016/j.seppur.2019.116106
Habiba, U., Lee, J. J. L., Joo, T. C., Ang, B. C. & Afifi, A. M. (2019). Degradation of methyl orange and congo red by using chitosan/polyvinyl alcohol/TiO2 electrospun nanofibrous membrane. International Journal of Biological Macromolecules, 131, 821-827. https://doi.org/10.1016/j.ijbiomac.2019.03.132
Hameed, M. M., AlOmar, M. K., Baniya, W. J., & AlSaadi, M. A. (2021). Incorporation of artificial neural network with principal component analysis and cross-validation technique to predict high-performance concrete compressive strength. Asian Journal of Civil Engineering, 22(6), 1019-1031. https://doi.org/10.1007/s42107-021-00362-3
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A proposed Fuzzy logic model for Electrospun nanofiber pressurised membranes for water treatment- A review. (2023). Journal of Applied and Natural Science, 15(1), 57-68. https://doi.org/10.31018/jans.v15i1.4190
