A Comprehensive Review on Membrane Fouling: Mathematical Modelling, Prediction, Diagnosis, and Mitigation

Membrane-based separation has gained increased popularity over the past few decades, particularly reverse osmosis (RO). A major impediment to the improved performance of membrane separation processes, in general, is membrane fouling. Fouling has detrimental effects on the membrane’s performance and...

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Vydané v:Water (Basel) Ročník 13; číslo 9; s. 1327
Hlavní autori: AlSawaftah, Nour, Abuwatfa, Waad, Darwish, Naif, Husseini, Ghaleb
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: Basel MDPI AG 01.05.2021
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ISSN:2073-4441, 2073-4441
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Abstract Membrane-based separation has gained increased popularity over the past few decades, particularly reverse osmosis (RO). A major impediment to the improved performance of membrane separation processes, in general, is membrane fouling. Fouling has detrimental effects on the membrane’s performance and integrity, as the deposition and accumulation of foulants on its surface and/or within its pores leads to a decline in the permeate flux, deterioration of selectivity, and permeability, as well as a significantly reduced lifespan. Several factors influence the fouling-propensity of a membrane, such as surface morphology, roughness, hydrophobicity, and material of fabrication. Generally, fouling can be categorized into particulate, organic, inorganic, and biofouling. Efficient prediction techniques and diagnostics are integral for strategizing control, management, and mitigation interventions to minimize the damage of fouling occurrences in the membranes. To improve the antifouling characteristics of RO membranes, surface enhancements by different chemical and physical means have been extensively sought after. Moreover, research efforts have been directed towards synthesizing membranes using novel materials that would improve their antifouling performance. This paper presents a review of the different membrane fouling types, fouling-inducing factors, predictive methods, diagnostic techniques, and mitigation strategies, with a special focus on RO membrane fouling.
AbstractList Membrane-based separation has gained increased popularity over the past few decades, particularly reverse osmosis (RO). A major impediment to the improved performance of membrane separation processes, in general, is membrane fouling. Fouling has detrimental effects on the membrane’s performance and integrity, as the deposition and accumulation of foulants on its surface and/or within its pores leads to a decline in the permeate flux, deterioration of selectivity, and permeability, as well as a significantly reduced lifespan. Several factors influence the fouling-propensity of a membrane, such as surface morphology, roughness, hydrophobicity, and material of fabrication. Generally, fouling can be categorized into particulate, organic, inorganic, and biofouling. Efficient prediction techniques and diagnostics are integral for strategizing control, management, and mitigation interventions to minimize the damage of fouling occurrences in the membranes. To improve the antifouling characteristics of RO membranes, surface enhancements by different chemical and physical means have been extensively sought after. Moreover, research efforts have been directed towards synthesizing membranes using novel materials that would improve their antifouling performance. This paper presents a review of the different membrane fouling types, fouling-inducing factors, predictive methods, diagnostic techniques, and mitigation strategies, with a special focus on RO membrane fouling.
Audience Academic
Author Husseini, Ghaleb
AlSawaftah, Nour
Abuwatfa, Waad
Darwish, Naif
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  orcidid: 0000-0002-7115-3667
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  surname: Abuwatfa
  fullname: Abuwatfa, Waad
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  givenname: Naif
  surname: Darwish
  fullname: Darwish, Naif
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  givenname: Ghaleb
  orcidid: 0000-0002-7244-3105
  surname: Husseini
  fullname: Husseini, Ghaleb
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Cites_doi 10.1016/j.desal.2018.11.006
10.1016/j.apsusc.2016.05.141
10.2166/ws.2001.0122
10.1021/acs.iecr.7b03219
10.1016/j.desal.2006.04.012
10.3390/membranes9020021
10.1007/s13201-016-0503-3
10.1016/j.seppur.2011.03.017
10.1016/j.desal.2018.03.032
10.1016/j.memsci.2006.03.046
10.1016/j.watres.2016.07.015
10.1016/j.jece.2021.105432
10.1016/S0376-7388(01)00618-4
10.1016/j.desal.2017.07.014
10.1007/s10098-007-0129-0
10.1016/j.memsci.2016.04.061
10.1016/j.desal.2019.06.018
10.1016/j.memsci.2019.117221
10.1021/acsmaterialslett.0c00511
10.1016/j.desal.2020.114338
10.1016/j.desal.2019.114169
10.1016/j.desal.2014.04.016
10.1016/j.desal.2014.10.039
10.1080/19443994.2016.1162206
10.1016/j.desal.2019.114175
10.1016/j.desal.2015.12.011
10.1016/B978-0-12-809953-7.00002-4
10.1016/S0011-9164(02)00787-7
10.1016/j.memsci.2021.119158
10.1016/j.desal.2009.09.083
10.1016/j.memsci.2019.06.004
10.5772/826
10.1016/j.desal.2005.02.052
10.1016/j.desal.2014.09.017
10.1016/j.desal.2017.02.012
10.1016/j.desal.2019.02.008
10.1016/j.desal.2017.10.018
10.1016/j.desal.2019.05.003
10.1016/j.desal.2019.114104
10.3201/eid0809.020063
10.1016/j.seppur.2016.07.001
10.1016/j.conengprac.2020.104305
10.1016/S0011-9164(02)01111-6
10.1039/C5CS00579E
10.1016/j.memsci.2010.05.010
10.1016/j.desal.2017.04.016
10.1016/j.seppur.2010.07.016
10.1016/S0011-9164(03)90075-0
10.20944/preprints201706.0046.v1
10.1016/j.desal.2020.114714
10.1080/01496391003666940
10.1016/j.desal.2017.01.031
10.1080/15422119.2011.617804
10.1016/j.desal.2015.11.023
10.1016/0376-7388(95)00271-5
10.1016/j.carbon.2020.05.017
10.1016/0011-9164(94)85174-3
10.2166/wrd.2018.020
10.1016/j.apsusc.2017.05.047
10.3390/membranes8030060
10.1016/S0011-9164(00)86014-2
10.1016/B978-0-12-815577-6.00001-3
10.1016/j.apsusc.2017.12.038
10.1088/2051-672X/ab2e4f
10.1016/j.memsci.2006.09.024
10.1016/j.desal.2018.04.007
10.5004/dwt.2019.23444
10.1007/s10965-019-1701-0
10.1016/j.desal.2011.06.042
10.1016/j.desal.2015.09.020
10.1038/s41598-017-18724-w
10.1016/j.desal.2015.12.010
10.1016/j.memsci.2018.01.001
10.1016/j.desal.2019.114171
10.1016/j.apsusc.2016.11.195
10.1016/j.scitotenv.2017.03.235
10.1016/j.scitotenv.2019.134726
10.3390/membranes7010013
10.1016/j.seppur.2019.116077
10.1016/j.desal.2012.06.016
10.3390/membranes10110307
10.12783/dtetr/iccere2017/18308
10.1016/j.desal.2017.11.038
10.1016/S0011-9164(98)00134-9
10.1016/j.desal.2011.11.003
10.1021/acs.est.6b00418
10.1016/j.memsci.2003.11.028
10.1016/j.desal.2017.12.009
10.1016/j.biortech.2012.04.089
10.1016/j.desal.2018.01.031
10.1016/j.psep.2019.01.013
10.1016/j.jclepro.2019.118423
10.1016/S0011-9164(97)00062-3
10.5004/dwt.2018.23081
10.1016/j.jwpe.2020.101611
10.3390/ma12132081
10.1016/j.memsci.2018.10.015
10.1016/j.memsci.2012.10.027
10.1016/j.desal.2016.06.027
10.1016/j.desal.2004.11.048
10.1016/j.desal.2018.06.004
10.1088/1757-899X/732/1/012002
10.1016/j.watres.2011.11.041
10.1016/j.memsci.2010.01.054
10.1016/j.desal.2005.06.003
10.1016/j.memsci.2016.12.001
10.1098/rsta.2015.0202
10.1021/acs.est.6b06411
10.1016/S0011-9164(97)00134-3
10.1016/j.desal.2017.05.027
10.1016/j.desal.2005.06.014
10.1016/j.jwpe.2019.100926
10.1021/acs.estlett.8b00400
10.1080/15422119.2012.690359
10.1016/j.desal.2009.02.056
10.1016/j.carbpol.2016.08.058
10.1016/j.memsci.2018.07.047
10.1016/S0011-9164(00)90016-X
10.1016/j.jwpe.2015.05.001
10.1002/pen.25025
10.3390/w10070847
10.1016/j.memsci.2009.11.045
10.1016/j.ultsonch.2013.10.022
10.1016/S0011-9164(03)00417-X
10.1016/j.desal.2015.12.021
10.1016/j.memsci.2012.04.029
10.3390/membranes10090248
10.3390/membranes10050089
10.1016/j.memsci.2010.06.038
10.1016/B978-0-12-809953-7.00003-6
10.1016/j.desal.2006.12.009
10.1016/j.desal.2008.09.010
10.1016/0011-9164(94)85196-4
10.1016/j.jwpe.2016.03.009
10.1016/j.memsci.2006.03.005
10.1080/01496395.2018.1483404
10.1016/j.memsci.2019.117358
10.1016/j.desal.2019.114118
10.1007/s13201-016-0493-1
10.1016/j.cis.2010.10.007
10.5004/dwt.2017.20840
10.1016/j.memsci.2015.12.003
10.1186/s40201-017-0279-x
10.1038/s41598-018-29268-y
10.1080/19443994.2012.718135
10.1016/j.memsci.2016.06.032
10.1016/j.seppur.2016.07.007
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References ref_93
ref_92
Nuez (ref_51) 2016; 397
ref_90
Yiantsios (ref_9) 2005; 183
Jeong (ref_76) 2012; 411–412
ref_12
Li (ref_45) 2006; 280
Ahmed (ref_154) 2019; 470
ref_95
Curcio (ref_29) 2006; 286
Pirkonen (ref_116) 2005; 181
Zhao (ref_109) 2000; 12
Kim (ref_23) 2018; 126
Saleem (ref_144) 2020; 475
ref_15
Tang (ref_11) 2011; 164
Falath (ref_126) 2017; 155
Hirsch (ref_142) 2018; 436
Hu (ref_138) 2016; 501
Zhang (ref_131) 2019; 26
Anis (ref_81) 2019; 452
Mahdavi (ref_159) 2018; 433
Halakoo (ref_124) 2020; 234
Mondal (ref_46) 2010; 75
Guo (ref_6) 2012; 122
Ashfaq (ref_164) 2020; 166
Sim (ref_58) 2010; 360
Choi (ref_143) 2020; 496
ref_20
Farhat (ref_88) 2016; 103
Shao (ref_128) 2017; 525
Crozes (ref_96) 2002; 149
Vatanpour (ref_151) 2017; 396
ref_26
Stoller (ref_4) 2016; 393
Gholami (ref_130) 2018; 443
ref_70
Lin (ref_104) 2010; 45
Niewersch (ref_91) 2020; 476
Chua (ref_78) 2003; 159
Maddah (ref_13) 2017; 7
Leitz (ref_65) 1996; 157
Aidan (ref_28) 2008; 10
Farooque (ref_85) 2013; 51
ref_77
Rudolph (ref_17) 2019; 588
Liu (ref_165) 2021; 3
Li (ref_152) 2019; 592
Ma (ref_155) 2016; 381
Ma (ref_156) 2017; 416
Kavitha (ref_72) 2019; 32
Neubrand (ref_22) 2010; 250
Qasim (ref_115) 2018; 443
(ref_21) 2020; 38
ref_82
Henthorne (ref_2) 2015; 356
Boerlage (ref_38) 2002; 197
Lee (ref_75) 2010; 349
Isawi (ref_136) 2016; 385
Jamaly (ref_71) 2014; 354
Zhang (ref_120) 2016; 45
Saeki (ref_89) 2016; 378
Farahbaksh (ref_145) 2017; 410
Vedavyasan (ref_101) 2007; 203
Khorshidi (ref_160) 2018; 8
Fritzmann (ref_100) 2007; 216
Schippers (ref_36) 1980; 32
Ebrahim (ref_105) 1994; 96
Nurkhamidah (ref_129) 2020; 732
Chang (ref_47) 2011; 79
Lee (ref_161) 2019; 570–571
Hu (ref_153) 2020; 242
Naceur (ref_61) 2014; 3
Ashfaq (ref_87) 2020; 703
Peinemann (ref_7) 2010; Volume 4
Pype (ref_98) 2013; 428
Arnal (ref_113) 2017; 88
Ankoliya (ref_139) 2019; 54
Alhadidi (ref_34) 2011; 279
Shirazi (ref_86) 2010; 250
Miyamoto (ref_134) 2019; 7
Asadollahi (ref_137) 2017; 420
ref_54
Adham (ref_97) 1998; 119
(ref_19) 2018; 439
Huang (ref_99) 2015; 7
Zhang (ref_125) 2017; 419
Hazrati (ref_31) 2017; 7
Chen (ref_44) 2004; 232
ref_59
Farooque (ref_84) 2005; 178
Fathizadeh (ref_147) 2019; 451
Yang (ref_157) 2018; 550
Yusaf (ref_3) 2012; 302
Han (ref_56) 2020; 96
Cai (ref_39) 2019; 9
Wenten (ref_167) 2016; 391
Hassan (ref_83) 2000; 131
Lee (ref_73) 2020; 480
Lim (ref_55) 2019; 146
Li (ref_123) 2018; 564
Tong (ref_149) 2017; 51
Donlan (ref_14) 2002; 8
Anis (ref_127) 2019; 470
Koo (ref_57) 2012; 287
Jiang (ref_5) 2017; 595
ref_162
ref_67
Kang (ref_132) 2012; 46
Yu (ref_60) 2010; 362
ref_66
Ahmad (ref_118) 2012; 41
Qasim (ref_10) 2019; 459
ref_62
Barello (ref_53) 2014; 345
Zhao (ref_166) 2021; 625
Ragunath (ref_148) 2016; 170
Son (ref_122) 2018; 5
Mirzabeygi (ref_40) 2016; 57
Prihasto (ref_1) 2009; 249
Jolliffe (ref_49) 2016; 374
Sim (ref_16) 2018; 434
ref_114
Saqib (ref_121) 2016; 11
ref_119
Koonani (ref_50) 2019; 5
(ref_117) 2014; 21
ref_33
ref_32
ref_111
ref_110
Safarpour (ref_140) 2017; 411
ref_30
Wei (ref_135) 2010; 351
Bagheri (ref_27) 2019; 123
Boerlage (ref_37) 1997; 113
Parlar (ref_112) 2019; 466
Vrouwenvelder (ref_24) 2006; 281
Kulkarni (ref_133) 1996; 114
Mamah (ref_163) 2021; 9
Monnot (ref_80) 2016; 383
Li (ref_102) 2016; 50
ref_103
Li (ref_158) 2020; 473
Vrouwenvelder (ref_63) 2003; 153
ref_106
Gu (ref_79) 2018; 431
ref_108
ref_107
Schipolowski (ref_68) 2006; 189
Wilf (ref_43) 1994; 96
Vrouwenvelder (ref_64) 2003; 157
Lin (ref_150) 2016; 518
ref_42
ref_41
(ref_52) 2016; 170
Goh (ref_69) 2018; 425
Jahangiri (ref_141) 2019; 59
ref_48
Kruithof (ref_94) 2001; 1
ref_8
Vera (ref_18) 2016; 514
Johnson (ref_25) 2017; 56
Ebrahim (ref_74) 1997; 109
Alhadidi (ref_35) 2012; 51
Rajakumaran (ref_146) 2019; 467
References_xml – volume: 452
  start-page: 159
  year: 2019
  ident: ref_81
  article-title: Reverse osmosis pretreatment technologies and future trends: A comprehensive review
  publication-title: Desalination
  doi: 10.1016/j.desal.2018.11.006
– volume: 385
  start-page: 268
  year: 2016
  ident: ref_136
  article-title: Surface nanostructuring of thin film composite membranes via grafting polymerization and incorporation of ZnO nanoparticles
  publication-title: Appl. Surf. Sci.
  doi: 10.1016/j.apsusc.2016.05.141
– volume: 1
  start-page: 261
  year: 2001
  ident: ref_94
  article-title: Development of a membrane integrity monitoring strategy for the UF/RO Heemskerk drinking water treatment plant
  publication-title: Water Sci. Technol. Water Supply
  doi: 10.2166/ws.2001.0122
– volume: 56
  start-page: 11628
  year: 2017
  ident: ref_25
  article-title: Comparing Biofouling Development in Membrane Fouling Simulators and Spiral-Wound Reverse Osmosis Elements Using River Water and Municipal Wastewater
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/acs.iecr.7b03219
– volume: 203
  start-page: 296
  year: 2007
  ident: ref_101
  article-title: Pretreatment trends—An overview
  publication-title: Desalination
  doi: 10.1016/j.desal.2006.04.012
– volume: 12
  start-page: 241
  year: 2000
  ident: ref_109
  article-title: Fouling and cleaning of membrane—A literature review
  publication-title: J. Environ. Sci. Engl.
– ident: ref_20
  doi: 10.3390/membranes9020021
– volume: 7
  start-page: 2753
  year: 2017
  ident: ref_31
  article-title: Assessing and simulation of membrane technology for modifying starchy wastewater treatment
  publication-title: Appl. Water Sci.
  doi: 10.1007/s13201-016-0503-3
– volume: 79
  start-page: 329
  year: 2011
  ident: ref_47
  article-title: Assessing the fouling mechanisms of high-pressure nanofiltration membrane using the modified Hermia model and the resistance-in-series model
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2011.03.017
– volume: 439
  start-page: 25
  year: 2018
  ident: ref_19
  article-title: Combined silica and sodium alginate fouling of spiral-wound reverse osmosis membranes for seawater desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2018.03.032
– volume: 281
  start-page: 316
  year: 2006
  ident: ref_24
  article-title: The Membrane Fouling Simulator: A practical tool for fouling prediction and control
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2006.03.046
– volume: 103
  start-page: 149
  year: 2016
  ident: ref_88
  article-title: Effect of water temperature on biofouling development in reverse osmosis membrane systems
  publication-title: Water Res.
  doi: 10.1016/j.watres.2016.07.015
– volume: 9
  start-page: 105432
  year: 2021
  ident: ref_163
  article-title: Flux enhancement in reverse osmosis membranes induced by synergistic effect of incorporated palygorskite/chitin hybrid nanomaterial
  publication-title: J. Environ. Chem. Eng.
  doi: 10.1016/j.jece.2021.105432
– volume: 197
  start-page: 1
  year: 2002
  ident: ref_38
  article-title: The modified fouling index using ultrafiltration membranes (MFI-UF): Characterisation, filtration mechanisms and proposed reference membrane
  publication-title: J. Membr. Sci.
  doi: 10.1016/S0376-7388(01)00618-4
– volume: 451
  start-page: 125
  year: 2019
  ident: ref_147
  article-title: Polyamide/nitrogen-doped graphene oxide quantum dots (N-GOQD) thin film nanocomposite reverse osmosis membranes for high flux desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.07.014
– volume: 10
  start-page: 389
  year: 2008
  ident: ref_28
  article-title: Neural network modeling and optimization of scheduling backwash for membrane bioreactor
  publication-title: Clean Technol. Environ. Policy
  doi: 10.1007/s10098-007-0129-0
– volume: 157
  start-page: 361
  year: 1996
  ident: ref_65
  article-title: Membrane Element Autopsy Manual
  publication-title: Security
– ident: ref_108
– volume: 514
  start-page: 105
  year: 2016
  ident: ref_18
  article-title: Pilot plant study of a new rotating hollow fibre membrane module for improved performance of an anaerobic submerged MBR
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2016.04.061
– volume: 467
  start-page: 245
  year: 2019
  ident: ref_146
  article-title: Effect of ZnO morphology on GO-ZnO modified polyamide reverse osmosis membranes for desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.06.018
– volume: 588
  start-page: 117221
  year: 2019
  ident: ref_17
  article-title: A review of in situ real-time monitoring techniques for membrane fouling in the biotechnology, biorefinery and food sectors
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2019.117221
– volume: 3
  start-page: 268
  year: 2021
  ident: ref_165
  article-title: Thin-Film Nanocomposite Membranes Containing Water-Stable Zirconium Metal-Organic Cages for Desalination
  publication-title: ACS Mater. Lett.
  doi: 10.1021/acsmaterialslett.0c00511
– volume: 480
  start-page: 114338
  year: 2020
  ident: ref_73
  article-title: Fouling mitigation in forward osmosis and membrane distillation for desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2020.114338
– volume: 473
  start-page: 114169
  year: 2020
  ident: ref_158
  article-title: Fabrication of high performance polyamide reverse osmosis membrane from monomer 4-morpholino-m-phenylenediamine and tailoring with zwitterions
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114169
– volume: 345
  start-page: 101
  year: 2014
  ident: ref_53
  article-title: Neural network based correlation for estimating water permeability constant in RO desalination process under fouling
  publication-title: Desalination
  doi: 10.1016/j.desal.2014.04.016
– volume: 356
  start-page: 129
  year: 2015
  ident: ref_2
  article-title: State-of-the-art of reverse osmosis desalination pretreatment
  publication-title: Desalination
  doi: 10.1016/j.desal.2014.10.039
– volume: 57
  start-page: 25918
  year: 2016
  ident: ref_40
  article-title: Evaluation of corrosion and scaling tendency indices in water distribution system: A case study of Torbat Heydariye, Iran
  publication-title: Desalin. Water Treat.
  doi: 10.1080/19443994.2016.1162206
– volume: 476
  start-page: 114175
  year: 2020
  ident: ref_91
  article-title: Reverse osmosis membrane element integrity evaluation using imperfection model
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114175
– volume: 391
  start-page: 112
  year: 2016
  ident: ref_167
  article-title: Khoiruddin Reverse osmosis applications: Prospect and challenges
  publication-title: Desalination
  doi: 10.1016/j.desal.2015.12.011
– ident: ref_70
  doi: 10.1016/B978-0-12-809953-7.00002-4
– volume: 149
  start-page: 493
  year: 2002
  ident: ref_96
  article-title: Improving membrane integrity monitoring indirect methods to reduce plant downtime and increase microbial removal credit
  publication-title: Desalination
  doi: 10.1016/S0011-9164(02)00787-7
– volume: 625
  start-page: 119158
  year: 2021
  ident: ref_166
  article-title: Thin-film nanocomposite membranes incorporated with defective ZIF-8 nanoparticles for brackish water and seawater desalination
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2021.119158
– volume: 250
  start-page: 968
  year: 2010
  ident: ref_22
  article-title: Lab and pilot scale investigations on membrane fouling during the ultrafiltration of surface water
  publication-title: Desalination
  doi: 10.1016/j.desal.2009.09.083
– ident: ref_54
  doi: 10.1016/j.memsci.2019.06.004
– ident: ref_103
  doi: 10.5772/826
– volume: 183
  start-page: 257
  year: 2005
  ident: ref_9
  article-title: Colloidal fouling of RO membranes: An overview of key issues and efforts to develop improved prediction techniques
  publication-title: Desalination
  doi: 10.1016/j.desal.2005.02.052
– volume: 354
  start-page: 30
  year: 2014
  ident: ref_71
  article-title: A short review on reverse osmosis pretreatment technologies
  publication-title: Desalination
  doi: 10.1016/j.desal.2014.09.017
– ident: ref_59
– volume: 411
  start-page: 89
  year: 2017
  ident: ref_140
  article-title: High flux and fouling resistant reverse osmosis membrane modified with plasma treated natural zeolite
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.02.012
– volume: 459
  start-page: 59
  year: 2019
  ident: ref_10
  article-title: Reverse osmosis desalination: A state-of-the-art review
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.02.008
– volume: 425
  start-page: 130
  year: 2018
  ident: ref_69
  article-title: Membrane fouling in desalination and its mitigation strategies
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.10.018
– volume: 466
  start-page: 44
  year: 2019
  ident: ref_112
  article-title: Evaluation of chemical cleaning to control fouling on nanofiltration and reverse osmosis membranes after desalination of MBR effluent
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.05.003
– volume: 470
  start-page: 114104
  year: 2019
  ident: ref_127
  article-title: Flux and salt rejection enhancement of polyvinyl(alcohol) reverse osmosis membranes using nano-zeolite
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114104
– volume: 8
  start-page: 881
  year: 2002
  ident: ref_14
  article-title: Biofilms: Microbial life on surfaces
  publication-title: Emerg. Infect. Dis.
  doi: 10.3201/eid0809.020063
– volume: 170
  start-page: 427
  year: 2016
  ident: ref_148
  article-title: Selective hydrophilization of the permeate surface to enhance flux in membrane distillation
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2016.07.001
– volume: 96
  start-page: 104305
  year: 2020
  ident: ref_56
  article-title: Data-driven decision-making for wastewater treatment process
  publication-title: Control Eng. Pract.
  doi: 10.1016/j.conengprac.2020.104305
– volume: 153
  start-page: 121
  year: 2003
  ident: ref_63
  article-title: Diagnosis of fouling problems of NF and RO membrane installations by a quick scan
  publication-title: Desalination
  doi: 10.1016/S0011-9164(02)01111-6
– ident: ref_92
– volume: 45
  start-page: 5888
  year: 2016
  ident: ref_120
  article-title: Antifouling membranes for sustainable water purification: Strategies and mechanisms
  publication-title: Chem. Soc. Rev.
  doi: 10.1039/C5CS00579E
– volume: 360
  start-page: 174
  year: 2010
  ident: ref_58
  article-title: Crossflow Sampler Modified Fouling Index Ultrafiltration (CFS-MFIUF)-An alternative Fouling Index
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2010.05.010
– volume: 416
  start-page: 35
  year: 2017
  ident: ref_156
  article-title: Fabrication of antifouling reverse osmosis membranes by incorporating zwitterionic colloids nanoparticles for brackish water desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.04.016
– volume: 75
  start-page: 222
  year: 2010
  ident: ref_46
  article-title: A fouling model for steady state crossflow membrane filtration considering sequential intermediate pore blocking and cake formation
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2010.07.016
– volume: 159
  start-page: 225
  year: 2003
  ident: ref_78
  article-title: Pretreatment of seawater: Results of pilot trials in Singapore
  publication-title: Desalination
  doi: 10.1016/S0011-9164(03)90075-0
– ident: ref_32
  doi: 10.20944/preprints201706.0046.v1
– volume: 496
  start-page: 114714
  year: 2020
  ident: ref_143
  article-title: Inorganic fouling mitigation using the baffle system in direct contact membrane distillation (DCMD)
  publication-title: Desalination
  doi: 10.1016/j.desal.2020.114714
– volume: 45
  start-page: 858
  year: 2010
  ident: ref_104
  article-title: Membrane fouling mitigation: Membrane cleaning
  publication-title: Sep. Sci. Technol.
  doi: 10.1080/01496391003666940
– volume: 410
  start-page: 1
  year: 2017
  ident: ref_145
  article-title: Investigation of raw and oxidized multiwalled carbon nanotubes in fabrication of reverse osmosis polyamide membranes for improvement in desalination and antifouling properties
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.01.031
– volume: 41
  start-page: 318
  year: 2012
  ident: ref_118
  article-title: Membrane antifouling methods and alternatives: Ultrasound approach
  publication-title: Sep. Purif. Rev.
  doi: 10.1080/15422119.2011.617804
– volume: 381
  start-page: 100
  year: 2016
  ident: ref_155
  article-title: High-flux and fouling-resistant reverse osmosis membrane prepared with incorporating zwitterionic amine monomers via interfacial polymerization
  publication-title: Desalination
  doi: 10.1016/j.desal.2015.11.023
– volume: 114
  start-page: 39
  year: 1996
  ident: ref_133
  article-title: Flux enhancement by hydrophilization of thin film composite reverse osmosis membranes
  publication-title: J. Membr. Sci.
  doi: 10.1016/0376-7388(95)00271-5
– volume: 166
  start-page: 374
  year: 2020
  ident: ref_164
  article-title: Functionalization of reverse osmosis membrane with graphene oxide to reduce both membrane scaling and biofouling
  publication-title: Carbon N. Y.
  doi: 10.1016/j.carbon.2020.05.017
– ident: ref_33
– volume: 96
  start-page: 225
  year: 1994
  ident: ref_105
  article-title: Cleaning and regeneration of membranes in desalination and wastewater applications: State-of-the-art
  publication-title: Desalination
  doi: 10.1016/0011-9164(94)85174-3
– volume: 9
  start-page: 67
  year: 2019
  ident: ref_39
  article-title: A modified fouling index (MFI40) and fouling predicting approach for ultrafiltration of secondary effluents
  publication-title: J. Water Reuse Desalin.
  doi: 10.2166/wrd.2018.020
– volume: 3
  start-page: 193
  year: 2014
  ident: ref_61
  article-title: The Modified Fouling Index Revisited: Proposal of a Novel Dimensionless Fouling Index for Membranes—IJERT
  publication-title: Int. J. Eng. Res. Technol.
– volume: 419
  start-page: 177
  year: 2017
  ident: ref_125
  article-title: Surface modification of polyamide reverse osmosis membrane with sulfonated polyvinyl alcohol for antifouling
  publication-title: Appl. Surf. Sci.
  doi: 10.1016/j.apsusc.2017.05.047
– ident: ref_67
  doi: 10.3390/membranes8030060
– volume: 32
  start-page: 137
  year: 1980
  ident: ref_36
  article-title: The modified fouling index, a method of determining the fouling characteristics of water
  publication-title: Desalination
  doi: 10.1016/S0011-9164(00)86014-2
– volume: 5
  start-page: 274
  year: 2019
  ident: ref_50
  article-title: Combined three mechanisms models for membrane fouling during microfiltration
  publication-title: J. Membr. Sci. Res.
– ident: ref_114
  doi: 10.1016/B978-0-12-815577-6.00001-3
– ident: ref_95
– volume: 436
  start-page: 207
  year: 2018
  ident: ref_142
  article-title: Antifouling coatings via plasma polymerization and atom transfer radical polymerization on thin film composite membranes for reverse osmosis
  publication-title: Appl. Surf. Sci.
  doi: 10.1016/j.apsusc.2017.12.038
– volume: 7
  start-page: 35003
  year: 2019
  ident: ref_134
  article-title: On the surface hydrophilization of a blended polysulfone membrane: Atomic force microscopy measurement and molecular dynamics simulation
  publication-title: Surf. Topogr. Metrol. Prop.
  doi: 10.1088/2051-672X/ab2e4f
– volume: 286
  start-page: 125
  year: 2006
  ident: ref_29
  article-title: Reduction and control of flux decline in cross-flow membrane processes modeled by artificial neural networks
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2006.09.024
– volume: 443
  start-page: 143
  year: 2018
  ident: ref_115
  article-title: The use of ultrasound to mitigate membrane fouling in desalination and water treatment
  publication-title: Desalination
  doi: 10.1016/j.desal.2018.04.007
– volume: 146
  start-page: 22
  year: 2019
  ident: ref_55
  article-title: Enhancing accuracy of membrane fouling prediction using hybrid machine learning models
  publication-title: Desalin. Water Treat.
  doi: 10.5004/dwt.2019.23444
– volume: 26
  start-page: 1
  year: 2019
  ident: ref_131
  article-title: Surface modification on thin-film composite reverse osmosis membrane by cation complexation for antifouling
  publication-title: J. Polym. Res.
  doi: 10.1007/s10965-019-1701-0
– volume: 279
  start-page: 390
  year: 2011
  ident: ref_34
  article-title: SDI normalization and alternatives
  publication-title: Desalination
  doi: 10.1016/j.desal.2011.06.042
– volume: 378
  start-page: 74
  year: 2016
  ident: ref_89
  article-title: Effect of operating conditions on biofouling in reverse osmosis membrane processes: Bacterial adhesion, biofilm formation, and permeate flux decrease
  publication-title: Desalination
  doi: 10.1016/j.desal.2015.09.020
– volume: 8
  start-page: 1
  year: 2018
  ident: ref_160
  article-title: Robust fabrication of thin film polyamide-TiO2 nanocomposite membranes with enhanced thermal stability and anti-biofouling propensity
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-017-18724-w
– volume: 383
  start-page: 1
  year: 2016
  ident: ref_80
  article-title: Granular activated carbon filtration plus ultrafiltration as a pretreatment to seawater desalination lines: Impact on water quality and UF fouling
  publication-title: Desalination
  doi: 10.1016/j.desal.2015.12.010
– ident: ref_26
– volume: 550
  start-page: 332
  year: 2018
  ident: ref_157
  article-title: Zwitterionic polymer modification of polyamide reverse-osmosis membranes via surface amination and atom transfer radical polymerization for anti-biofouling
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2018.01.001
– volume: 475
  start-page: 114171
  year: 2020
  ident: ref_144
  article-title: Nanoparticles in reverse osmosis membranes for desalination: A state of the art review
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114171
– volume: 396
  start-page: 1478
  year: 2017
  ident: ref_151
  article-title: Surface modification of commercial seawater reverse osmosis membranes by grafting of hydrophilic monomer blended with carboxylated multiwalled carbon nanotubes
  publication-title: Appl. Surf. Sci.
  doi: 10.1016/j.apsusc.2016.11.195
– volume: 595
  start-page: 567
  year: 2017
  ident: ref_5
  article-title: A review of reverse osmosis membrane fouling and control strategies
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2017.03.235
– volume: 703
  start-page: 134726
  year: 2020
  ident: ref_87
  article-title: Investigating the effect of temperature on calcium sulfate scaling of reverse osmosis membranes using FTIR, SEM-EDX and multivariate analysis
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2019.134726
– ident: ref_90
– ident: ref_119
  doi: 10.3390/membranes7010013
– volume: 234
  start-page: 116077
  year: 2020
  ident: ref_124
  article-title: Layer-by-layer assembly of polyethyleneimine/graphene oxide membranes for desalination of high-salinity water via pervaporation
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2019.116077
– volume: 302
  start-page: 1
  year: 2012
  ident: ref_3
  article-title: Biofouling in RO system: Mechanisms, monitoring and controlling
  publication-title: Desalination
  doi: 10.1016/j.desal.2012.06.016
– ident: ref_12
  doi: 10.3390/membranes10110307
– ident: ref_30
  doi: 10.12783/dtetr/iccere2017/18308
– volume: 431
  start-page: 86
  year: 2018
  ident: ref_79
  article-title: Fouling indicators for field monitoring the effectiveness of operational strategies of ultrafiltration as pretreatment for seawater desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.11.038
– volume: 119
  start-page: 143
  year: 1998
  ident: ref_97
  article-title: Monitoring the integrity of reverse osmosis membranes
  publication-title: Desalination
  doi: 10.1016/S0011-9164(98)00134-9
– volume: 287
  start-page: 167
  year: 2012
  ident: ref_57
  article-title: Review of the effect of selected physicochemical factors on membrane fouling propensity based on fouling indices
  publication-title: Desalination
  doi: 10.1016/j.desal.2011.11.003
– volume: 50
  start-page: 6930
  year: 2016
  ident: ref_102
  article-title: Analyzing the Evolution of Membrane Fouling via a Novel Method Based on 3D Optical Coherence Tomography Imaging
  publication-title: Environ. Sci. Technol.
  doi: 10.1021/acs.est.6b00418
– volume: 232
  start-page: 63
  year: 2004
  ident: ref_44
  article-title: The development of membrane fouling in full-scale RO processes
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2003.11.028
– ident: ref_8
– volume: 434
  start-page: 169
  year: 2018
  ident: ref_16
  article-title: A review of fouling indices and monitoring techniques for reverse osmosis
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.12.009
– volume: 122
  start-page: 27
  year: 2012
  ident: ref_6
  article-title: A mini-review on membrane fouling
  publication-title: Bioresour. Technol.
  doi: 10.1016/j.biortech.2012.04.089
– volume: 433
  start-page: 94
  year: 2018
  ident: ref_159
  article-title: Zwitterion functionalized graphene oxide/polyamide thin film nanocomposite membrane: Towards improved anti-fouling performance for reverse osmosis
  publication-title: Desalination
  doi: 10.1016/j.desal.2018.01.031
– volume: 123
  start-page: 229
  year: 2019
  ident: ref_27
  article-title: Advanced control of membrane fouling in filtration systems using artificial intelligence and machine learning techniques: A critical review
  publication-title: Process Saf. Environ. Prot.
  doi: 10.1016/j.psep.2019.01.013
– volume: 242
  start-page: 118423
  year: 2020
  ident: ref_153
  article-title: Novel thin-film composite reverse osmosis membrane with superior water flux using parallel magnetic field induced magnetic multi-walled carbon nanotubes
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2019.118423
– volume: 109
  start-page: 165
  year: 1997
  ident: ref_74
  article-title: Microfiltration system as a pretreatment for RO units: Technical and economic assessment
  publication-title: Desalination
  doi: 10.1016/S0011-9164(97)00062-3
– ident: ref_41
– ident: ref_66
– volume: 126
  start-page: 1
  year: 2018
  ident: ref_23
  article-title: The membrane fouling simulator: Development, application, and early-warning of biofouling in RO treatment
  publication-title: Desalin. Water Treat.
  doi: 10.5004/dwt.2018.23081
– volume: 38
  start-page: 101611
  year: 2020
  ident: ref_21
  article-title: Del Fouling characterization during initial stage of cross-flow ultrafiltration
  publication-title: J. Water Process Eng.
  doi: 10.1016/j.jwpe.2020.101611
– ident: ref_107
– ident: ref_110
– ident: ref_162
  doi: 10.3390/ma12132081
– volume: 570–571
  start-page: 23
  year: 2019
  ident: ref_161
  article-title: ZIF-8 particle size effects on reverse osmosis performance of polyamide thin-film nanocomposite membranes: Importance of particle deposition
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2018.10.015
– ident: ref_93
– volume: 428
  start-page: 205
  year: 2013
  ident: ref_98
  article-title: Monitoring reverse osmosis performance: Conductivity versus fluorescence excitation-emission matrix (EEM)
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2012.10.027
– volume: 397
  start-page: 101
  year: 2016
  ident: ref_51
  article-title: Long-term performance decline in a brackish water reverse osmosis desalination plant. Predictive model for the water permeability coefficient
  publication-title: Desalination
  doi: 10.1016/j.desal.2016.06.027
– volume: 178
  start-page: 261
  year: 2005
  ident: ref_84
  article-title: Performance restoration and autopsy of NF membranes used in seawater pretreatment
  publication-title: Desalination
  doi: 10.1016/j.desal.2004.11.048
– volume: 443
  start-page: 245
  year: 2018
  ident: ref_130
  article-title: Improving the chlorine resistance property of polyamide TFC RO membrane by polyethylene glycol diacrylate (PEGDA) coating
  publication-title: Desalination
  doi: 10.1016/j.desal.2018.06.004
– volume: 732
  start-page: 12002
  year: 2020
  ident: ref_129
  article-title: Characteristics of Cellulose Acetate/Polyethylene Glycol membrane with the addition of Graphene Oxide by using surface coating method
  publication-title: IOP Conf. Ser. Mater. Sci. Eng.
  doi: 10.1088/1757-899X/732/1/012002
– volume: 46
  start-page: 584
  year: 2012
  ident: ref_132
  article-title: Development of antifouling reverse osmosis membranes for water treatment: A review
  publication-title: Water Res.
  doi: 10.1016/j.watres.2011.11.041
– volume: 351
  start-page: 222
  year: 2010
  ident: ref_135
  article-title: Surface modification of commercial aromatic polyamide reverse osmosis membranes by graft polymerization of 3-allyl-5,5-dimethylhydantoin
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2010.01.054
– volume: 181
  start-page: 319
  year: 2005
  ident: ref_116
  article-title: Membrane filtration enhanced by ultrasound: A review
  publication-title: Desalination
  doi: 10.1016/j.desal.2005.06.003
– volume: 525
  start-page: 9
  year: 2017
  ident: ref_128
  article-title: Graphene oxide modified polyamide reverse osmosis membranes with enhanced chlorine resistance
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2016.12.001
– volume: 374
  start-page: 20150202
  year: 2016
  ident: ref_49
  article-title: Principal component analysis: A review and recent developments
  publication-title: Philos. Trans. R. Soc. A Math. Phys. Eng. Sci.
  doi: 10.1098/rsta.2015.0202
– volume: 51
  start-page: 4396
  year: 2017
  ident: ref_149
  article-title: Relating Silica Scaling in Reverse Osmosis to Membrane Surface Properties
  publication-title: Environ. Sci. Technol.
  doi: 10.1021/acs.est.6b06411
– volume: 51
  start-page: 1
  year: 2012
  ident: ref_35
  article-title: Limitations, improvements and alternatives of the silt density index
  publication-title: Desalin. Water Treat.
– volume: 113
  start-page: 231
  year: 1997
  ident: ref_37
  article-title: Prediction of flux decline in membrane systems due to particulate fouling
  publication-title: Desalination
  doi: 10.1016/S0011-9164(97)00134-3
– volume: 420
  start-page: 330
  year: 2017
  ident: ref_137
  article-title: Enhancement of surface properties and performance of reverse osmosis membranes after surface modification: A review
  publication-title: Desalination
  doi: 10.1016/j.desal.2017.05.027
– volume: 189
  start-page: 71
  year: 2006
  ident: ref_68
  article-title: Reliability of membrane test cell measurements
  publication-title: Desalination
  doi: 10.1016/j.desal.2005.06.014
– volume: 32
  start-page: 100926
  year: 2019
  ident: ref_72
  article-title: Pretreatment processes for seawater reverse osmosis desalination systems—A review
  publication-title: J. Water Process Eng.
  doi: 10.1016/j.jwpe.2019.100926
– volume: 5
  start-page: 584
  year: 2018
  ident: ref_122
  article-title: Polyelectrolyte-Based Sacrificial Protective Layer for Fouling Control in Reverse Osmosis Desalination
  publication-title: Environ. Sci. Technol. Lett.
  doi: 10.1021/acs.estlett.8b00400
– volume: Volume 4
  start-page: 1
  year: 2010
  ident: ref_7
  article-title: Fundamentals of fouling
  publication-title: Membranes for Water Treatment
– ident: ref_15
  doi: 10.1080/15422119.2012.690359
– volume: 250
  start-page: 236
  year: 2010
  ident: ref_86
  article-title: Inorganic fouling of pressure-driven membrane processes—A critical review
  publication-title: Desalination
  doi: 10.1016/j.desal.2009.02.056
– volume: 155
  start-page: 28
  year: 2017
  ident: ref_126
  article-title: Novel reverse osmosis membranes composed of modified PVA/Gum Arabic conjugates: Biofouling mitigation and chlorine resistance enhancement
  publication-title: Carbohydr. Polym.
  doi: 10.1016/j.carbpol.2016.08.058
– volume: 564
  start-page: 501
  year: 2018
  ident: ref_123
  article-title: Spray assisted layer-by-layer assembled one-bilayer polyelectrolyte reverse osmosis membranes
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2018.07.047
– ident: ref_111
– volume: 131
  start-page: 157
  year: 2000
  ident: ref_83
  article-title: Demonstration plant based on the new NF-SWRO process
  publication-title: Desalination
  doi: 10.1016/S0011-9164(00)90016-X
– volume: 7
  start-page: 161
  year: 2015
  ident: ref_99
  article-title: Evaluation of methods for reverse osmosis membrane integrity monitoring for wastewater reuse
  publication-title: J. Water Process Eng.
  doi: 10.1016/j.jwpe.2015.05.001
– volume: 59
  start-page: E468
  year: 2019
  ident: ref_141
  article-title: Improvement of performance of polyamide reverse osmosis membranes using dielectric barrier discharge plasma treatment as a novel surface modification method
  publication-title: Polym. Eng. Sci.
  doi: 10.1002/pen.25025
– ident: ref_42
  doi: 10.3390/w10070847
– volume: 349
  start-page: 208
  year: 2010
  ident: ref_75
  article-title: Fate of Bacillus sp. and Pseudomonas sp. isolated from seawater during chlorination and microfiltration as pretreatments of a desalination plant
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2009.11.045
– volume: 21
  start-page: 1222
  year: 2014
  ident: ref_117
  article-title: Study and optimization of the ultrasound-enhanced cleaning of an ultrafiltration ceramic membrane through a combined experimental-statistical approach
  publication-title: Ultrason. Sonochem.
  doi: 10.1016/j.ultsonch.2013.10.022
– volume: 157
  start-page: 361
  year: 2003
  ident: ref_64
  article-title: Tools for fouling diagnosis of NF and RO membranes and assessment of the fouling potential of feed water
  publication-title: Desalination
  doi: 10.1016/S0011-9164(03)00417-X
– volume: 393
  start-page: 151
  year: 2016
  ident: ref_4
  article-title: On the optimization of a flocculation process as fouling inhibiting pretreatment on an ultrafiltration membrane during olive mill effluents treatment
  publication-title: Desalination
  doi: 10.1016/j.desal.2015.12.021
– volume: 411–412
  start-page: 173
  year: 2012
  ident: ref_76
  article-title: Submerged membrane hybrid systems as pretreatment in seawater reverse osmosis (SWRO): Optimisation and fouling mechanism determination
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2012.04.029
– ident: ref_77
  doi: 10.3390/membranes10090248
– ident: ref_106
  doi: 10.3390/membranes10050089
– volume: 362
  start-page: 279
  year: 2010
  ident: ref_60
  article-title: Evaluation of membrane fouling potential by multiple membrane array system (MMAS): Measurements and applications
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2010.06.038
– ident: ref_62
  doi: 10.1016/B978-0-12-809953-7.00003-6
– volume: 216
  start-page: 1
  year: 2007
  ident: ref_100
  article-title: State-of-the-art of reverse osmosis desalination
  publication-title: Desalination
  doi: 10.1016/j.desal.2006.12.009
– volume: 249
  start-page: 308
  year: 2009
  ident: ref_1
  article-title: Pre-treatment strategies for seawater desalination by reverse osmosis system
  publication-title: Desalination
  doi: 10.1016/j.desal.2008.09.010
– volume: 96
  start-page: 465
  year: 1994
  ident: ref_43
  article-title: Performance of commercial seawater membranes
  publication-title: Desalination
  doi: 10.1016/0011-9164(94)85196-4
– volume: 11
  start-page: 68
  year: 2016
  ident: ref_121
  article-title: Membrane fouling and modification using surface treatment and layer-by-layer assembly of polyelectrolytes: State-of-the-art review
  publication-title: J. Water Process Eng.
  doi: 10.1016/j.jwpe.2016.03.009
– volume: 280
  start-page: 856
  year: 2006
  ident: ref_45
  article-title: A three mechanism model to describe fouling of microfiltration membranes
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2006.03.005
– volume: 54
  start-page: 293
  year: 2019
  ident: ref_139
  article-title: Advances in surface modification techniques of reverse osmosis membrane over the years
  publication-title: Sep. Sci. Technol.
  doi: 10.1080/01496395.2018.1483404
– volume: 592
  start-page: 117358
  year: 2019
  ident: ref_152
  article-title: High performance reverse osmosis membrane with carbon nanotube support layer
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2019.117358
– volume: 470
  start-page: 114118
  year: 2019
  ident: ref_154
  article-title: Fouling control in reverse osmosis membranes through modification with conductive carbon nanostructures
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114118
– volume: 7
  start-page: 2637
  year: 2017
  ident: ref_13
  article-title: Biofouling in reverse osmosis: Phenomena, monitoring, controlling and remediation
  publication-title: Appl. Water Sci.
  doi: 10.1007/s13201-016-0493-1
– volume: 164
  start-page: 126
  year: 2011
  ident: ref_11
  article-title: Colloidal interactions and fouling of NF and RO membranes: A review
  publication-title: Adv. Colloid Interface Sci.
  doi: 10.1016/j.cis.2010.10.007
– volume: 88
  start-page: 1
  year: 2017
  ident: ref_113
  article-title: Study of ultrasonically enhanced chemical cleaning of SWRO membranes at pilot plant scale
  publication-title: Desalin. Water Treat.
  doi: 10.5004/dwt.2017.20840
– volume: 501
  start-page: 209
  year: 2016
  ident: ref_138
  article-title: Enhancing the performance of aromatic polyamide reverse osmosis membrane by surface modification via covalent attachment of polyvinyl alcohol (PVA)
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2015.12.003
– ident: ref_82
  doi: 10.1186/s40201-017-0279-x
– ident: ref_48
  doi: 10.1038/s41598-018-29268-y
– volume: 51
  start-page: 1861
  year: 2013
  ident: ref_85
  article-title: Long term experience in the operation of nanofiltration pretreatment unit for seawater desalination at SWCC SWRO plant
  publication-title: Desalin. Water Treat.
  doi: 10.1080/19443994.2012.718135
– volume: 518
  start-page: 40
  year: 2016
  ident: ref_150
  article-title: Facile surface modification by aldehydes to enhance chlorine resistance of polyamide thin film composite membranes
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2016.06.032
– volume: 170
  start-page: 434
  year: 2016
  ident: ref_52
  article-title: Comparison between artificial neural networks and Hermia’s models to assess ultrafiltration performance
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2016.07.007
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Snippet Membrane-based separation has gained increased popularity over the past few decades, particularly reverse osmosis (RO). A major impediment to the improved...
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SubjectTerms Air pollution
antifouling activities
Biofilms
biofouling
By products
Chemistry
Decomposition
Desalination
diagnostic techniques
Flow velocity
hydrophobicity
longevity
Membranes
Microorganisms
Morphology
Particle size
Permeability
prediction
Proteins
reverse osmosis
roughness
water
Water treatment
Title A Comprehensive Review on Membrane Fouling: Mathematical Modelling, Prediction, Diagnosis, and Mitigation
URI https://www.proquest.com/docview/2530130167
https://www.proquest.com/docview/2561526844
Volume 13
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