A review of CFD simulation in pressure driven membrane with fouling model and anti-fouling strategy

Shiyong Miao, Jiaying Ma, Xuefei Zhou, Yalei Zhang, Huaqiang Chu

PDF(15261 KB)
PDF(15261 KB)
Front. Environ. Sci. Eng. ›› 2024, Vol. 18 ›› Issue (8) : 93. DOI: 10.1007/s11783-024-1853-y
REVIEW ARTICLE

A review of CFD simulation in pressure driven membrane with fouling model and anti-fouling strategy

Author information +
History +

Highlights

● The numerical realization method of the membrane permeation process is summarized.

● Biofouling, scaling and colloidal particle fouling models are detailed presented.

● Representative CFD-aided simulations of anti-fouling strategies are described.

Abstract

Pressure-driven membrane filtration systems are widely utilized in wastewater treatment, desalination, and water reclamation and have received extensive attention from researchers. Computational fluid dynamics (CFD) offers a convenient approach for conducting mechanistic studies of flow and mass transfer characteristics in pressure-driven systems. As a signature phenomenon in membrane systems, the concentration polarization that accompanies the permeation process is a key factor in membrane performance degradation and membrane fouling intensification. Multiple fouling models (scaling, biofouling and colloidal particle fouling) based on CFD theory have been constructed, and considerable research has been conducted. Several representative antifouling strategies with special simulation methods, including patterned membranes, vibration membranes, rotation membranes, and pulsatile flows, have also been discussed. Future studies should focus on refining fouling models while considering local hydrodynamic characteristics; experimental observation tools focusing on the internal structure of inhomogeneous fouling layers; techno-economic model of antifouling strategies such as vibrational, rotational and pulsatile flows; and unfavorable hydraulic phenomena induced by rapidly changing flows in simulations.

Graphical abstract

Keywords

Computational fluid dynamics / Membrane / Fouling model / Concentration polarization

Cite this article

Download citation ▾
Shiyong Miao, Jiaying Ma, Xuefei Zhou, Yalei Zhang, Huaqiang Chu. A review of CFD simulation in pressure driven membrane with fouling model and anti-fouling strategy. Front. Environ. Sci. Eng., 2024, 18(8): 93 https://doi.org/10.1007/s11783-024-1853-y

References

[1]
Abdelkader B A, Sharqawy M. (2022). Pressure drop across membrane spacer-filled channels using porous media characteristics and computational fluid dynamics simulation. Desalination and Water Treatment, 247: 28–39
CrossRef Google scholar
[2]
Akagi T, Horie T, Masuda H, Matsuda K, Matsumoto H, Ohmura N, Hirata Y. (2018). Improvement of separation performance by fluid motion in the membrane module with a helical baffle. Separation and Purification Technology, 198: 52–59
CrossRef Google scholar
[3]
Al-Abbasi O, Bin Shams M. (2021). Dynamic CFD modelling of an industrial-scale dead-end ultrafiltration system: full cycle and complete blockage. Journal of Water Process Engineering, 40: 101887
CrossRef Google scholar
[4]
Ali S M, Qamar A, Kerdi S, Phuntsho S, Vrouwenvelder J S, Ghaffour N, Shon H K. (2019). Energy efficient 3D printed column type feed spacer for membrane filtration. Water Research, 164: 114961
CrossRef Google scholar
[5]
Ali S M, Qamar A, Phuntsho S, Ghaffour N, Vrouwenvelder J S, Shon H K. (2020). Conceptual design of a dynamic turbospacer for efficient low pressure membrane filtration. Desalination, 496: 114712
CrossRef Google scholar
[6]
Anqi A E, Alkhamis N, Oztekin A. (2015). Numerical simulation of brackish water desalination by a reverse osmosis membrane. Desalination, 369: 156–164
CrossRef Google scholar
[7]
AraújoP A, KruithofJ C, Van Loosdrecht M C M, VrouwenvelderJ S (2012). The potential of standard and modified feed spacers for biofouling control. Journal of Membrane Science, 403–404: 58–70 10.1016/j.memsci.2012.02.015
[8]
Asadollahi M, Bastani D, Musavi S A. (2017). Enhancement of surface properties and performance of reverse osmosis membranes after surface modification: a review. Desalination, 420: 330–383
CrossRef Google scholar
[9]
Bae S, Gu B, Lee J H. (2023). A 3D CFD study on the effects of feed spacer designs on membrane performance for high-permeance RO membranes. Journal of Water Process Engineering, 53: 103887
CrossRef Google scholar
[10]
Bahoosh M, Kashi E, Shokrollahzadeh S. (2022). The side stream and different spacers effects on the permeate water flux in forward osmosis process using computational fluid dynamics. Chemical Engineering and Processing, 181: 109113
CrossRef Google scholar
[11]
Binger Z M, Achilli A. (2023). Surrogate modeling of pressure loss & mass transfer in membrane channels via coupling of computational fluid dynamics and machine learning. Desalination, 548: 116241
CrossRef Google scholar
[12]
Boudinar M B, Hanbury W T, Avlonitis S. (1992). Numerical simulation and optimisation of spiral-wound modules. Desalination, 86(3): 273–290
CrossRef Google scholar
[13]
Boudreau B P. (1996). The diffusive tortuosity of fine-grained unlithified sediments. Geochimica et Cosmochimica Acta, 60(16): 3139–3142
CrossRef Google scholar
[14]
Bräsel B, Yoo S W, Huber S, Wessling M, Linkhorst J. (2023). Evolution of particle deposits at communicating membrane pores during crossflow filtration. Journal of Membrane Science, 686: 121977
CrossRef Google scholar
[15]
Brinkman H C. (1949). A calculation of the viscous force exerted by a flowing fluid on a dense swarm of particles. Flow, Turbulence and Combustion, 1(1): 27–34
CrossRef Google scholar
[16]
Bucs S S, Farhat N, Kruithof J C, Picioreanu C, van Loosdrecht M C M, Vrouwenvelder J S. (2018). Review on strategies for biofouling mitigation in spiral wound membrane systems. Desalination, 434: 189–197
CrossRef Google scholar
[17]
Bucs S S, Valladares Linares R, Marston J O, Radu A I, Vrouwenvelder J S, Picioreanu C. (2015). Experimental and numerical characterization of the water flow in spacer-filled channels of spiral-wound membranes. Water Research, 87: 299–310
CrossRef Google scholar
[18]
Bucs S S, Valladares Linares R, Vrouwenvelder J S, Picioreanu C. (2016). Biofouling in forward osmosis systems: an experimental and numerical study. Water Research, 106: 86–97
CrossRef Google scholar
[19]
Bucs Sz S, Radu A I, Lavric V, Vrouwenvelder J S, Picioreanu C. (2014a). Effect of different commercial feed spacers on biofouling of reverse osmosis membrane systems: a numerical study. Desalination, 343: 26–37
CrossRef Google scholar
[20]
Bucs Sz S, Valladares Linares R, van Loosdrecht M C M, Kruithof J C, Vrouwenvelder J S. (2014b). Impact of organic nutrient load on biomass accumulation, feed channel pressure drop increase and permeate flux decline in membrane systems. Water Research, 67: 227–242
CrossRef Google scholar
[21]
Cao H, O’Rourke M, Habimana O, Casey E. (2018). Analysis of surrogate bacterial cell transport to nanofiltration membranes: effect of salt concentration and hydrodynamics. Separation and Purification Technology, 207: 498–505
CrossRef Google scholar
[22]
Cao Z. (2001). CFD simulations of net-type turbulence promoters in a narrow channel. Journal of Membrane Science, 185(2): 157–176
CrossRef Google scholar
[23]
Carman P C. (1997). Fluid flow through granular beds. Chemical Engineering Research & Design, 75: S32–S48
CrossRef Google scholar
[24]
Chaudhuri A, Jogdand A. (2017). Permeate flux decrease due to concentration polarization in a closed roto-dynamic reverse osmosis filtration system. Desalination, 402: 152–161
CrossRef Google scholar
[25]
Choi D C, Jung S Y, Won Y J, Jang J H, Lee J, Chae H R, Ahn K H, Lee S, Park P K, Lee C H. (2015). Three-dimensional hydraulic modeling of particle deposition on the patterned isopore membrane in crossflow microfiltration. Journal of Membrane Science, 492: 156–163
CrossRef Google scholar
[26]
Chong T H, Wong F S, Fane A G. (2008). The effect of imposed flux on biofouling in reverse osmosis: role of concentration polarisation and biofilm enhanced osmotic pressure phenomena. Journal of Membrane Science, 325(2): 840–850
CrossRef Google scholar
[27]
Chong Y K, Liang Y Y, Lau W J, Fimbres Weihs G A. (2022). 3D CFD study of hydrodynamics and mass transfer phenomena for spiral wound membrane submerged-type feed spacer with different node geometries and sizes. International Journal of Heat and Mass Transfer, 191: 122819
CrossRef Google scholar
[28]
Chong Y K, Liang Y Y, Weihs G A F. (2023). Validation and characterisation of mass transfer of 3D-CFD model for twisted feed spacer. Desalination, 554: 116516
CrossRef Google scholar
[29]
Chun Y, Jeong K, Cho K H. (2020). Influences of combined organic fouling and inorganic scaling on flux and fouling behaviors in forward osmosis. Membranes, 10(6): 115
CrossRef Google scholar
[30]
Completo C, Semiao V, Geraldes V. (2016). Efficient CFD-based method for designing cross-flow nanofiltration small devices. Journal of Membrane Science, 500: 190–202
CrossRef Google scholar
[31]
Desmond P, Huisman K T, Sanawar H, Farhat N M, Traber J, Fridjonsson E O, Johns M L, Flemming H C, Picioreanu C, Vrouwenvelder J S. (2022). Controlling the hydraulic resistance of membrane biofilms by engineering biofilm physical structure. Water Research, 210: 118031
CrossRef Google scholar
[32]
Dydo P, Turek M, Ciba J, Wandachowicz K, Misztal J. (2004). The nucleation kinetic aspects of gypsum nanofiltration membrane scaling. Desalination, 164(1): 41–52
CrossRef Google scholar
[33]
Evangelista F. (1988). An improved analytical method for the design of spiral-wound modules. Chemical Engineering Journal, 38(1): 33–40
CrossRef Google scholar
[34]
Fang H H, Wu R M. (2008). Determination of hydrodynamic shear force exerted on membrane surface in cross-flow filtration by multiphase flow simulation. Journal of Chemical Engineering of Japan, 41(10): 961–966
CrossRef Google scholar
[35]
Fimbres-Weihs G A, Wiley D E. (2007). Numerical study of mass transfer in three-dimensional spacer-filled narrow channels with steady flow. Journal of Membrane Science, 306(1–2): 228–243
CrossRef Google scholar
[36]
Fimbres Weihs G A, Wiley D E. (2014). CFD analysis of tracer response technique under cake-enhanced osmotic pressure. Journal of Membrane Science, 449: 38–49
CrossRef Google scholar
[37]
Fowler J D, Robertson C R. (1991). Hydraulic permeability of immobilized bacterial cell aggregates. Applied and Environmental Microbiology, 57(1): 102–113
CrossRef Google scholar
[38]
Gao Y, Haavisto S, Tang C Y, Salmela J, Li W. (2013). Characterization of fluid dynamics in spacer-filled channels for membrane filtration using Doppler optical coherence tomography. Journal of Membrane Science, 448: 198–208
CrossRef Google scholar
[39]
García-Picazo F J, Fletcher D F, Fimbres-Weihs G A. (2023). Mass transfer enhancement in spacer-filled membrane channels by flow oscillation induced vortex shedding: Numerical study of the effect of amplitude. International Journal of Heat and Mass Transfer, 209: 124054
CrossRef Google scholar
[40]
Goh P S, Lau W J, Othman M H D, Ismail A F. (2018). Membrane fouling in desalination and its mitigation strategies. Desalination, 425: 130–155
CrossRef Google scholar
[41]
Goh P S, Zulhairun A K, Ismail A F, Hilal N. (2019). Contemporary antibiofouling modifications of reverse osmosis desalination membrane: a review. Desalination, 468: 114072
CrossRef Google scholar
[42]
Gorzalski A S, Coronell O. (2014). Fouling of nanofiltration membranes in full- and bench-scale systems treating groundwater containing silica. Journal of Membrane Science, 468: 349–359
CrossRef Google scholar
[43]
Gu B, Adjiman C S, Xu X Y. (2017). The effect of feed spacer geometry on membrane performance and concentration polarisation based on 3D CFD simulations. Journal of Membrane Science, 527: 78–91
CrossRef Google scholar
[44]
Gu B, Adjiman C S, Xu X Y. (2021). Correlations for concentration polarization and pressure drop in spacer-filled RO membrane modules based on CFD simulations. Membranes, 11(5): 338
CrossRef Google scholar
[45]
Guan H, Lin P, Yu S, Hu X, Li X, Zhu Z. (2023). Hydrodynamic effects of non-uniform feed spacer structures on energy loss and mass transfer in spiral wound module. Journal of Membrane Science, 673: 121479
CrossRef Google scholar
[46]
Guillen G, Hoek E M V. (2009). Modeling the impacts of feed spacer geometry on reverse osmosis and nanofiltration processes. Chemical Engineering Journal, 149(1–3): 221–231
CrossRef Google scholar
[47]
Haidari A H, Heijman S G J, van der Meer W G J. (2018). Optimal design of spacers in reverse osmosis. Separation and Purification Technology, 192: 441–456
CrossRef Google scholar
[48]
Han Z, Terashima M, Liu B, Yasui H. (2018). CFD investigation of the effect of the feed spacer on hydrodynamics in spiral wound membrane modules. Mathematical and Computational Applications, 23(4): 80
CrossRef Google scholar
[49]
Hwang K J, Lin S J. (2014). Filtration flux-shear stress-cake mass relationships in microalgae rotating-disk dynamic microfiltration. Chemical Engineering Journal, 244: 429–437
CrossRef Google scholar
[50]
Ilyas A, Mertens M, Oyaert S, Vankelecom I F J. (2021). Anti-fouling behavior of micro-patterned PVDF membranes prepared via spray-assisted phase inversion: influence of pattern shapes and flow configuration. Separation and Purification Technology, 259: 118041
CrossRef Google scholar
[51]
Ilyas A, Timmermans L, Vanierschot M, Smets I, Vankelecom I F J. (2022). Micro-patterned PVDF membranes and magnetically induced membrane vibration system for efficient membrane bioreactor operation. Journal of Membrane Science, 662: 120978
CrossRef Google scholar
[52]
Jafari M, Desmond P, van Loosdrecht M C M, Derlon N, Morgenroth E, Picioreanu C. (2018). Effect of biofilm structural deformation on hydraulic resistance during ultrafiltration: a numerical and experimental study. Water Research, 145: 375–387
CrossRef Google scholar
[53]
Jalilvand Z, Zokaee Ashtiani F, Fouladitajar A, Rezaei H. (2014). Computational fluid dynamics modeling and experimental study of continuous and pulsatile flow in flat sheet microfiltration membranes. Journal of Membrane Science, 450: 207–214
CrossRef Google scholar
[54]
Jamieson T, Leterme S C. (2021). Influences and impacts of biofouling in SWRO desalination plants. Critical Reviews in Environmental Science and Technology, 51(12): 1281–1301
CrossRef Google scholar
[55]
JanusT (2014). Integrated Mathematical Model of a MBR Reactor Including Biopolymer Kinetics and Membrane Fouling. Procedia Engineering, 12th International Conference on Computing and Control for the Water Industry, CCWI2013 70: 882–891 10.1016/j.proeng.2014.02.098
[56]
JanusT, Ulanicki B. (2015). ASM1-Based Activated Sludge Model with Biopolymer Kinetics for Integrated Simulation of Membrane Bioreactors for Wastewater Treatment. Procedia Engineering, Computing and Control for the Water Industry (CCWI2015) Sharing the Best Practice in Water Management 119: 1318–1327 10.1016/j.proeng.2015.08.958
[57]
Jeong K, Park M, Oh S, Kim J H. (2020). Impacts of flow channel geometry, hydrodynamic and membrane properties on osmotic backwash of RO membranes—CFD modeling and simulation. Desalination, 476: 114229
CrossRef Google scholar
[58]
Ji P, Motin A, Shan W, Bénard A, Bruening M L, Tarabara V V. (2016). Dynamic crossflow filtration with a rotating tubular membrane: using centripetal force to decrease fouling by buoyant particles. Chemical Engineering Research & Design, 106: 101–114
CrossRef Google scholar
[59]
Jogdand A, Chaudhuri A. (2015). Modeling of concentration polarization and permeate flux variation in a roto-dynamic reverse osmosis filtration system. Desalination, 375: 54–70
CrossRef Google scholar
[60]
Johnston J, Dischinger S M, Nassr M, Lee J Y, Bigdelou P, Freeman B D, Gleason K L, Martinand D, Miller D J, Molins S. . (2023). A reduced-order model of concentration polarization in reverse osmosis systems with feed spacers. Journal of Membrane Science, 675: 121508
CrossRef Google scholar
[61]
Johnston J, Lou J, Tilton N. (2022). Application of projection methods to simulating mass transport in reverse osmosis systems. Computers & Fluids, 232: 105189
CrossRef Google scholar
[62]
Jung S Y, Ahn K H. (2019). Transport and deposition of colloidal particles on a patterned membrane surface: effect of cross-flow velocity and the size ratio of particle to surface pattern. Journal of Membrane Science, 572: 309–319
CrossRef Google scholar
[63]
Karabelas A J, Kostoglou M, Koutsou C P. (2015). Modeling of spiral wound membrane desalination modules and plants: review and research priorities. Desalination, 356: 165–186
CrossRef Google scholar
[64]
Kavianipour O, Ingram G D, Vuthaluru H B. (2017). Investigation into the effectiveness of feed spacer configurations for reverse osmosis membrane modules using computational fluid dynamics. Journal of Membrane Science, 526: 156–171
CrossRef Google scholar
[65]
Kavianipour O, Ingram G D, Vuthaluru H B. (2019). Studies into the mass transfer and energy consumption of commercial feed spacers for RO membrane modules using CFD: effectiveness of performance measures. Chemical Engineering Research & Design, 141: 328–338
CrossRef Google scholar
[66]
Kerdi S, Qamar A, Alpatova A, Vrouwenvelder J S, Ghaffour N. (2020). Membrane filtration performance enhancement and biofouling mitigation using symmetric spacers with helical filaments. Desalination, 484: 114454
CrossRef Google scholar
[67]
Kerdi S, Qamar A, Vrouwenvelder J S, Ghaffour N. (2018). Fouling resilient perforated feed spacers for membrane filtration. Water Research, 140: 211–219
CrossRef Google scholar
[68]
Kerdi S, Qamar A, Vrouwenvelder J S, Ghaffour N. (2021). Effect of localized hydrodynamics on biofilm attachment and growth in a cross-flow filtration channel. Water Research, 188: 116502
CrossRef Google scholar
[69]
Keucken A, Liu X, Lian B, Wang Y, Persson K M, Leslie G. (2018). Simulation of NOM removal by capillary NF: a numerical method for full-scale plant design. Journal of Membrane Science, 555: 229–236
CrossRef Google scholar
[70]
Kim K, Jung J Y, Kwon J H, Yang J W. (2015). Dynamic microfiltration with a perforated disk for effective harvesting of microalgae. Journal of Membrane Science, 475: 252–258
CrossRef Google scholar
[71]
Knutsen J S, Davis R H. (2006). Deposition of foulant particles during tangential flow filtration. Journal of Membrane Science, 271(1–2): 101–113
CrossRef Google scholar
[72]
Kostoglou M, Karabelas A J. (2013). Comprehensive simulation of flat-sheet membrane element performance in steady state desalination. Desalination, 316: 91–102
CrossRef Google scholar
[73]
Koutsou C P, Karabelas A J. (2015). A novel retentate spacer geometry for improved spiral wound membrane (SWM) module performance. Journal of Membrane Science, 488: 129–142
CrossRef Google scholar
[74]
Koutsou C P, Karabelas A J, Kostoglou M. (2018). Fluid dynamics and mass transfer in spacer-filled membrane channels: effect of uniform channel-gap reduction due to fouling. Fluids, 3(1): 12
CrossRef Google scholar
[75]
Koutsou C P, Yiantsios S G, Karabelas A J. (2007). Direct numerical simulation of flow in spacer-filled channels: effect of spacer geometrical characteristics. Journal of Membrane Science, 291(1–2): 53–69
CrossRef Google scholar
[76]
Koutsou C P, Yiantsios S G, Karabelas A J. (2009). A numerical and experimental study of mass transfer in spacer-filled channels: effects of spacer geometrical characteristics and Schmidt number. Journal of Membrane Science, 326(1): 234–251
CrossRef Google scholar
[77]
Lecuyer S, Rusconi R, Shen Y, Forsyth A, Vlamakis H, Kolter R, Stone H A. (2011). Shear stress increases the residence time of adhesion of pseudomonas aeruginosa. Biophysical Journal, 100(2): 341–350
CrossRef Google scholar
[78]
Lee Y K, Won Y J, Yoo J H, Ahn K H, Lee C H. (2013). Flow analysis and fouling on the patterned membrane surface. Journal of Membrane Science, 427: 320–325
CrossRef Google scholar
[79]
Li B, Dobosz K M, Zhang H, Schiffman J D, Saranteas K, Henson M A. (2019). Predicting the performance of pressure filtration processes by coupling computational fluid dynamics and discrete element methods. Chemical Engineering Science, 208: 115162
CrossRef Google scholar
[80]
Li C, Zhang D, Liu J, Xiong H, Sun T, Wu X, Shi Z, Lin Q. (2022). Study on the control of membrane fouling by pulse function feed and CFD simulation verification. Membranes, 12(4): 362
CrossRef Google scholar
[81]
Li F, Meindersma W, de Haan A B, Reith T. (2004). Experimental validation of CFD mass transfer simulations in flat channels with non-woven net spacers. Journal of Membrane Science, 232(1–2): 19–30
CrossRef Google scholar
[82]
Li J, Xu C, Ye J, Li E, Xu S, Huang M. (2023). Enhanced anti-fouling of forward osmosis membrane by pulsatile flow operation in textile wastewater treatment. Desalination, 565: 116878
CrossRef Google scholar
[83]
Li M, Bui T, Chao S. (2016). Three-dimensional CFD analysis of hydrodynamics and concentration polarization in an industrial RO feed channel. Desalination, 397: 194–204
CrossRef Google scholar
[84]
Li X, Wang X. (2006). Modelling of membrane fouling in a submerged membrane bioreactor. Journal of Membrane Science, 278(1–2): 151–161
CrossRef Google scholar
[85]
Li Y L, Tung K L. (2008). CFD simulation of fluid. flow through spacer-filled membrane module: selecting suitable cell types for periodic boundary conditions. Desalination, 233(1–3): 351–358
CrossRef Google scholar
[86]
Liang Y Y, Fimbres Weihs G A, Wiley D E. (2020). Comparison of oscillating flow and slip velocity mass transfer enhancement in spacer-filled membrane channels: CFD analysis and validation. Journal of Membrane Science, 593: 117433
CrossRef Google scholar
[87]
Liang Y Y, Fletcher D F. (2023). Computational fluid dynamics simulation of forward osmosis (FO) membrane systems: methodology, state of art, challenges and opportunities. Desalination, 549: 116359
CrossRef Google scholar
[88]
Liang Y Y, Toh K Y, Fimbres Weihs G A. (2019). 3D CFD study of the effect of multi-layer spacers on membrane performance under steady flow. Journal of Membrane Science, 580: 256–267
CrossRef Google scholar
[89]
Lin W, Lei J, Wang Q, Wang X M, Huang X. (2022a). Performance enhancement of spiral-wound reverse osmosis membrane elements with novel diagonal-flow feed channels. Desalination, 523: 115447
CrossRef Google scholar
[90]
Lin W, Li D, Wang Q, Wang X, Huang X. (2023). Dynamic evolution of membrane biofouling in feed channels affected by spacer–membrane clearance and the induced hydrodynamic conditions. Journal of Membrane Science, 668: 121209
CrossRef Google scholar
[91]
Lin W, Shao R, Wang X, Huang X. (2020). Impacts of non-uniform filament feed spacers characteristics on the hydraulic and anti-fouling performances in the spacer-filled membrane channels: experiment and numerical simulation. Water Research, 185: 116251
CrossRef Google scholar
[92]
Lin W, Wang Q, Sun L, Wang D, Cabrera J, Li D, Hu L, Jiang G, Wang X, Huang X. (2022b). The critical role of feed spacer channel porosity in membrane biofouling: insights and implications. Journal of Membrane Science, 649: 120395
CrossRef Google scholar
[93]
Lin W, Zhang Y, Li D, Wang X, Huang X. (2021). Roles and performance enhancement of feed spacer in spiral wound membrane modules for water treatment: a 20-year review on research evolvement. Water Research, 198: 117146
CrossRef Google scholar
[94]
LohausJ, Perez Y M, WesslingM (2018). What are the microscopic events of colloidal membrane fouling? Journal of Membrane Science, 553: 90–98 10.1016/j.memsci.2018.02.023
[95]
Lorente E, Haponska M, Clavero E, Torras C, Salvado J. (2018). Steam explosion and vibrating membrane filtration to improve the processing cost of microalgae cell disruption and fractionation. Processes, 6(4): 28
CrossRef Google scholar
[96]
Luo J, Li M, Heng Y. (2020). A hybrid modeling approach for optimal design of non-woven membrane channels in brackish water reverse osmosis process with high-throughput computation. Desalination, 489: 114463
CrossRef Google scholar
[97]
Luo L W, Wu Y H, Chen G Q, Wang H B, Wang Y H, Tong X, Bai Y, Xu Y Q, Zhang Z W, Ikuno N. . (2022). Chlorine-resistant bacteria (CRB) in the reverse osmosis system for wastewater reclamation: isolation, identification and membrane fouling mechanisms. Water Research, 209: 117966
CrossRef Google scholar
[98]
Ma C, Liu Y, Li F, Shen C, Huang M, Wang Z, Cao C, Zhou Q, Sheng Y, Sand W. (2019). CFD simulations of fiber-fiber interaction in a hollow fiber membrane bundle: fiber distance and position matters. Separation and Purification Technology, 209: 707–713
CrossRef Google scholar
[99]
Mao W, Zou X, Guo Z, Sun S, Ma S, Lyv S, Xiao Y, Ji X, Wang Y. (2021). Numerical simulations of calcium sulphate scaling in full-scale brackish water reverse osmosis pressure vessels using computational fluid dynamics. Membranes, 11(7): 521
CrossRef Google scholar
[100]
Mat Nawi N I, Mohd Lazis A, Rahma A, Elma M, Bilad M R, Md Nordin N A H, Wirzal M D H, Shamsuddin N, Suhaimi H, Yusof N. (2022). A rotary spacer system for energy-efficient membrane fouling control in oil/water emulsion filtration. Membranes, 12(6): 554
CrossRef Google scholar
[101]
McDonogh R, Schaule G, Flemming H C. (1994). The permeability of biofouling layers on membranes. Journal of Membrane Science, 87(1–2): 199–217
CrossRef Google scholar
[102]
Mohan T R, Mohan Kumar M S, Rao L. (2022). Biofouling of hollow fiber ultrafiltration membranes: a novel multiphase CFD–Porous-CES model and experimental study. Journal of Membrane Science, 663: 121034
CrossRef Google scholar
[103]
Mokhtar I E, Gurreri L, Tamburini A, Cipollina A, Ciofalo M, Bouguecha S, Micale G. (2021). CFD prediction of flow, heat and mass transfer in woven spacer-filled channels for membrane processes. International Journal of Heat and Mass Transfer, 173: 121246
CrossRef Google scholar
[104]
Monod J. (1941). Growth of bacterial populations in function of concentration of a hydrocarbon diet. Comptes Rendus Hebdomadaires Sciences, 212: 771–773
[105]
Movahedi H, Jamshidi S. (2022). New insight into hydrodynamic and cake erosion mechanism during rotating-disk dynamic microfiltration of concentrated bentonite suspensions at different salinity conditions. Separation and Purification Technology, 300: 121844
CrossRef Google scholar
[106]
Najid N, Hakizimana J N, Kouzbour S, Gourich B, Ruiz-García A, Vial C, Stiriba Y, Semiat R. (2022). Fouling control and modeling in reverse osmosis for seawater desalination: a review. Computers & Chemical Engineering, 162: 107794
CrossRef Google scholar
[107]
Naskar M, Rana K, Chatterjee D, Dhara T, Sultana R, Sarkar D. (2019). Design, performance characterization and hydrodynamic modeling of intermeshed spinning basket membrane (ISBM) module. Chemical Engineering Science, 206: 446–462
CrossRef Google scholar
[108]
Ndinisa N V, Wiley D E, Fletcher D F. (2005). Computational fluid dynamics simulations of taylor bubbles in tubular membranes: model validation and application to laminar flow systems. Chemical Engineering Research & Design, 83(1): 40–49
CrossRef Google scholar
[109]
Olivera-Nappa A, Picioreanu C, Asenjo J A. (2010). Non-homogeneous biofilm modeling applied to bioleaching processes. Biotechnology and Bioengineering, 106(4): 660–676
CrossRef Google scholar
[110]
Park H G, Cho S G, Kim K J, Kwon Y N. (2016). Effect of feed spacer thickness on the fouling behavior in reverse osmosis process: a pilot scale study. Desalination, 379: 155–163
CrossRef Google scholar
[111]
Park J E, Kang T G, Moon H. (2023). The effect of the rotating disk geometry on the flow and flux enhancement in a dynamic filtration system. Membranes, 13(3): 291
CrossRef Google scholar
[112]
Park S, Jeong Y D, Lee J H, Kim J, Jeong K, Cho K H. (2021). 3D printed honeycomb-shaped feed channel spacer for membrane fouling mitigation in nanofiltration. Journal of Membrane Science, 620: 118665
CrossRef Google scholar
[113]
Petrosino F, De Luca G, Curcio S, Wickramasinghe S R, Chakraborty S. (2023). Micro-CFD modelling of ultrafiltration bio-fouling. Separation Science and Technology, 58(1): 131–140
CrossRef Google scholar
[114]
Picioreanu C, Blauert F, Horn H, Wagner M. (2018). Determination of mechanical properties of biofilms by modelling the deformation measured using optical coherence tomography. Water Research, 145: 588–598
CrossRef Google scholar
[115]
Picioreanu C, Kreft J U, Van Loosdrecht M C M. (2004). Particle-based multidimensional multispecies biofilm model. Applied and Environmental Microbiology, 70(5): 3024–3040
CrossRef Google scholar
[116]
Picioreanu C, van Loosdrecht M C, Heijnen J J. (1998a). Mathematical modeling of biofilm structure with a hybrid differential-discrete cellular automaton approach. Biotechnology and Bioengineering, 58(1): 101–116
CrossRef Google scholar
[117]
Picioreanu C, van Loosdrecht M C, Heijnen J J. (1998b). A new combined differential-discrete cellular automaton approach for biofilm modeling: application for growth in gel beads. Biotechnology and Bioengineering, 57(6): 718–731
CrossRef Google scholar
[118]
Picioreanu C, van Loosdrecht M C, Heijnen J J. (2001). Two-dimensional model of biofilm detachment caused by internal stress from liquid flow. Biotechnology and Bioengineering, 72(2): 205–218
CrossRef Google scholar
[119]
Picioreanu C, Vrouwenvelder J S, van Loosdrecht M C M. (2009). Three-dimensional modeling of biofouling and fluid dynamics in feed spacer channels of membrane devices. Journal of Membrane Science, 345(1–2): 340–354
CrossRef Google scholar
[120]
Pinilla A, Berrio J C, Guerrero E, Valdés J P, Becerra D, Pico P, Vargas L, Madsen S, Bentzen T R, Ratkovich N. (2020). CFD modelling of the hydrodynamics in a filtration unit with rotating membranes. Journal of Water Process Engineering, 36: 101368
CrossRef Google scholar
[121]
Piyadasa C, Ridgway H F, Yeager T R, Stewart M B, Pelekani C, Gray S R, Orbell J D. (2017). The application of electromagnetic fields to the control of the scaling and biofouling of reverse osmosis membranes: a review. Desalination, 418: 19–34
CrossRef Google scholar
[122]
Prakash N, Chaudhuri A, Das S P. (2023). Numerical modelling and analysis of concentration polarization and scaling of gypsum over RO membrane during seawater desalination. Chemical Engineering Research & Design, 190: 497–507
CrossRef Google scholar
[123]
Puderbach V, Schmidt K, Antonyuk S. (2021). A coupled CFD-DEM model for resolved simulation of filter cake formation during solid-liquid separation. Processes, 9(5): 826
CrossRef Google scholar
[124]
Qamar A, Bucs S, Picioreanu C, Vrouwenvelder J, Ghaffour N. (2019). Hydrodynamic flow transition dynamics in a spacer filled filtration channel using direct numerical simulation. Journal of Membrane Science, 590: 117264
CrossRef Google scholar
[125]
Qamar A, Kerdi S, Ali S M, Shon H K, Vrouwenvelder J S, Ghaffour N. (2021). Novel hole-pillar spacer design for improved hydrodynamics and biofouling mitigation in membrane filtration. Scientific Reports, 11(1): 6979
CrossRef Google scholar
[126]
Radoniqi F, Zhang H, Bardliving C L, Shamlou P, Coffman J. (2018). Computational fluid dynamic modeling of alternating tangential flow filtration for perfusion cell culture. Biotechnology and Bioengineering, 115(11): 2751–2759
CrossRef Google scholar
[127]
Radu A I, Bergwerff L, van Loosdrecht M C M, Picioreanu C. (2014a). A two-dimensional mechanistic model for scaling in spiral wound membrane systems. Chemical Engineering Journal, 241: 77–91
CrossRef Google scholar
[128]
Radu A I, Bergwerff L, van Loosdrecht M C M, Picioreanu C. (2015). Combined biofouling and scaling in membrane feed channels: a new modeling approach. Biofouling, 31(1): 83–100
CrossRef Google scholar
[129]
Radu A I, van Steen M S H, Vrouwenvelder J S, van Loosdrecht M C M, Picioreanu C. (2014b). Spacer geometry and particle deposition in spiral wound membrane feed channels. Water Research, 64: 160–176
CrossRef Google scholar
[130]
Radu A I, Vrouwenvelder J S, van Loosdrecht M C M, Picioreanu C. (2010). Modeling the effect of biofilm formation on reverse osmosis performance: flux, feed channel pressure drop and solute passage. Journal of Membrane Science, 365(1–2): 1–15
CrossRef Google scholar
[131]
Radu A I, Vrouwenvelder J S, van Loosdrecht M C M, Picioreanu C. (2012). Effect of flow velocity, substrate concentration and hydraulic cleaning on biofouling of reverse osmosis feed channels. Chemical Engineering Journal, 188: 30–39
CrossRef Google scholar
[132]
Rahimi M, Madaeni S S, Abolhasani M, Alsairafi A A. (2009). CFD and experimental studies of fouling of a microfiltration membrane. Chemical Engineering and Processing, 48(9): 1405–1413
CrossRef Google scholar
[133]
Rahmawati R, Bilad M R, Nawi N I M, Wibisono Y, Suhaimi H, Shamsuddin N, Arahman N. (2021). Engineered spacers for fouling mitigation in pressure driven membrane processes: progress and projection. Journal of Environmental Chemical Engineering, 9(5): 106285
CrossRef Google scholar
[134]
Rajabzadeh A R, Moresoli C, Marcos B. (2010). Fouling behavior of electroacidified soy protein extracts during cross-flow ultrafiltration using dynamic reversible-irreversible fouling resistances and CFD modeling. Journal of Membrane Science, 361(1–2): 191–205
CrossRef Google scholar
[135]
Ruiz-García A, de la Nuez Pestana I. (2019). Feed spacer geometries and permeability coefficients: effect on the performance in BWRO spriral-wound membrane modules. Water, 11(1): 152
CrossRef Google scholar
[136]
Sablani S, Goosen M, Al-Belushi R, Wilf M. (2001). Concentration polarization in ultrafiltration and reverse osmosis: a critical review. Desalination, 141(3): 269–289
CrossRef Google scholar
[137]
Saeed A, Vuthaluru R, Yang Y, Vuthaluru H B. (2012). Effect of feed spacer arrangement on flow dynamics through spacer filled membranes. Desalination, 285: 163–169
CrossRef Google scholar
[138]
Salama A, Zoubeik M, Henni A, Ng K T W, Ibrahim H. (2020). On the design of sustainable antifouling system for the crossflow filtration of oily water systems: a multicontinuum and CFD investigation of the periodic feed pressure technique. Science of the Total Environment, 698: 134288
CrossRef Google scholar
[139]
Saur T, Morin E, Habouzit F, Bernet N, Escudié R. (2017). Impact of wall shear stress on initial bacterial adhesion in rotating annular reactor. PLoS One, 12(2): e0172113
CrossRef Google scholar
[140]
Schausberger P, Norazman N, Li H, Chen V, Friedl A. (2009). Simulation of protein ultrafiltration using CFD: comparison of concentration polarisation and fouling effects with filtration and protein adsorption experiments. Journal of Membrane Science, 337(1–2): 1–8
CrossRef Google scholar
[141]
Schock G, Miquel A. (1987). Mass transfer and pressure loss in spiral wound modules. Desalination, 64: 339–352
CrossRef Google scholar
[142]
Schwinge J, Wiley D E, Fane A G. (2004). Novel spacer design improves observed flux. Journal of Membrane Science, 229(1–2): 53–61
CrossRef Google scholar
[143]
Schwinge J, Wiley D E, Fletcher D F. (2002a). Simulation of the flow around spacer filaments between channel walls. 2. Mass-transfer enhancement. Industrial & Engineering Chemistry Research, 41(19): 4879–4888
CrossRef Google scholar
[144]
Schwinge J, Wiley D E, Fletcher D F. (2002b). Simulation of the flow around spacer filaments between narrow channel walls. 1. Hydrodynamics. Industrial & Engineering Chemistry Research, 41(12): 2977–2987
CrossRef Google scholar
[145]
Senthilmurugan S, Ahluwalia A, Gupta S K. (2005). Modeling of a spiral-wound module and estimation of model parameters using numerical techniques. Desalination, 173(3): 269–286
CrossRef Google scholar
[146]
Shakaib M, Hasani S M F, Mahmood M. (2007). Study on the effects of spacer geometry in membrane feed channels using three-dimensional computational flow modeling. Journal of Membrane Science, 297(1–2): 74–89
CrossRef Google scholar
[147]
Shang C, Pranantyo D, Zhang S. (2020a). Understanding the roughness–fouling relationship in reverse osmosis: mechanism and implications. Environmental Science & Technology, 54(8): 5288–5296
CrossRef Google scholar
[148]
Shang C, Wang L, Xia J, Zhang S. (2020b). Macropatterning of microcrumpled nanofiltration membranes by spacer imprinting for low-scaling desalination. Environmental Science & Technology, 54(23): 15527–15533
CrossRef Google scholar
[149]
Shang C, Xia J, Sun L, Lipscomb G G, Zhang S. (2022a). Concentration polarization on surface patterned membranes. AIChE Journal. American Institute of Chemical Engineers, 68(12): e17832
CrossRef Google scholar
[150]
Shang W, Li X, Liu W, Yue S, Li M, von Eiff D, Sun F, An A K. (2021). Effective suppression of concentration polarization by nanofiltration membrane surface pattern manipulation: numerical modeling based on LIF visualization. Journal of Membrane Science, 622: 119021
CrossRef Google scholar
[151]
Shang W, Yang S, Liu W, Wong P W, Wang R, Li X, Sheng G, Lau W, An A K, Sun F. (2022b). Understanding the influence of hydraulic conditions on colloidal fouling development by using the micro-patterned nanofiltration membrane: experiments and numerical simulation. Journal of Membrane Science, 654: 120559
CrossRef Google scholar
[152]
Sheikholeslami R, Ong H W K. (2003). Kinetics and thermodynamics of calcium carbonate and calcium sulfate at salinities up to 1.5 M. Desalination, Desalination and the Environment, 157(1): 217–234
CrossRef Google scholar
[153]
Singh C P, Yadav A, Kumar A. (2022). Numerical simulations of the effect of spacer filament geometry and orientation on the performance of the reverse osmosis process. Colloids and Surfaces. A, Physicochemical and Engineering Aspects, 650: 129664
CrossRef Google scholar
[154]
SioutopoulosD C, KarabelasA J (2012). Correlation of organic fouling resistances in RO and UF membrane filtration under constant flux and constant pressure. Journal of Membrane Science, 407–408: 34–46 10.1016/j.memsci.2012.03.036
[155]
Sitaraman H, Battiato I. (2022). Impact of large-scale effects on mass transfer and concentration polarization in reverse osmosis membrane systems. Separation and Purification Technology, 303: 122121
CrossRef Google scholar
[156]
Su X, Li W, Palazzolo A, Ahmed S. (2018). Concentration polarization and permeate flux variation in a vibration enhanced reverse osmosis membrane module. Desalination, 433: 75–88
CrossRef Google scholar
[157]
Su X, Li W, Palazzolo A, Ahmed S. (2019). Permeate flux increase by colloidal fouling control in a vibration enhanced reverse osmosis membrane desalination system. Desalination, 453: 22–36
CrossRef Google scholar
[158]
Sutariya B, Sargaonkar A, Markam B K, Raval H. (2022). 3D CFD study and optimisation of static mixer type feed spacer for reverse osmosis. Chemical Engineering Journal Advances, 11: 100335
CrossRef Google scholar
[159]
Sweity A, Oren Y, Ronen Z, Herzberg M. (2013). The influence of antiscalants on biofouling of RO membranes in seawater desalination. Water Research, 47(10): 3389–3398
CrossRef Google scholar
[160]
Tan Y Z, Mao Z, Zhang Y, Tan W S, Chong T H, Wu B, Chew J W. (2019). Enhancing fouling mitigation of submerged flat-sheet membranes by vibrating 3D-spacers. Separation and Purification Technology, 215: 70–80
CrossRef Google scholar
[161]
ThompsonJ, Lin N, LysterE, ArbelR, KnoellT, GilronJ, Cohen Y (2012). RO membrane mineral scaling in the presence of a biofilm. Journal of Membrane Science, 415–416: 181–191 10.1016/j.memsci.2012.04.051
[162]
Toh K Y, Liang Y Y, Lau W J, Fimbres Weihs G A. (2020). 3D CFD study on hydrodynamics and mass transfer phenomena for SWM feed spacer with different floating characteristics. Chemical Engineering Research & Design, 159: 36–46
CrossRef Google scholar
[163]
TsaiH Y, Huang A, Soesanto J F, Luo Y L, Hsu T Y, Chen C H, Hwang K J, Ho CD, Tung K L (2019). 3D printing design of turbulence promoters in a cross-flow microfiltration system for fine particles removal. Journal of Membrane Science 573: 647–656. 10.1016/j.memsci.2018.11.081.
[164]
Uppu A, Chaudhuri A, Das S P, Prakash N. (2020). CFD modeling of gypsum scaling in cross-flow RO filters using moments of particle population balance. Journal of Environmental Chemical Engineering, 8(5): 104151
CrossRef Google scholar
[165]
Uppu A, Chaudhuri A, Prasad Das S. (2019). Numerical modeling of particulate fouling and cake-enhanced concentration polarization in roto-dynamic reverse osmosis filtration systems. Desalination, 468: 114053
CrossRef Google scholar
[166]
Vrouwenvelder J S, Graf von der Schulenburg D A, Kruithof J C, Johns M L, van Loosdrecht M C M. (2009a). Biofouling of spiral-wound nanofiltration and reverse osmosis membranes: a feed spacer problem. Water Research, 43(3): 583–594
CrossRef Google scholar
[167]
Vrouwenvelder J S, Hinrichs C, van der Meer W G J, van Loosdrecht M C M, Kruithof J C. (2009b). Pressure drop increase by biofilm accumulation in spiral wound RO and NF membrane systems: role of substrate concentration, flow velocity, substrate load and flow direction. Biofouling, 25(6): 543–555
CrossRef Google scholar
[168]
VrouwenvelderJ S, van PaassenJ A M, van Agtmaal J M C, van LoosdrechtM C M, KruithofJ C (2009c). A critical flux to avoid biofouling of spiral wound nanofiltration and reverse osmosis membranes: fact or fiction? Journal of Membrane Science, 326(1): 36–44 10.1016/j.memsci.2008.09.029
[169]
Wang H, Sodagari M, Ju L K, Zhang Newby B. (2013). Effects of shear on initial bacterial attachment in slow flowing systems. Colloids and Surfaces. B, Biointerfaces, 109: 32–39
CrossRef Google scholar
[170]
Wang Q, Lin W, Chou S, Dai P, Huang X. (2023). Patterned membranes for improving hydrodynamic properties and mitigating membrane fouling in water treatment: a review. Water Research, 236: 119943
CrossRef Google scholar
[171]
Wei W, Zou X, Ji X, Zhou R, Zhao K, Wang Y. (2021). Analysis of concentration polarisation in full-size spiral wound reverse osmosis membranes using computational fluid dynamics. Membranes, 11(5): 353
CrossRef Google scholar
[172]
Won Y J, Jung S Y, Jang J H, Lee J W, Chae H R, Choi D C, Hyun Ahn K, Lee C H, Park P K. (2016). Correlation of membrane fouling with topography of patterned membranes for water treatment. Journal of Membrane Science, 498: 14–19
CrossRef Google scholar
[173]
Wu R M, Lin Y J. (2012). Tubular membrane filtration with a side stream and its intermittent backwash operation. Separation Science and Technology, 47(12): 1689–1697
CrossRef Google scholar
[174]
Xie P, Murdoch L C, Ladner D A. (2014). Hydrodynamics of sinusoidal spacers for improved reverse osmosis performance. Journal of Membrane Science, 453: 92–99
CrossRef Google scholar
[175]
Xie P, Murdoch L C, Ladner D A. (2019). Mitigating membrane fouling with sinusoidal spacers. Desalination and Water Treatment, 168: 56–64
CrossRef Google scholar
[176]
Xie X, Le Men C, Dietrich N, Schmitz P, Fillaudeau L. (2018). Local hydrodynamic investigation by PIV and CFD within a Dynamic filtration unit under laminar flow. Separation and Purification Technology, 198: 38–51
CrossRef Google scholar
[177]
Yang S, Shang W, Shi H, Sun F, Zeng H. (2023). Development of an automatic and object-oriented method for spacer design in the spiral wound nanofiltration modules to comprehensively enhance filtration performance. Desalination, 566: 116945
CrossRef Google scholar
[178]
Zamani F, Law A W K, Fane A G. (2013). Hydrodynamic analysis of vibrating hollow fibre membranes. Journal of Membrane Science, 429: 304–312
CrossRef Google scholar
[179]
Zhang T, Klapper I. (2010). Mathematical model of biofilm induced calcite precipitation. Water Science and Technology, 61(11): 2957–2964
CrossRef Google scholar
[180]
Zhang W, Liang W, Xie X. (2022). Computational fluid dynamic simulation for hydrodynamic shear enhanced filtration in multiple shaft disk filtration system. Journal of Water Process Engineering, 49: 103165
CrossRef Google scholar
[181]
Zhao Z, Ilyas A, Muylaert K, Vankelecom I F J. (2020). Optimization of patterned polysulfone membranes for microalgae harvesting. Bioresource Technology, 309: 123367
CrossRef Google scholar
[182]
Zhao Z, Muylaert K, Szymczyk A, Vankelecom I F J. (2021). Harvesting microalgal biomass using negatively charged polysulfone patterned membranes: influence of pattern shapes and mechanism of fouling mitigation. Water Research, 188: 116530
CrossRef Google scholar
[183]
Zhou Z, Ling B, Battiato I, Husson S M, Ladner D A. (2021). Concentration polarization over reverse osmosis membranes with engineered surface features. Journal of Membrane Science, 617: 118199
CrossRef Google scholar
[184]
Zhuang L, Dai G, Xu Z L. (2018). Three-dimensional simulation of the time-dependent fluid flow and fouling behavior in an industrial hollow fiber membrane module. AIChE Journal. American Institute of Chemical Engineers, 64(7): 2655–2669
CrossRef Google scholar
[185]
Zoubeik M, Salama A, Henni A. (2018). A novel antifouling technique for the crossflow filtration using porous membranes: experimental and CFD investigations of the periodic feed pressure technique. Water Research, 146: 159–176
CrossRef Google scholar

Acknowledgements

This research was financially supported by the National Natural Science Foundation of China (No. 52270076) and the China Baowu Low Carbon Metallurgy Innovation Foundation (No. BWLCF202105).

Conflict of Interests

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Electronic Supplementary Material

Supplementary material is available in the online version of this article at https://doi.org/10.1007/s11783-024-1853-y and is accessible for authorized users.

RIGHTS & PERMISSIONS

2024 Higher Education Press 2024
AI Summary AI Mindmap
PDF(15261 KB)

Accesses

Citations

Detail

Sections
Recommended

/