ASTM Standard Modified Fouling Index for Seawater Reverse Osmosis Desalination Process: Status, Limitations, and Perspectives

References

• Malaeb, L. and Ayoub, G.M. (2011) Reverse osmosis technology for water treatment: state of the art review. Desalination, 267, 1–8. doi:10.1016/j.desal.2010.09.001.
   Web of Science ®Google Scholar
• Soltanieh, M. and Gill’, W.N. (1981) Review of reverse osmosis membranes and transport models. Chem. Eng. Commun., 12, 279–363. doi:10.1080/00986448108910843.
   Web of Science ®Google Scholar
• Fritzmann, C., Löwenberg, J., Wintgens, T. and Melin, T. (2007) State-of-the-art of reverse osmosis desalination. Desalination, 216, 1–76. doi:10.1016/j.desal.2006.12.009.
   Web of Science ®Google Scholar
• Tang, C.Y.Y., Chong, T.H. and Fane, A.G. (2011) Colloidal interactions and fouling of NF and RO membranes: a review. Adv. Colloid Interfac., 164, 126–143.
   PubMed Web of Science ®Google Scholar
• Villacorte, L.O., Tabatabai, S.A.A., Anderson, D.M., Amy, G.L., Schippers, J.C. and Kennedy, M.D. (2015) Seawater reverse osmosis desalination and (harmful) algal blooms. Desalination, 360, 61–80. doi:10.1016/j.desal.2015.01.007.
   Web of Science ®Google Scholar
• Vrouwenvelder, J.S., Kappelhof, J.W.N.M., Heijman, S.G.J., Schippers, J.C. and Van Der Kooij, D. (2003) Tools for fouling diagnosis of NF and RO membranes and assessment of the fouling potential of feed water. Desalination, 157, 361–365.
   Web of Science ®Google Scholar
• Tay, K.G. and Song, L.F. (2005) A more effective method for fouling characterization in a full-scale reverse osmosis process. Desalination, 177, 95–107.
   Web of Science ®Google Scholar
• Amy, G. (2008) Fundamental understanding of organic matter fouling of membranes. Desalination, 231, 44–51.
   Web of Science ®Google Scholar
• Vedavyasan, C.V. (2007) Pretreatment trends - an overview. Desalination, 203, 296–299.
   Web of Science ®Google Scholar
• Ang, W.S., Tiraferri, A., Chen, K.L. and Elimelech, M. (2011) Fouling and cleaning of RO membranes fouled by mixtures of organic foulants simulating wastewater effluent. J. Membr. Sci., 376, 196–206. doi:10.1016/j.memsci.2011.04.020.
   Web of Science ®Google Scholar
• Schippers, J.C. and Verdouw, J. (1980) Modified Fouling Index, a Method of Determining the Fouling Characteristics of Water. Desalination, 32, 137–148. doi:10.1016/S0011-9164(00)86014-2.
   Web of Science ®Google Scholar
• Boerlage, S.F.E., Kennedy, M., Tarawneh, Z., De Faber, R. and Schippers, J.C. (2004) Development of the MFI-UF in constant flux filtration. Desalination, 161, 103–113. doi:10.1016/S0011-9164(04)90046-X.
   Web of Science ®Google Scholar
• Alhadidi, A., Kemperman, A.J.B., Blankert, B., Schippers, J.C., Wessling, M. and Van Der Meer, W.G.J. (2011) Silt Density Index and Modified Fouling Index relation, and effect of pressure, temperature and membrane resistance. Desalination, 273, 48–56. doi:10.1016/j.desal.2010.11.031.
   Web of Science ®Google Scholar
• ASTM. (2014) D4189-07 Standard Test Method for Silt Density Index (SDI) of Water, ASTM International: West Conshohocken, PA, USA.
   Google Scholar
• Voutchkov, N. (2014) Desalination Engineering Operation and Maintenance, McGraw-Hill Education: New York,USA, 1–336.
   Google Scholar
• Jin, Y., Lee, H., Jin, Y.O. and Hong, S. (2017) Application of multiple modified fouling index (MFI) measurements at full-scale SWRO plant. Desalination, 407, 24–32. doi:10.1016/j.desal.2016.12.006.
   Web of Science ®Google Scholar
• Boerlage, S.F.E., Kennedy, M.D., Dickson, M.R., El-Hodali, D.E.Y. and Schippers, J.C. (2002) The modified fouling index using ultrafiltration membranes (MFI-UF): characterisation, filtration mechanisms and proposed reference membrane. J. Membr. Sci., 197, 1–21. doi:10.1016/S0376-7388(01)00618-4.
   Web of Science ®Google Scholar
• Boerlage, S.F.E., Kennedy, M., Aniye, M.P. and Schippers, J.C. (2003) Applications of the MFI-UF to measure and predict particulate fouling in RO systems. J. Membr. Sci., 220, 97–116. doi:10.1016/S0376-7388(03)00222-9.
   Web of Science ®Google Scholar
• ASTM. (2015) D8002-15 Standard Test Method for Modified Fouling Index (Mfi)Of Water, ASTM International: West Conshohocken,PA, USA.
   Google Scholar
• Choi, J.S., Hwang, T.M., Lee, S. and Hong, S. (2009) A systematic approach to determine the fouling index for a RO/NF membrane process. Desalination, 238, 117–127. doi:10.1016/j.desal.2008.01.042.
   Web of Science ®Google Scholar
• Chuang, S.-H., Chang, W.-C., Chang, M.-C. and Sung, M.-A. (2009) The effects of soluble organic matters on membrane fouling index. Bioresource Technol., 100, 1875–1877. doi:10.1016/j.biortech.2008.09.054.
   PubMed Web of Science ®Google Scholar
• Rachman, R.M., Ghaffour, N., Wali, F. and Amy, G.L. (2013) Assessment of silt density index (SDI) as fouling propensity parameter in reverse osmosis (RO) desalination systems. Desalin. Water Treat., 51, 1091–1103. doi:10.1080/19443994.2012.699448.
   Web of Science ®Google Scholar
• Alhadidi, A., Blankert, B., Kemperman, A.J.B., Schippers, J.C., Wessling, M. and Van Der Meer, W.G.J. (2011) Effect of testing conditions and filtration mechanisms on SDI. J. Membr. Sci., 381, 142–151. doi:10.1016/j.memsci.2011.07.030.
   Web of Science ®Google Scholar
• Alhadidi, A., Kemperman, A.J.B., Schippers, J.C., Blankert, B., Wessling, M. and Van Der Meer, W.G.J. (2011) SDI normalization and alternatives. Desalination, 279:, 390–403. doi:10.1016/j.desal.2011.06.042.
   Web of Science ®Google Scholar
• Alhadidi, A., Kemperman, A.J.B., Schippers, J.C., Wessling, M. and Van Der Meer, W.G.J. (2011) The influence of membrane properties on the Silt Density Index. J. Membr. Sci., 384, 205–218. doi:10.1016/j.memsci.2011.09.028.
   Web of Science ®Google Scholar
• Alhadidi, A., Blankert, B., Kemperman, A.J.B., Schurer, R., Schippers, J.C., Wessling, M. and Van Der Meer, W.G.J. (2013) Limitations, improvements and alternatives of the silt density index. Desalin. Water Treat., 51, 1104–1113. doi:10.1080/19443994.2012.705049.
   Web of Science ®Google Scholar
• Boerlage, S.F.E., Kennedy, M.D., Aniye, M.P., Abogrean, E.M., Galjaard, G. and Schippers, J.C. (1998) Monitoring particulate fouling in membrane systems. Desalination, 118, 131–142. doi:10.1016/S0011-9164(98)00107-6.
   Web of Science ®Google Scholar
• Yiantsios, S.G. and Karabelas, A.J. (1998) The effect of colloid stability on membrane fouling. Desalination, 118, 143. doi:10.1016/S0011-9164(98)00110-6.
   Web of Science ®Google Scholar
• Chinu, K., Vigneswaran, S., Erdei, L., Shon, H.K., Kandasamy, J. and Ngo, H.H. (2010) Comparison of fouling indices in assessing pre-treatment for seawater reverse osmosis. Desalin. Water Treat., 18, 187–191. doi:10.5004/dwt.2010.1769.
   Web of Science ®Google Scholar
• Koo, C.H., Mohammad, A.W., Suja’, F. and Meor Talib, M.Z. (2012) Review of the effect of selected physicochemical factors on membrane fouling propensity based on fouling indices. Desalination, 287, 167–177. doi:10.1016/j.desal.2011.11.003.
   Web of Science ®Google Scholar
• Koo, C.H., Mohammad, A.W., Suja’, F. and Meor Talib, M.Z. (2013) Use and development of fouling index in predicting membrane fouling. Sep. Purif. Reviews, 18, 187–191.
   Google Scholar
• Alhadidi, A., Kemperman, A.J.B., Schippers, J.C., Wessling, M. and Van Der Meer, W.G.J. (2012) SDI: is it a reliable fouling index?. Desalin. Water Treat., 42, 43–48. doi:10.1080/19443994.2012.683102.
   Web of Science ®Google Scholar
• Alhadidi, A., Kemperman, A.J.B., Schurer, R., Schippers, J.C., Wessling, M. and Van Der Meer, W.G.J. (2012) Using SDI, SDI+ and MFI to evaluate fouling in a UF/RO desalination pilot plant. Desalination, 285, 153–162. doi:10.1016/j.desal.2011.09.049.
   Web of Science ®Google Scholar
• FILMTEC Membranes: silt density index (SDI). https://dowwater.custhelp.com/app/answers/detail/a_id/263 (accessed June 16, 2018).
   Google Scholar
• Water Online Fluid systems TFC RO series. http://www.kochmembrane.com accessed June 20, 2018.
   Google Scholar
• Hudranautics. Performance for seawater membranes. Seawater RO membranes http://www.membranes.com/pdf/HYDRABrochure.pdf (accessed June 5, 2018).
   Google Scholar
• Romembra Toray RO membrane: sea water http://www.toraywater.com/products/ro/index.html (accessed June10, 2018)
   Google Scholar
• Toyobo Water Treatment Membranes: HOLLOSEP. Reverse osmosis membrane element http://www.toyobo-global.com/(accessed June 21, 2018).
   Google Scholar
• Schippers, J.C., Hanemaayer, J.H., Smolders, C.A. and Kostense, A. (1981) Predicting flux decline of reverse osmosis membranes. Desalination, 38, 339–348.
   Web of Science ®Google Scholar
• Park, C., Kim, H., Hong, S. and Choi, S.I. (2006) Variation and prediction of membrane fouling index under various feed water characteristics. J. Membr. Sci., 284, 248–254.
   Web of Science ®Google Scholar
• Alhadidi, A., Blankert, B., Kemperman, A.J.B., Schippers, J.C., Wessling, M., and Van Der Meer, W.G.J. (2012) Sensitivity of sdi for experimental errors. Desalin. Water Treat., 40, 100–117.
   Web of Science ®Google Scholar
• Lipp, P., Gorge, B. and Gimbel, R. (1990) A Comparative-Study of Fouling-Index and Fouling-Potential of Waters to Be Treated by Reverse-Osmosis. Desalination, 79, 203–216.
   Web of Science ®Google Scholar
• Yiantsios, S.G. and Karabelas, A.J. (2003) An assessment of the Silt Density Index based on RO membrane colloidal fouling experiments with iron oxide particles. Desalination, 151, 229–238.
   Web of Science ®Google Scholar
• Nagel, R. (1987) Seawater desalination with polyamide hollow fibre modules at DROP. Desalination, 63, 225–246.
   Web of Science ®Google Scholar
• Asano, T. AECOM Company Metcalf & Eddy (2007) Water Reuse: Issues, Technologies, and Applications. McGraw-Hill, 1-1616.
   Google Scholar
• Chua, K.T., Hawlader, M.N.A. and Malek, A. (2003) Pretreatment of seawater: results of pilot trials in Singapore. Desalination, 159, 225–243. doi:10.1016/S0011-9164(03)90075-0.
   Web of Science ®Google Scholar
• Kennedy, M.D. (2012) Principles of SDI and MFI Measurements. IDW Conference, 2nd International Symposium on SDI/MFI, Seoul, South Korea.
   Google Scholar
• Salinas-Rodriguez, S.G., Amy, G.L., Schippers, J.C. and Kennedy, M.D. (2015) The Modified Fouling Index Ultrafiltration constant flux for assessing particulate/colloidal fouling of RO systems. Desalination, 365, 79–91.
   Web of Science ®Google Scholar
• Johir, M.A.H., Vigneswaran, S. and Kandasamy, J. (2010) Hybrid filtration method for pre-treatment of stormwater. Water Sci Technol, 62, 2937–2943.
   PubMed Web of Science ®Google Scholar
• Villacorte, L.O., Ekowati, Y., Winters, H., Amy, G., Schippers, J.C. and Kennedy, M.D. (2015) MF/UF rejection and fouling potential of algal organic matter from bloom-forming marine and freshwater algae. J. Membr. Sci., 367, 1–10.
   Google Scholar
• Remize, P.J., Laroche, J.F., Leparc, J. and Schrotter, J.C. (2009) A pilot-scale comparison of granular media filtration and low-pressure membrane filtration for seawater pretreatment. Desalin. Water Treat., 5, 6–11.
   Web of Science ®Google Scholar
• Gabelich, C.J., Yun, T.I., Coffey, B.M. and Suffet, I.H. (2002) Effects of aluminum sulfate and ferric chloride coagulant residuals on polyamide membrane performance. Desalination, 150, 15–30.
   Web of Science ®Google Scholar
• Edzwald, J.K. (2010) Dissolved air flotation and me. Water Res., 44, 2077–2106.
   PubMed Web of Science ®Google Scholar
• Voutchkov, N. (2010) Considerations for selection of seawater filtration pretreatment system. Desalination, 261, 354–364.
   Web of Science ®Google Scholar
• Valavala, R., Sohn, J., Han, J., Her, N. and Yoon, Y. (2011) Pretreatment in Reverse Osmosis Seawater Desalination: a Short Review. Environ. Eng. Res., 16, 205–212.
   Google Scholar
• Jamaly, S., Darwish, N.N., Ahmed, I. and Hasan, S.W. (2014) A short review on reverse osmosis pretreatment technologies. Desalination, 354, 30–38.
   Web of Science ®Google Scholar
• Zhu, X.H. and Elimelech, M. (1997) Colloidal fouling of reverse osmosis membranes: measurements and fouling mechanisms. Environ. Sci. Technol., 31, 3654–3662.
   Web of Science ®Google Scholar
• Listiarini, K., Chun, W., Sun, D.D. and Leckie, J.O. (2009) Fouling mechanism and resistance analyses of systems containing sodium alginate, calcium, alum and their combination in dead-end fouling of nanofiltration membranes. J. Membr. Sci., 344, 244–251.
   Web of Science ®Google Scholar
• Taheri, A.H., Sim, L.N., Haur, C.T., Akhondi, E. and Fane, A.G. (2013) The fouling potential of colloidal silica and humic acid and their mixtures. J. Membr. Sci., 433, 112–120.
   Web of Science ®Google Scholar
• Shenvi, S.S., Isloor, A.M. and Ismail, A.F. (2015) A review on RO membrane technology: developments and challenges. Desalination, 368, 10–26.
   Web of Science ®Google Scholar
• Boerlage, Ś.F.E., Kennedy, M.D., Aniye, M., Abogrean, E.M., El-Hodali, D.E.Y., Tarawneh, Z.S. and Schippers, J.C. (2000) Modified Fouling Indexultrafiltration to compare pretreatment processes of reverse osmosis feedwater. Desalination, 131, 201–214.
   Web of Science ®Google Scholar
• Geraldes, V., Anil, A., De Pinho, M.N. and Duarte, E. (2008) Dissolved air flotation of surface water for spiral-wound module nanofiltration pre-treatment. Desalination, 228, 191–199.
   Web of Science ®Google Scholar
• Kim, D., Choi, J. and Lee, W. (2016) Comparison of media and membrane filtrations for seawater desalination pretreatment. Desalin. Water Treat., 57, 26606–26611.
   Web of Science ®Google Scholar
• Park, K.S., Mitra, S.S., Yim, W.K. and Lim, S.W. (2013) Algal bloom-critical to designing SWRO pretreatment and pretreatment as built in Shuwaikh, Kuwait SWRO by Doosan. Desalin. Water Treat., 51, 6317–6328.
   Web of Science ®Google Scholar
• Guastalli, A.R., Simon, F.X., Penru, Y., De Kerchove, A., Llorens, J. and Baig, S. (2013) Comparison of DMF and UF pre-treatments for particulate material and dissolved organic matter removal in SWRO desalination. Desalination, 322, 144–150.
   Web of Science ®Google Scholar
• Jeong, S. and Vigneswaran, S. (2015) Practical use of standard pore blocking index as an indicator of biofouling potential in seawater desalination. Desalination, 365, 8–14.
   Web of Science ®Google Scholar
• Hamad, J.Z., Ha, C., Kennedy, M.D. and Amy, G.L. (2013) Application of ceramic membranes for seawater reverse osmosis (SWRO) pre-treatment. Desalin. Water Treat., 51, 4881–4891.
   Web of Science ®Google Scholar
• Schurer, R., Tabatabai, A., Villacorte, L., Schippers, J.C. and Kennedy, M.D. (2013) Three years operational experience with ultrafiltration as SWRO pre-treatment during algal bloom. Desalin. Water Treat., 51, 1034–1042.
   Web of Science ®Google Scholar
• Sun, C., Xie, L., Li, X., Sun, L. and Dai, H. (2015) Study on different ultrafiltration-based hybrid pretreatment systems for reverse osmosis desalination. Desalination, 371, 18–25.
   Web of Science ®Google Scholar
• Rodriguez, S.G.S., Kennedy, M.D., Amy, G.L. and Schippers, J.C. (2012) Flux dependency of particulate/colloidal fouling in seawater reverse osmosis systems. Desalin. Water Treat., 42, 155–162.
   Web of Science ®Google Scholar
• Sioutopoulos, D.C., Yiantsios, S.G. and Karabelas, A.J. (2010) Relation between fouling characteristics of RO and UF membranes in experiments with colloidal organic and inorganic species. Desalination, 350, 62–82.
   Google Scholar
• Tabatabai, S.A.A., Schippers, J.C. and Kennedy, M.D. (2014) Effect of coagulation on fouling potential and removal of algal organic matter in ultrafiltration pretreatment to seawater reverse osmosis. Water Res., 59, 283–294.
   PubMed Web of Science ®Google Scholar
• Feng, L., Zhao, S., Sun, S., Wang, W., Gao, B. and Yue, Q. (2015) Effect of pH with different purified aluminum species on coagulation performance and membrane fouling in coagulation/ultrafiltration process. J. Hazard Mater, 300, 67–74.
   PubMed Web of Science ®Google Scholar
• Tabatabai, S.A.A., Kennedy, M.D., Amy, G.L. and Schippers, J.C. (2009) Optimizing inline coagulation to reduce chemical consumption in MF/UF systems. Desalin. Water Treat., 6, 94–101.
   Web of Science ®Google Scholar
• Xu, J., Ruan, G., Chu, X., Yao, Y., Su, B. and Gao, C. (2007) A pilot study of UF pretreatment without any chemicals for SWRO desalination in China. Desalination, 207, 216–226.
   Web of Science ®Google Scholar
• Pivokonsky, M., Safarikova, J., Baresova, M., Pivokonska, L. and Kopecka, I. (2014) A comparison of the character of algal extracellular versus cellular organic matter produced by cyanobacterium, diatom and green alga. Water Res., 51, 37–46.
   PubMed Web of Science ®Google Scholar
• Villacorte, L.O., Ekowati, Y., Neu, T.R., Kleijn, J.M., Winters, H., Amy, G., Schippers, J.C. and Kennedy, M.D. (2015) Characterisation of algal organic matter produced by bloom-forming marine and freshwater algae. Water Res., 73, 216–230.
   PubMed Web of Science ®Google Scholar
• Jeong, S., Naidu, G., Vollprecht, R., Leiknes, T. and Vigneswaran, S. (2016) In-depth analyses of organic matters in a full-scale seawater desalination plant and an autopsy of reverse osmosis membrane. Sep. Purif. Technol., 162, 171–179.
   Web of Science ®Google Scholar
• Ho, -C.-C. and Zydney, A.L. (2002) Transmembrane pressure profiles during constant flux microfiltration of bovine serum albumin. J. Membr. Sci., 209, 363–377.
   Web of Science ®Google Scholar
• Taheri, A.H., Sim, L.N., Chong, T.H., Krantz, W.B. and Fane, A.G. (2015) Prediction of reverse osmosis fouling using the feed fouling monitor and salt tracer response technique. J. Membr. Sci., 475, 433–444.
   Web of Science ®Google Scholar
• Boerlag, S.F.E., Kennedy, M.D., Bonne, P.A.C., Galjaard, G. and Schippers, J.C. (1997) Prediction of flux decline in membrane systems due to particulate fouling. Desalination, 113, 231–233.
   Web of Science ®Google Scholar
• Vrouwenvelder, J.S., Manolarakis, S.A., Van Der Hoek, J.P., Van Paassen, J.A.M., Van Der Meer, W.G.J., Van Agtmaal, J.M.C., Prummel, H.D.M., Kruithof, J.C. and Van Loosdrecht, M.C.M. (2008) Quantitative biofouling diagnosis in full scale nanofiltration and reverse osmosis installations. Water Res., 42, 4856–4868.
   PubMed Web of Science ®Google Scholar
• Imbrogno, J., Keating, J.J., Kilduff, J. and Belfort, G. (2017) Critical aspects of RO desalination: a combination strategy. Desalination, 401, 68–87.
   Web of Science ®Google Scholar
• Loganathan, K., Chelme-Ayala, P. and Gamal El-Din, M. (2015) Pilot-scale study on the reverse osmosis treatment of oil sands tailings pond water: impact of pretreatment on process performance. Desalination, 360, 52–60.
   Web of Science ®Google Scholar
• Woo, Y.C., Lee, J.J., Tijing, L.D., Shon, H.K., Yao, M. and Kim, H.-S. (2015) Characteristics of membrane fouling by consecutive chemical cleaning in pressurized ultrafiltration as pre-treatment of seawater desalination. Desalination, 369, 51–61.
   Web of Science ®Google Scholar
• Nahrstedt, A. and C.-S., J. (2008) New insights into silt density index and modified fouling index measurements. Water Science and Technology: Water Supply, 8, 401–411.
   Google Scholar
• Ju, Y. and Hong, S. (2014) Nano-colloidal fouling mechanisms in seawater reverse osmosis process evaluated by cake resistance simulator-modified fouling index nanofiltration. Desalination, 343, 88–96.
   Web of Science ®Google Scholar
• Hoek, E.M.V. and Elimelech, M. (2003) Cake-enhanced concentration polarization: a new fouling mechanism for salt-rejecting membranes. Environ. Sci. Technol., 37, 5581–5588.
   PubMed Web of Science ®Google Scholar
• Hong, K., Lee, S., Choi, S., Yu, Y., Hong, S., Moon, J., Sohn, J. and Yang, J. (2009) Assessment of various membrane fouling indexes under seawater conditions. Desalination, 247, 247–259.
   Web of Science ®Google Scholar
• Khirani, S., Ben Aim, R. and Manero, M.H. (2006) Improving the measurement of the modified fouling index using nanofiltration membranes (NF-MFI). Desalination, 191, 1–7.
   Web of Science ®Google Scholar
• Shon, H.K., Kim, S.H., Vigneswaran, S., Ben Aim, R., Lee, S. and Cho, J. (2009) Physicochemical pretreatment of seawater: fouling reduction and membrane characterization. Desalination, 238, 10–21.
   Web of Science ®Google Scholar
• Boerlage, S.F.E., Kennedy, M.D., Aniye, M.P., Abogrean, E., Tarawneh, Z.S. and Schippers, J.C. (2003) The MFI-UF as a water quality test and monitor. J. Membr. Sci., 211, 271–289.
   Web of Science ®Google Scholar
• Chinu, K., Johir, A.H., Vigneswaran, S., Shon, H.K. and Kandasamy, J. (2010) Assessment of pretreatment to microfiltration for desalination in terms of fouling index and molecular weight distribution. Desalination, 250, 644–647.
   Web of Science ®Google Scholar
• Rodriguez, S.G.S., Al-Rabaani, B., Kennedy, M.D., Amy, G.L. and Schippers, J.C. (2009) MFI-UF constant pressure at high ionic strength conditions. Desalin. Water Treat., 10, 64–72.
   Web of Science ®Google Scholar
• Sim, L.N., Ye, Y., Chen, V. and Fane, A.G. (2011) Comparison of MFI-UF constant pressure, MFI-UF constant flux and crossflow sampler-modified fouling index ultrafiltration (CFS-MFIUF). Water Res., 45, 1639–1650.
   PubMed Web of Science ®Google Scholar
• Chellam, S. and Wiesner, M.R. (1998) Evaluation of crossflow filtration models based on shear-induced diffusion and particle adhesion: complications induced by feed suspension polydispersivity. J. Membr. Sci., 138, 83–97.
   Web of Science ®Google Scholar
• Sim, L.N., Ye, Y., Chen, V. and Fane, A.G. (2010) Crossflow sampler modified fouling index ultrafiltration (CFS-MFIUF)—an alternative fouling index. J. Membr. Sci., 360, 174–184.
   Web of Science ®Google Scholar
• Sim, L.N., Ye, Y., Chen, V. and Fane, A.G. (2011) Investigations of the coupled effect of cake-enhanced osmotic pressure and colloidal fouling in RO using crossflow sampler-modified fouling index ultrafiltration. Desalination, 273, 184–196.
   Web of Science ®Google Scholar
• Koo, C.H., Mohammad, A.W., Suja’, F. and Talib, M.Z.M. (2013) Setting-up of modified fouling index (MFI) and crossflow sampler-modified fouling index (CFS-MFI) measurement devices for NF/RO fouling. J. Membr. Sci., 435, 165–175.
   Web of Science ®Google Scholar
• Koo, C.H., Mohammad, A.W. and Suja’, F. (2014) Correlation between modified fouling index (MFI) and crossflow sampler-modified fouling index (CFS-MFI) under constant flux filtration. J. Water Proc. Eng., 3, 151–154. doi:10.1016/j.jwpe.2014.06.006.
   Web of Science ®Google Scholar
• Adham, S. and Fane, A. (2008) Crossflow Sampler Fouling Index, National Water Research Institute: Los Angeles, CA, USA.
   Google Scholar
• Javeed, M.A., Chinu, K., Shon, H.K. and Vigneswaran, S. (2009) Effect of pre-treatment on fouling propensity of feed as depicted by the modified fouling index (MFI) and cross-flow sampler–modified fouling index (CFS–MFI). Desalination, 238, 98–108. doi:10.1016/j.desal.2008.01.040.
   Web of Science ®Google Scholar
• Yu, Y., Lee, S., Hong, K. and Hong, S. (2010) Evaluation of membrane fouling potential by multiple membrane array system (MMAS): measurements and applications. J. Membr. Sci., 362, 279–288. doi:10.1016/j.memsci.2010.06.038.
   Web of Science ®Google Scholar
• Ju, Y., Hong, I. and Hong, S. (2015) Multiple MFI measurements for the evaluation of organic fouling in SWRO desalination. Desalination, 365, 136–143. doi:10.1016/j.desal.2015.02.035.
   Web of Science ®Google Scholar
• Wei, C.H., Laborie, S., Ben Aim, R. and Amy, G. (2012) Full utilization of silt density index (SDI) measurements for seawater pre-treatment. J. Membr. Sci., 405, 212–218.
   Web of Science ®Google Scholar
• Jin, Y., Ju, Y., Lee, H. and Hong, S. (2015) Fouling potential evaluation by cake fouling index: theoretical development, measurements, and its implications for fouling mechanisms. J. Membr. Sci., 490, 57–64. doi:10.1016/j.memsci.2015.04.049.
   Web of Science ®Google Scholar
• Lee, H., Park, C., Kim, H., Park, H. and Hong, S. (2015) Role of transparent exopolymer particles (TEP) in initial bacterial deposition and biofilm formation on reverse osmosis (RO) membrane. J. Membr. Sci., 494, 25–31. doi:10.1016/j.memsci.2015.06.049.
   Web of Science ®Google Scholar