메뉴 건너뛰기




Volumn 46, Issue 10, 2011, Pages 1981-1992

Multivariate statistical modelling of mass transfer in a membrane-supported biofilm reactor

Author keywords

Biofilm membrane bioreactors; Donnan dialysis; Ion exchange membrane bioreactor; Multivariate statistical analysis; Nitrate and perchlorate removal; Water treatment

Indexed keywords

ANIONIC MEMBRANES; ANIONIC POLLUTANTS; ANIONIC TRANSPORT; BIOFILM REACTORS; DONNAN DIALYSIS; DRIVING FORCES; MASS TRANSFER MODELS; MECHANISTIC MODELS; MEMBRANE BIOREACTOR; MODEL COMPLEXITY; MULTIVARIATE STATISTICAL ANALYSIS; PHYSICO-CHEMICAL DATA; PLS MODELS; PROJECTION TO LATENT STRUCTURES; RELATED VARIABLES; STATISTICAL MODELLING; TRANSPORT MODELS;

EID: 80052732245     PISSN: 13595113     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.procbio.2011.07.004     Document Type: Article
Times cited : (6)

References (43)
  • 1
    • 0032999025 scopus 로고    scopus 로고
    • Review of membrane aerated biofilm reactors
    • DOI 10.1016/S0921-3449(99)00007-5, PII S0921344999000075
    • E. Casey, B. Glennon, and G. Hamer Review of membranes aerated biofilm reactors Resour Conserv Recycl 27 1999 203 215 (Pubitemid 29248941)
    • (1999) Resources, Conservation and Recycling , vol.27 , Issue.1-2 , pp. 203-215
    • Casey, E.1    Glennon, B.2    Hamer, G.3
  • 2
    • 33646455622 scopus 로고    scopus 로고
    • Influence of a nitrifying biofilm on local oxygen fluxes across a micro-porous flat sheet membrane
    • J.W. Shanahan, and M.J. Semmens Influence of a nitrifying biofilm on local oxygen fluxes across a micro-porous flat sheet membrane J Membr Sci 277 2006 65 74
    • (2006) J Membr Sci , vol.277 , pp. 65-74
    • Shanahan, J.W.1    Semmens, M.J.2
  • 3
    • 0036248758 scopus 로고    scopus 로고
    • Applying a novel autohydrogenotrophic hollow-fiber membrane biofilm reactor for denitrification of drinking water
    • DOI 10.1016/S0043-1354(01)00425-0, PII S0043135401004250
    • K.-C. Lee, and B.E. Rittmann Applying a novel autohydrogenotrophic hollow-fiber membrane biofilm reactor for denitrification of drinking water Water Res 36 8 2002 2040 2052 (Pubitemid 34464128)
    • (2002) Water Research , vol.36 , Issue.8 , pp. 2040-2052
    • Lee, K.-C.1    Rittmann, B.E.2
  • 4
    • 0028991444 scopus 로고
    • Aqueous-aqueous extraction of organic pollutants through tubular silicone rubber membranes
    • P.R. Brookes, and A.G. Livingston Aqueous-aqueous extraction of organic pollutants through tubular silicone rubber membranes J Membr Sci 104 1995 119 137
    • (1995) J Membr Sci , vol.104 , pp. 119-137
    • Brookes, P.R.1    Livingston, A.G.2
  • 5
    • 19744379119 scopus 로고    scopus 로고
    • Non-mechanistic modelling of complex biofilm reactors and the role of process operation history
    • DOI 10.1016/j.jbiotec.2005.02.008, PII S0168165605000933
    • G. Wolf, J.S. Almeida, M.A.M. Reis, and J.G. Crespo Non-mechanistic modelling of complex biofilm reactors and the role of process operation history J Biotechnol 117 2005 367 383 (Pubitemid 40745156)
    • (2005) Journal of Biotechnology , vol.117 , Issue.4 , pp. 367-383
    • Wolf, G.1    Almeida, J.S.2    Reis, M.A.M.3    Crespo, J.G.4
  • 7
    • 0031463814 scopus 로고    scopus 로고
    • Nitrate removal from drinking water - A review
    • A. Kapoor, and T. Viraraghavan Nitrate removal from drinking water - a review J Environ Eng 123 1997 371 380
    • (1997) J Environ Eng , vol.123 , pp. 371-380
    • Kapoor, A.1    Viraraghavan, T.2
  • 9
    • 0035135593 scopus 로고    scopus 로고
    • New methods of nitrate removal from water
    • M. Shrimali, and K.P. Singh New methods of nitrate removal from water Environ Pollut 112 2001 351 359
    • (2001) Environ Pollut , vol.112 , pp. 351-359
    • Shrimali, M.1    Singh, K.P.2
  • 10
    • 33646503219 scopus 로고    scopus 로고
    • Microbial reduction of perchlorate with zero-valent iron
    • A. Son, J. Lee, P.C. Chiu, C.B. Kim, and D.K. Cha Microbial reduction of perchlorate with zero-valent iron Water Res 40 2006 2027 2032
    • (2006) Water Res , vol.40 , pp. 2027-2032
    • Son, A.1    Lee, J.2    Chiu, P.C.3    Kim, C.B.4    Cha, D.K.5
  • 11
    • 29644445837 scopus 로고    scopus 로고
    • Simultaneous removal of perchlorate and nitrate from drinking water using the ion exchange membrane bioreactor concept
    • DOI 10.1016/j.watres.2005.10.022, PII S0043135405006068
    • C.T. Matos, S. Velizarov, J.G. Crespo, and M.A.M. Reis Simultaneous removal of perchlorate and nitrate from drinking water using the ion exchange membrane bioreactor concept Water Res 40 2006 231 240 (Pubitemid 43021279)
    • (2006) Water Research , vol.40 , Issue.2 , pp. 231-240
    • Matos, C.T.1    Velizarov, S.2    Crespo, J.G.3    Reis, M.A.M.4
  • 12
    • 0036010280 scopus 로고    scopus 로고
    • Ion exchange membrane bioreactor for selective removal of nitrate from drinking water: Control of ion fluxes and process performance
    • DOI 10.1021/bp010160u
    • S. Velizarov, M.A. Reis, and J.G. Crespo Ion exchange membrane bioreactor for selective removal of nitrate from drinking water: control of ion fluxes and process performance Biotechnol Progr 18 2002 296 302 (Pubitemid 34294240)
    • (2002) Biotechnology Progress , vol.18 , Issue.2 , pp. 296-302
    • Velizarov, S.1    Crespo, J.G.2    Reis, M.A.3
  • 13
    • 0034450005 scopus 로고    scopus 로고
    • Mechanism of charged pollutants removal in an ion exchange membrane bioreactor: Drinking water denitrification
    • DOI 10.1002/1097-0290(2000)71:4<245::AID-BIT1014>3.0.CO;2-F
    • S. Velizarov, C. Rodrigues, M.A. Reis, and J.G. Crespo Mechanism of charged pollutants removal in an ion exchange membrane bioreactor: drinking water denitrification Biotechnol Bioeng 71 2000 245 254 (Pubitemid 32374467)
    • (2000) Biotechnology and Bioengineering , vol.71 , Issue.4 , pp. 245-254
    • Velizarov, S.1    Rodrigues, C.M.2    Reis, M.A.3    Crespo, J.G.4
  • 14
    • 0038730736 scopus 로고    scopus 로고
    • Removal of trace mono-valent inorganic pollutants in an ion exchange membrane bioreactor: Analysis of transport rate in a denitrification process
    • DOI 10.1016/S0376-7388(03)00142-X
    • S. Velizarov, M.A. Reis, and J.G. Crespo Removal of trace mono-valent inorganic pollutants in an ion exchange membrane bioreactor: analysis of transport rate in a desnitrification process J Membr Sci 217 2003 269 284 (Pubitemid 36629393)
    • (2003) Journal of Membrane Science , vol.217 , Issue.1-2 , pp. 269-284
    • Velizarov, S.1    Reis, M.A.2    Crespo, J.G.3
  • 15
    • 0014496090 scopus 로고
    • Mechanism of trace counterion transport through ion-exchange membranes
    • W.J. Blaedel, T.J. Haupert, and M.A. Evenson Mechanism of trace counterion transport through ion-exchange membranes Anal Chem 41 4 1969 583 590
    • (1969) Anal Chem , vol.41 , Issue.4 , pp. 583-590
    • Blaedel, W.J.1    Haupert, T.J.2    Evenson, M.A.3
  • 16
    • 0031127552 scopus 로고    scopus 로고
    • Diffusion coefficients of ions through ion-exchange membranes for Donnan dialysis using ions of the same valence
    • H. Miyoshi Diffusion coefficients of ions through ion-exchange membranes for Donnan dialysis using ions of the same valence Chem Eng Sci 52 7 1997 1096 1997
    • (1997) Chem Eng Sci , vol.52 , Issue.7 , pp. 1096-1997
    • Miyoshi, H.1
  • 17
    • 1842640092 scopus 로고    scopus 로고
    • Mass transfer characterization of Donnan dialysis in a bi-ionic chloride-nitrate system
    • DOI 10.1016/j.cej.2003.11.030, PII S1385894704000129
    • D.N. Amang, S. Alexandrova, and P. Schaetzel Mass transfer characterization of Donnan dialysis in a bi-ionic chloride-nitrate system Chem Eng J 99 2004 69 76 (Pubitemid 38462861)
    • (2004) Chemical Engineering Journal , vol.99 , Issue.1 , pp. 69-76
    • Nwal Amang, D.1    Alexandrova, S.2    Schaetzel, P.3
  • 19
    • 0031375931 scopus 로고    scopus 로고
    • Mass-transfer through ion exchange membranes: Comparison between the diffusion and the diffusion-convection Stefan-Maxwell equations
    • PII S0013468696004367
    • P. Schaetzel, E. Favre, B. Auclair, and Q.T. Nguyen Mass-transfer through ion exchange membranes: comparison between the diffusion and the diffusion-convection Stefan-Maxwell equations Electrochim Acta 42 16 1997 2475 2483 (Pubitemid 127410502)
    • (1997) Electrochimica Acta , vol.42 , Issue.16 , pp. 2475-2483
    • Schaetzel, P.1    Favre, E.2    Auclair, B.3    Nguyen, Q.T.4
  • 20
    • 2642548265 scopus 로고    scopus 로고
    • Multicomponent space-charge transport model for ion-exchange membranes with variable pore properties
    • Y. Yang, and P.N. Pintauro Multicomponent space-charge transport model for ion-exchange membranes with variable pore properties Ind Eng Chem Res 43 2004 2957 2965 (Pubitemid 38725208)
    • (2004) Industrial and Engineering Chemistry Research , vol.43 , Issue.12 , pp. 2957-2965
    • Yang, Y.1    Pintauro, P.N.2
  • 21
    • 0034056557 scopus 로고    scopus 로고
    • Substrate counterdiffusion and reaction in membrane-attached biofilms: Mathematical analysis of rate limiting mechanisms
    • DOI 10.1016/S0009-2509(99)00417-0, PII S0009250999004170
    • C. Nicolella, P. Pavasant, and A.G. Livingston Substrate counterdiffusion and reaction in membrane-attached biofilms: mathematical analysis of rate limiting mechanisms Chem Eng Sci 55 2000 1385 1398 (Pubitemid 30144520)
    • (2000) Chemical Engineering Science , vol.55 , Issue.8 , pp. 1385-1398
    • Nicolella, C.1    Pavasant, P.2    Livingston, A.G.3
  • 23
    • 40849106866 scopus 로고    scopus 로고
    • Removal of mono-valent oxyanions from water in an ion exchange membrane bioreactor: Influence of membrane permselectivity
    • DOI 10.1016/j.watres.2007.11.006, PII S0043135407006951
    • C.T. Matos, R. Fortunato, S. Velizarov, M.A.M. Reis, and J.G. Crespo Removal of mono-valent oxyanions from water in an ion exchange membrane bioreactor: influence of membrane permselectivity Water Res 42 6-7 2008 1785 1795 (Pubitemid 351391805)
    • (2008) Water Research , vol.42 , Issue.6-7 , pp. 1785-1795
    • Matos, C.T.1    Fortunato, R.2    Velizarov, S.3    Reis, M.A.M.4    Crespo, J.G.5
  • 24
    • 0035970154 scopus 로고    scopus 로고
    • Dependence of composition of anion-exchange membranes and their electrical conductivity on concentration of sodium salts of carbonic and phosphoric acids
    • DOI 10.1016/S0376-7388(00)00529-9, PII S0376738800005299
    • N. Pismenskaya, E. Laktionov, V. Nikonenko, A.E. Attar, B. Auclair, and G. Pourcelly Dependence of composition of anion-exchange membranes and their electrical conductivity on concentration of sodium salts of carbonic and phosphoric acids J Membr Sci 181 2001 185 197 (Pubitemid 32014359)
    • (2001) Journal of Membrane Science , vol.181 , Issue.2 , pp. 185-197
    • Pismenskaya, N.1    Laktionov, E.2    Nikonenko, V.3    El Attar, A.4    Auclair, B.5    Pourcelly, G.6
  • 28
    • 0034319166 scopus 로고    scopus 로고
    • Experimental design for fermentation media development: Statistical design or global random search?
    • DOI 10.1016/S1389-1723(01)80027-X
    • D. Weuster-Botz Experimental design for fermentation media development: statistical design or global random search? J Biosci Bioeng 90 5 2000 473 483 (Pubitemid 32002354)
    • (2000) Journal of Bioscience and Bioengineering , vol.90 , Issue.5 , pp. 473-483
    • Weuster-Botz, D.1
  • 29
    • 0343826116 scopus 로고    scopus 로고
    • Supersaturated experimental designs: New approaches to building and using it. Part I: Builing optimal supersaturated design by means of evolutionary algorithms
    • R. Cela, E. Martinez, and A.M. Carro Supersaturated experimental designs: new approaches to building and using it. Part I: Builing optimal supersaturated design by means of evolutionary algorithms Chemom Intell Lab Syst 52 2000 167 182
    • (2000) Chemom Intell Lab Syst , vol.52 , pp. 167-182
    • Cela, R.1    Martinez, E.2    Carro, A.M.3
  • 30
    • 77952484640 scopus 로고
    • Cross-validation for choosing the number of important components in principal components analysis
    • W.J. Krzanowski, and P. Kline Cross-validation for choosing the number of important components in principal components analysis Multivar Behav Res 30 2 1995 149 165
    • (1995) Multivar Behav Res , vol.30 , Issue.2 , pp. 149-165
    • Krzanowski, W.J.1    Kline, P.2
  • 31
    • 80052697436 scopus 로고    scopus 로고
    • Matlab, 2006. The Mathworks, Inc., Natick, MA, USA; 2006
    • Matlab, 2006. The Mathworks, Inc., Natick, MA, USA; 2006.
  • 34
    • 0030914783 scopus 로고    scopus 로고
    • Chemometric study and validation strategies in the structure-activity relationships of new cardiotonic agents
    • DOI 10.1002/qsar.19970160303
    • R. Boggia, M. Forina, P. Fossa, and L. Mosti Chemometric study and validation strategies in the structure-activity relationships of new cardiotonic agents Quant Struct-Act Relat 16 1997 201 213 (Pubitemid 27279625)
    • (1997) Quantitative Structure-Activity Relationships , vol.16 , Issue.3 , pp. 201-213
    • Boggia, R.1    Forina, M.2    Fossa, P.3    Mosti, L.4
  • 35
    • 0001286453 scopus 로고    scopus 로고
    • Iterative predictor weighting (IPW) PLS: A technique for the elimination of useless predictors in regression problems
    • M. Forina, C. Casolino, and C.P. Millan Iterative predictor weighting (IPW) PLS: a technique for the elimination of useless predictors in regression problems J. Chemometr 1999 13 1999 165 184
    • (1999) J. Chemometr , vol.1999 , Issue.13 , pp. 165-184
    • Forina, M.1    Casolino, C.2    Millan, C.P.3
  • 37
    • 9944230061 scopus 로고    scopus 로고
    • Selection of useful predictors in multivariate calibration
    • M. Forina, S. Lanteri, and M.C. Cerrato Oliveros Selection of useful predictors in multivariate calibration Anal Bioanal Chem 380 2004 397 418
    • (2004) Anal Bioanal Chem , vol.380 , pp. 397-418
    • Forina, M.1    Lanteri, S.2    Cerrato Oliveros, M.C.3
  • 38
    • 0035480039 scopus 로고    scopus 로고
    • Jackknife and bootstrap methods in the identification of dynamic models
    • DOI 10.1016/S0959-1524(00)00025-1, PII S0959152400000251
    • C. Duchesne, and J.F. MacGregor Jackknife and bootstrap methods in the identification of dynamic models J Process Control 11 2001 553 564 (Pubitemid 32746929)
    • (2001) Journal of Process Control , vol.11 , Issue.5 , pp. 553-564
    • Duchesne, C.1    MacGregor, J.F.2
  • 39
    • 0037191668 scopus 로고    scopus 로고
    • Uncertainty estimation for multivariate regression coefficients
    • DOI 10.1016/S0169-7439(02)00102-8, PII S0169743902001028
    • N.M. Faber Uncertainty estimation for multivariate regression coefficients Chemom Intell Lab Syst 64 2002 169 179 (Pubitemid 35215109)
    • (2002) Chemometrics and Intelligent Laboratory Systems , vol.64 , Issue.2 , pp. 169-179
    • Faber, N.M.1
  • 40
    • 0000262562 scopus 로고
    • Hierarchical mixtures of experts and the em algorithm
    • M.I. Jordan, and R.A. Jacobs Hierarchical mixtures of experts and the EM algorithm Neural Comput 6 1994 181 214
    • (1994) Neural Comput , vol.6 , pp. 181-214
    • Jordan, M.I.1    Jacobs, R.A.2
  • 42
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • H. Akaike A new look at the statistical model identification IEEE Trans Autom Control 19 6 1974 716 723
    • (1974) IEEE Trans Autom Control , vol.19 , Issue.6 , pp. 716-723
    • Akaike, H.1
  • 43
    • 0003504337 scopus 로고
    • 3rd ed. McGraw-Hill International Editions Singapore
    • D.F. Morrison Multivariate statistical methods 3rd ed. 1990 McGraw-Hill International Editions Singapore p. 495
    • (1990) Multivariate Statistical Methods , pp. 495
    • Morrison, D.F.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.