메뉴 건너뛰기




Volumn 101, Issue 3, 2008, Pages 497-514

Practical identifiability of biokinetic parameters of a model describing two-step nitrification in biofilms

Author keywords

Biofilm; Experimental design; Identifiability analysis; Modeling; Nitrification; Sensitivity analysis

Indexed keywords

BIOFILM; EXPERIMENTAL DESIGN; IDENTIFIABILITY ANALYSIS; MODELING;

EID: 53649109282     PISSN: 00063592     EISSN: 10970290     Source Type: Journal    
DOI: 10.1002/bit.21932     Document Type: Article
Times cited : (39)

References (57)
  • 1
    • 0032868446 scopus 로고    scopus 로고
    • Modelling the growth of a methanotrophic biofilm: Estimation of parameters and variability
    • Arcangeli JP, Arvin E. 1999. Modelling the growth of a methanotrophic biofilm: Estimation of parameters and variability. Biodegradation 10(3):177-191.
    • (1999) Biodegradation , vol.10 , Issue.3 , pp. 177-191
    • Arcangeli, J.P.1    Arvin, E.2
  • 2
    • 0028011211 scopus 로고
    • Optimal experimental-design fro parameter-estimation in unstructured growth-models
    • Baltes M, Schneider R, Sturm C, Reuss M. 1994. Optimal experimental-design fro parameter-estimation in unstructured growth-models. Biotechnol Prog 10(5):480-488.
    • (1994) Biotechnol Prog , vol.10 , Issue.5 , pp. 480-488
    • Baltes, M.1    Schneider, R.2    Sturm, C.3    Reuss, M.4
  • 3
    • 0032995844 scopus 로고    scopus 로고
    • Modeling of aerated upflow fixed bed reactors for nitrification
    • Behrendt J. 1999. Modeling of aerated upflow fixed bed reactors for nitrification. Water Sci Technol 39(4):85-92.
    • (1999) Water Sci Technol , vol.39 , Issue.4 , pp. 85-92
    • Behrendt, J.1
  • 4
    • 18144414315 scopus 로고    scopus 로고
    • Modeling and control of nitrite accumulation in a nitrifying biofilm reactor
    • Bernet N, Sanchez O, Cesbron D, Steyer JP, Delgenes JP. 2005. Modeling and control of nitrite accumulation in a nitrifying biofilm reactor. Biochem Eng J 24(2):173-183.
    • (2005) Biochem Eng J , vol.24 , Issue.2 , pp. 173-183
    • Bernet, N.1    Sanchez, O.2    Cesbron, D.3    Steyer, J.P.4    Delgenes, J.P.5
  • 6
    • 38749095904 scopus 로고    scopus 로고
    • Determination of growth rate and yield of nitrifying bacteria by measuring carbon dioxide uptake rate
    • Blackburne R, Vadivelu VM, Yuan ZG, Keller J. 2007. Determination of growth rate and yield of nitrifying bacteria by measuring carbon dioxide uptake rate. Water Environ Res 79(12):2437-2445.
    • (2007) Water Environ Res , vol.79 , Issue.12 , pp. 2437-2445
    • Blackburne, R.1    Vadivelu, V.M.2    Yuan, Z.G.3    Keller, J.4
  • 7
    • 0030862661 scopus 로고    scopus 로고
    • Effects of transient nutrient concentrations in tertiary biofilm reactors
    • Boiler M, Tschui M, Gujer W. 1997. Effects of transient nutrient concentrations in tertiary biofilm reactors. Water Sci Technol 36(1):101-109.
    • (1997) Water Sci Technol , vol.36 , Issue.1 , pp. 101-109
    • Boiler, M.1    Tschui, M.2    Gujer, W.3
  • 8
  • 9
    • 0036753969 scopus 로고    scopus 로고
    • Practical identifiability of ASM2d parameters - Systematic selection and tuning of parameter subsets
    • Brun R, Kühni M, Siegrist H, Gujer W, Reichert P. 2002. Practical identifiability of ASM2d parameters - Systematic selection and tuning of parameter subsets. Water Res 36(16):4113-4127.
    • (2002) Water Res , vol.36 , Issue.16 , pp. 4113-4127
    • Brun, R.1    Kühni, M.2    Siegrist, H.3    Gujer, W.4    Reichert, P.5
  • 10
    • 0034986710 scopus 로고    scopus 로고
    • Practical identifiability analysis of large environmental simulation models
    • Brun R, Reichert P, Kunsch HR. 2001. Practical identifiability analysis of large environmental simulation models. Water Resour Res 37(4):1015-1030.
    • (2001) Water Resour Res , vol.37 , Issue.4 , pp. 1015-1030
    • Brun, R.1    Reichert, P.2    Kunsch, H.R.3
  • 11
    • 0036955405 scopus 로고    scopus 로고
    • Nitrifying activity monitoring and kinetic parameters determination in a biofilm airlift reactor by respirometry
    • Carvallo L, Carrera J, Chamy R. 2002. Nitrifying activity monitoring and kinetic parameters determination in a biofilm airlift reactor by respirometry. Biotechnol Lett 24(24) :2063-2066.
    • (2002) Biotechnol Lett , vol.24 , Issue.24 , pp. 2063-2066
    • Carvallo, L.1    Carrera, J.2    Chamy, R.3
  • 13
    • 36049017711 scopus 로고    scopus 로고
    • Influence of detachment on substrate removal and microbial ecology in a heterotrophic/autotrophic biofilm
    • Elenter D, Milferstedt K, Zhang W, Hausner M, Morgenroth E. 2007. Influence of detachment on substrate removal and microbial ecology in a heterotrophic/autotrophic biofilm. Water Res 41(20):4657-4671.
    • (2007) Water Res , vol.41 , Issue.20 , pp. 4657-4671
    • Elenter, D.1    Milferstedt, K.2    Zhang, W.3    Hausner, M.4    Morgenroth, E.5
  • 14
    • 33747066750 scopus 로고    scopus 로고
    • Experimental and theoretical study of membrane-aerated biofilm reactor behavior under different modes of oxygen supply for the treatment of synthetic waste-water
    • Gonzalez-Brambila M, Monroy O, Lopez-Isunza F. 2006. Experimental and theoretical study of membrane-aerated biofilm reactor behavior under different modes of oxygen supply for the treatment of synthetic waste-water. Chem Eng Sci 61(16):5268-5281.
    • (2006) Chem Eng Sci , vol.61 , Issue.16 , pp. 5268-5281
    • Gonzalez-Brambila, M.1    Monroy, O.2    Lopez-Isunza, F.3
  • 15
    • 0035809238 scopus 로고    scopus 로고
    • Sensitivity analysis of a biofilm model describing a one-stage completely autotrophic nitrogen removal (CANON) process
    • Hao X, Heijnen JJ, van Loosdrecht MCM. 2002. Sensitivity analysis of a biofilm model describing a one-stage completely autotrophic nitrogen removal (CANON) process. Biotechnol Bioeng 77(3):266-277.
    • (2002) Biotechnol Bioeng , vol.77 , Issue.3 , pp. 266-277
    • Hao, X.1    Heijnen, J.J.2    van Loosdrecht, M.C.M.3
  • 16
    • 0035110352 scopus 로고    scopus 로고
    • Single stage biological nitrogen removal by nitritation and anaerobic ammonium oxidation in biofilm systems
    • Helmer C, Tromm C, Hippen A, Rosenwinkel K-H, Seyfried CF, Kunst S. 2001. Single stage biological nitrogen removal by nitritation and anaerobic ammonium oxidation in biofilm systems. Water Sci Technol 43(l):311-320.
    • (2001) Water Sci Technol , vol.43 , Issue.L , pp. 311-320
    • Helmer, C.1    Tromm, C.2    Hippen, A.3    Rosenwinkel, K.-H.4    Seyfried, C.F.5    Kunst, S.6
  • 18
    • 84969740702 scopus 로고    scopus 로고
    • Wastewater treatment - Biological and chemical processes
    • Förstner U, Murphy RJ, Rulkens WH, editors, Berlin: Springer-Verlag
    • Henze M, Harremoës P, la Cour Jansen J, Arvin E. 2002. Wastewater treatment - Biological and chemical processes. In: Förstner U, Murphy RJ, Rulkens WH, editors. Environmental engineering. Berlin: Springer-Verlag.
    • (2002) Environmental engineering
    • Henze, M.1    Harremoës, P.2    la Cour Jansen, J.3    Arvin, E.4
  • 19
    • 0034919615 scopus 로고    scopus 로고
    • Numerical and graphical description of the information matrix in calibration experiments for state-space models
    • Hidalgo ME, Ayesa E. 2001. Numerical and graphical description of the information matrix in calibration experiments for state-space models. Water Res 35(13):3206-3214.
    • (2001) Water Res , vol.35 , Issue.13 , pp. 3206-3214
    • Hidalgo, M.E.1    Ayesa, E.2
  • 20
    • 53649104186 scopus 로고    scopus 로고
    • Hippen A. 2001. Einsatz der Deammonifikation zur Behandlung hoch stickstoffhaltiger Abwässer. Veröffentlichungen des Institutes für Sie-dlungswasserwirtschaft und Abfalltechnik der Universität Hannover. 116.
    • Hippen A. 2001. Einsatz der Deammonifikation zur Behandlung hoch stickstoffhaltiger Abwässer. Veröffentlichungen des Institutes für Sie-dlungswasserwirtschaft und Abfalltechnik der Universität Hannover. 116.
  • 21
    • 0034871745 scopus 로고    scopus 로고
    • Six years' practical experience with aerobic/anoxic deammonification in biofilm systems
    • Hippen A, Helmer C, Kunst S, Rosenwinkel K-H, Seyfried CF. 2001. Six years' practical experience with aerobic/anoxic deammonification in biofilm systems. Water Sci Technol 44(2-3):39-48.
    • (2001) Water Sci Technol , vol.44 , Issue.2-3 , pp. 39-48
    • Hippen, A.1    Helmer, C.2    Kunst, S.3    Rosenwinkel, K.-H.4    Seyfried, C.F.5
  • 22
    • 0020286666 scopus 로고
    • On the practical identifiability of microbial growth models incorporating Michaelis-Menten type nonlinearities
    • Holmberg A. 1982. On the practical identifiability of microbial growth models incorporating Michaelis-Menten type nonlinearities. Math Biosci 62:23-43.
    • (1982) Math Biosci , vol.62 , pp. 23-43
    • Holmberg, A.1
  • 23
    • 0028229679 scopus 로고
    • A strategy to scale-up nitrification processes with immobilized cells of Nitrosomonas-Europaea and Nitrobacter-Agilis
    • Hunik JH, Tramper J, Wijffels RH. 1994. A strategy to scale-up nitrification processes with immobilized cells of Nitrosomonas-Europaea and Nitrobacter-Agilis. Bioprocess Eng 11(2):73-82.
    • (1994) Bioprocess Eng , vol.11 , Issue.2 , pp. 73-82
    • Hunik, J.H.1    Tramper, J.2    Wijffels, R.H.3
  • 25
    • 27544436283 scopus 로고    scopus 로고
    • Respirometric calibration and validation of a biological nitrite oxidation model including bio-mass growth and substrate inhibition
    • Jubany I, Baeza JA, Carrera J, Lafuente J. 2005. Respirometric calibration and validation of a biological nitrite oxidation model including bio-mass growth and substrate inhibition. Water Res 39(18):4574-4584.
    • (2005) Water Res , vol.39 , Issue.18 , pp. 4574-4584
    • Jubany, I.1    Baeza, J.A.2    Carrera, J.3    Lafuente, J.4
  • 26
    • 0023130019 scopus 로고
    • Steady-state and transient growth of autotrophic nitrifying bacteria
    • Keen GA, Prosser JI. 1987. Steady-state and transient growth of autotrophic nitrifying bacteria. Arch Microbiol 147(1):73-79.
    • (1987) Arch Microbiol , vol.147 , Issue.1 , pp. 73-79
    • Keen, G.A.1    Prosser, J.I.2
  • 27
    • 1642418320 scopus 로고    scopus 로고
    • Ecophysiological interaction between nitrifying bacteria and heterotrophic bacteria in autotrophic nitrifying biofilms as determined by microautoradiography-fluorescence in situ hybridization
    • Kindaichi T, Ito T, Okabe S. 2004. Ecophysiological interaction between nitrifying bacteria and heterotrophic bacteria in autotrophic nitrifying biofilms as determined by microautoradiography-fluorescence in situ hybridization. Appl Environ Microbiol 70(3):1641-1650.
    • (2004) Appl Environ Microbiol , vol.70 , Issue.3 , pp. 1641-1650
    • Kindaichi, T.1    Ito, T.2    Okabe, S.3
  • 28
    • 0033914692 scopus 로고    scopus 로고
    • Mathematical modeling of autotrophic denitrification in a nitrifying biofilm of a rotating biological contactor
    • Koch G, Egli K, Van der Meer JR, Siegrist H. 2000. Mathematical modeling of autotrophic denitrification in a nitrifying biofilm of a rotating biological contactor. Water Sci Technol 41(4-5):191-198.
    • (2000) Water Sci Technol , vol.41 , Issue.4-5 , pp. 191-198
    • Koch, G.1    Egli, K.2    Van der Meer, J.R.3    Siegrist, H.4
  • 30
    • 2442606579 scopus 로고    scopus 로고
    • Selection of model parameters for offline parameter estimation
    • Li RJ, Henson MA, Kurtz MJ. 2004. Selection of model parameters for offline parameter estimation. IEEE Trans Control Syst Technol 12(3):402-412.
    • (2004) IEEE Trans Control Syst Technol , vol.12 , Issue.3 , pp. 402-412
    • Li, R.J.1    Henson, M.A.2    Kurtz, M.J.3
  • 31
    • 33745222100 scopus 로고    scopus 로고
    • Decay processes of nitrifying bacteria in biological wastewater treatment systems
    • Manser R, Gujer W, Siegrist H. 2006. Decay processes of nitrifying bacteria in biological wastewater treatment systems. Water Res 40(12):2416-2426.
    • (2006) Water Res , vol.40 , Issue.12 , pp. 2416-2426
    • Manser, R.1    Gujer, W.2    Siegrist, H.3
  • 34
    • 0029554211 scopus 로고
    • Influence of substrate C/N ratio on the structure of multi-species biofilms consisting of nitrifiers and heterotrophs
    • Ohashi A, deSilva DGV, Mobarry B, Manem JA, Stahl DA, Rittmann BE. 1995. Influence of substrate C/N ratio on the structure of multi-species biofilms consisting of nitrifiers and heterotrophs. Water Sci Technol 32(8):75-84.
    • (1995) Water Sci Technol , vol.32 , Issue.8 , pp. 75-84
    • Ohashi, A.1    deSilva, D.G.V.2    Mobarry, B.3    Manem, J.A.4    Stahl, D.A.5    Rittmann, B.E.6
  • 35
    • 0035388765 scopus 로고    scopus 로고
    • Biogeochemical model of Lake Zurich: Sensitivity, identifiability and uncertainty analysis
    • Omlin M, Brun R, Reichert P. 2001. Biogeochemical model of Lake Zurich: Sensitivity, identifiability and uncertainty analysis. Ecol Model 141(1-3):105-123.
    • (2001) Ecol Model , vol.141 , Issue.1-3 , pp. 105-123
    • Omlin, M.1    Brun, R.2    Reichert, P.3
  • 36
    • 0030765511 scopus 로고    scopus 로고
    • Modelling the effect of oxygen concentration on nitrite accumulation in a biofilm airlift suspension reactor
    • Picioreanu C, van Loosdrecht MCM, Heijnen JJ. 1997. Modelling the effect of oxygen concentration on nitrite accumulation in a biofilm airlift suspension reactor. Water Sci Technol 36(1):147-156.
    • (1997) Water Sci Technol , vol.36 , Issue.1 , pp. 147-156
    • Picioreanu, C.1    van Loosdrecht, M.C.M.2    Heijnen, J.J.3
  • 37
    • 0027961034 scopus 로고
    • Aquasim - A tool for simulation and data-analysis of aquatic systems
    • Reichert P. 1994. Aquasim - A tool for simulation and data-analysis of aquatic systems. Water Sci Technol 30(2):21-30.
    • (1994) Water Sci Technol , vol.30 , Issue.2 , pp. 21-30
    • Reichert, P.1
  • 38
    • 53649093683 scopus 로고    scopus 로고
    • Reichert P. 2003. UNCSIM - A program package for statistical inference and sensitivity, identifiability, and uncertainty analysis. Dübendorf, CH: Swiss Federal Institute for Environmental Science and Technology (EAWAG).
    • Reichert P. 2003. UNCSIM - A program package for statistical inference and sensitivity, identifiability, and uncertainty analysis. Dübendorf, CH: Swiss Federal Institute for Environmental Science and Technology (EAWAG).
  • 39
    • 0030620062 scopus 로고    scopus 로고
    • On the usefulness of overparameterized ecological models
    • Reichert P, Omlin M. 1997. On the usefulness of overparameterized ecological models. Ecol Model 95(2-3):289-299.
    • (1997) Ecol Model , vol.95 , Issue.2-3 , pp. 289-299
    • Reichert, P.1    Omlin, M.2
  • 40
    • 0032484696 scopus 로고    scopus 로고
    • Respirometric assay for biofilm kinetics estimation: Parameter identifiability and retrievability
    • Riefler RG, Ahlfeld DP, Smets BF. 1998. Respirometric assay for biofilm kinetics estimation: Parameter identifiability and retrievability. Biotechnol Bioeng 57(1):35-45.
    • (1998) Biotechnol Bioeng , vol.57 , Issue.1 , pp. 35-45
    • Riefler, R.G.1    Ahlfeld, D.P.2    Smets, B.F.3
  • 41
    • 0020523694 scopus 로고
    • Non-linear estimation of Monod growth kinetic-parameters from a single substrate depletion curve
    • Robinson JA, Tiedje JM. 1983. Non-linear estimation of Monod growth kinetic-parameters from a single substrate depletion curve. Appl Environ Microbiol 45(5):1453-1458.
    • (1983) Appl Environ Microbiol , vol.45 , Issue.5 , pp. 1453-1458
    • Robinson, J.A.1    Tiedje, J.M.2
  • 42
    • 37249002901 scopus 로고    scopus 로고
    • Parameter subset selection for the dynamic calibration of activated sludge models (ASMs): Experience versus systems analysis
    • Ruano MV, Ribes J, De Pauw DJW, Sin G. 2007. Parameter subset selection for the dynamic calibration of activated sludge models (ASMs): Experience versus systems analysis. Water Sci Technol 56(8):107-115.
    • (2007) Water Sci Technol , vol.56 , Issue.8 , pp. 107-115
    • Ruano, M.V.1    Ribes, J.2    De Pauw, D.J.W.3    Sin, G.4
  • 43
    • 33744474033 scopus 로고    scopus 로고
    • Determination of the decay rate of nitrifying bacteria
    • Salem S, Moussa MS, van Loosdrecht MCM. 2006. Determination of the decay rate of nitrifying bacteria. Biotechnol Bioeng 94(2):252-262.
    • (2006) Biotechnol Bioeng , vol.94 , Issue.2 , pp. 252-262
    • Salem, S.1    Moussa, M.S.2    van Loosdrecht, M.C.M.3
  • 44
    • 0004237770 scopus 로고    scopus 로고
    • Saltelli A, Chan K, Scott EM, editors, John Wiley & Sons Ltd
    • Saltelli A, Chan K, Scott EM, editors. 2000. Sensitivity analysis. John Wiley & Sons Ltd.
    • (2000) Sensitivity analysis
  • 45
    • 0017564521 scopus 로고
    • Nitrification and nitrogen removal
    • Sharma B, Ahlert RC. 1977. Nitrification and nitrogen removal. Water Res 11(10):897-925.
    • (1977) Water Res , vol.11 , Issue.10 , pp. 897-925
    • Sharma, B.1    Ahlert, R.C.2
  • 46
    • 0033587375 scopus 로고    scopus 로고
    • Kinetic analysis of simultaneous 2,4-dinitrotoluene (DNT) and 2,6-DNT biodegradation in an aerobic fluidized-bed biofilm reactor
    • Smets BF, Riefler RG, Lendenmann U, Spain JC. 1999. Kinetic analysis of simultaneous 2,4-dinitrotoluene (DNT) and 2,6-DNT biodegradation in an aerobic fluidized-bed biofilm reactor. Biotechnol Bioeng 63(6): 642-653.
    • (1999) Biotechnol Bioeng , vol.63 , Issue.6 , pp. 642-653
    • Smets, B.F.1    Riefler, R.G.2    Lendenmann, U.3    Spain, J.C.4
  • 48
    • 0029078698 scopus 로고
    • Optimal-design of in-sensor-experiments for online modeling of nitrogen removal processes
    • Vanrolleghem P, Coen F. 1995. Optimal-design of in-sensor-experiments for online modeling of nitrogen removal processes. Water Sci Technol 31(2):149-160.
    • (1995) Water Sci Technol , vol.31 , Issue.2 , pp. 149-160
    • Vanrolleghem, P.1    Coen, F.2
  • 49
    • 0028990876 scopus 로고
    • Practical identifiability of a biokinetic model of activated sludge respiration
    • Vanrolleghem PA, van Daele M, Dochain D. 1995. Practical identifiability of a biokinetic model of activated sludge respiration. Water Res 29(11): 2561-2570.
    • (1995) Water Res , vol.29 , Issue.11 , pp. 2561-2570
    • Vanrolleghem, P.A.1    van Daele, M.2    Dochain, D.3
  • 50
    • 0030615931 scopus 로고    scopus 로고
    • Development of a dynamic model describing nitritification and nitratification in trickling filters
    • Vayenas DV, Pavlou S, Lyberatos G. 1997. Development of a dynamic model describing nitritification and nitratification in trickling filters. Water Res 31(5):1135-1147.
    • (1997) Water Res , vol.31 , Issue.5 , pp. 1135-1147
    • Vayenas, D.V.1    Pavlou, S.2    Lyberatos, G.3
  • 52
    • 0030668331 scopus 로고    scopus 로고
    • A procedure for selecting best identifiable parameters in calibrating activated sludge model no. 1 to full-scale plant data
    • Weijers SR, Vanrolleghem PA. 1997. A procedure for selecting best identifiable parameters in calibrating activated sludge model no. 1 to full-scale plant data. Water Sci Technol 36(5):69-79.
    • (1997) Water Sci Technol , vol.36 , Issue.5 , pp. 69-79
    • Weijers, S.R.1    Vanrolleghem, P.A.2
  • 53
    • 0028319643 scopus 로고
    • Biological nitrogen removal from wastewater
    • 51st edn. Springer Berlin/ Heidelberg. p
    • Wiesmann U. 1994. Biological nitrogen removal from wastewater. Advances in biochemical engineering/biotechnology. 51st edn. Springer Berlin/ Heidelberg. p 113-154.
    • (1994) Advances in biochemical engineering/biotechnology , pp. 113-154
    • Wiesmann, U.1
  • 54
    • 53649094626 scopus 로고    scopus 로고
    • Wik T. 1999. On modeling the dynamics of fixed biofilm reactors with focus on nitrifying trickling filters [Ph.D. thesis]. Göteborg, S: Chalmers University of Technology.
    • Wik T. 1999. On modeling the dynamics of fixed biofilm reactors with focus on nitrifying trickling filters [Ph.D. thesis]. Göteborg, S: Chalmers University of Technology.
  • 55
    • 15844384183 scopus 로고    scopus 로고
    • Steady-state solution of a two-species biofilm problem
    • Wik T, Breitholz C. 1996. Steady-state solution of a two-species biofilm problem. Biotechnol Bioeng 50(6):675-686.
    • (1996) Biotechnol Bioeng , vol.50 , Issue.6 , pp. 675-686
    • Wik, T.1    Breitholz, C.2
  • 56
    • 0029549239 scopus 로고
    • Nitrification in a tertiary trickling filter at high hydraulic loads - Pilot plant operation and mathematical modelling
    • Wik T, Mattsson A, Hansson E, Niklasson C. 1995. Nitrification in a tertiary trickling filter at high hydraulic loads - Pilot plant operation and mathematical modelling. Water Sci Technol 32(8):185-192.
    • (1995) Water Sci Technol , vol.32 , Issue.8 , pp. 185-192
    • Wik, T.1    Mattsson, A.2    Hansson, E.3    Niklasson, C.4
  • 57
    • 0142063031 scopus 로고    scopus 로고
    • Quantifying selected growth parameters of Leptothrix discophora SP-6 in biofilms from oxygen concentration profiles
    • Yurt N, Beyenal H, Sears J, Lewandowski Z. 2003. Quantifying selected growth parameters of Leptothrix discophora SP-6 in biofilms from oxygen concentration profiles. Chem Eng Sci 58(20):4557-4566.
    • (2003) Chem Eng Sci , vol.58 , Issue.20 , pp. 4557-4566
    • Yurt, N.1    Beyenal, H.2    Sears, J.3    Lewandowski, Z.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.