메뉴 건너뛰기




Volumn 56, Issue 12, 2010, Pages 3174-3188

Molecular reconstruction of complex hydrocarbon mixtures: An application of principal component analysis

Author keywords

Artificial neural network; Fundamental kinetic modeling; Molecular reconstruction; Principal component analysis; Process simulation; Shannon entropy

Indexed keywords

ARTIFICIAL NEURAL NETWORK; FUNDAMENTAL KINETIC MODELING; MOLECULAR RECONSTRUCTION; PRINCIPAL COMPONENTS; PROCESS SIMULATIONS; SHANNON ENTROPY;

EID: 78349249757     PISSN: 00011541     EISSN: 15475905     Source Type: Journal    
DOI: 10.1002/aic.12224     Document Type: Article
Times cited : (68)

References (68)
  • 1
    • 0030141240 scopus 로고    scopus 로고
    • Building useful models of complex reaction systems in petroleum refining
    • Quann RJ, Jaffe SB. Building useful models of complex reaction systems in petroleum refining. Chem Eng Sci. 1996; 51: 1615-1635.
    • (1996) Chem Eng Sci. , vol.51 , pp. 1615-1635
    • Quann, R.J.1    Jaffe, S.B.2
  • 2
    • 0018651013 scopus 로고
    • Detailed prediction of olefin yields from hydrocarbon pyrolysis through a fundamental simulation program SPYRO
    • Dente M, Ranzi E, Goossens AG. Detailed prediction of olefin yields from hydrocarbon pyrolysis through a fundamental simulation program SPYRO. Comput Chem Eng. 1979; 3: 61-75.
    • (1979) Comput Chem Eng. , vol.3 , pp. 61-75
    • Dente, M.1    Ranzi, E.2    Goossens, A.G.3
  • 4
    • 0023842254 scopus 로고
    • Computer-generation of reaction schemes and rate-equations for thermal-cracking
    • Hillewaert LP, Dierickx JL, Froment GF. Computer-generation of reaction schemes and rate-equations for thermal-cracking. AIChE J. 1988; 34: 17-24.
    • (1988) AIChE J. , vol.34 , pp. 17-24
    • Hillewaert, L.P.1    Dierickx, J.L.2    Froment, G.F.3
  • 5
    • 0028410110 scopus 로고
    • Computer-generated pyrolysis modeling-on-the-fly generation of species, reactions, and rates
    • Broadbelt LJ, Stark SM, Klein MT. Computer-generated pyrolysis modeling-on-the-fly generation of species, reactions, and rates. Ind Eng Chem Res. 1994; 33: 790-799.
    • (1994) Ind Eng Chem Res. , vol.33 , pp. 790-799
    • Broadbelt, L.J.1    Stark, S.M.2    Klein, M.T.3
  • 6
    • 0242286046 scopus 로고    scopus 로고
    • Mechanism generation with integrated pressure dependence: a new model for methane pyrolysis
    • Matheu DM, Dean AM, Grenda JM, Green WH. Mechanism generation with integrated pressure dependence: a new model for methane pyrolysis. J Phys Chem A. 2003; 107: 8552-8565.
    • (2003) J Phys Chem A. , vol.107 , pp. 8552-8565
    • Matheu, D.M.1    Dean, A.M.2    Grenda, J.M.3    Green, W.H.4
  • 9
    • 0026873714 scopus 로고
    • KING, a kinetic network generator
    • Dimaio FP, Lignola PG. KING, a kinetic network generator. Chem Eng Sci. 1992; 47: 2713-2718.
    • (1992) Chem Eng Sci. , vol.47 , pp. 2713-2718
    • Dimaio, F.P.1    Lignola, P.G.2
  • 10
    • 33751155021 scopus 로고
    • Reaction-system for modeling chemical reactions
    • Blurock ES. Reaction-system for modeling chemical reactions. J Chem Inform Comput Sci. 1995; 35: 607-616.
    • (1995) J Chem Inform Comput Sci. , vol.35 , pp. 607-616
    • Blurock, E.S.1
  • 11
    • 0029329141 scopus 로고
    • Low temperature combustion-automatic-generation of oxidation reactions and lumping procedures
    • Ranzi E, Faravelli T, Gaffuri P, Sogaro A. Low temperature combustion-automatic-generation of oxidation reactions and lumping procedures. Combust Flame. 1995; 102: 179-192.
    • (1995) Combust Flame. , vol.102 , pp. 179-192
    • Ranzi, E.1    Faravelli, T.2    Gaffuri, P.3    Sogaro, A.4
  • 13
    • 65149103221 scopus 로고    scopus 로고
    • A C-1 microkinetic model for methane conversion to syngas on Rh/Al2O3
    • Maestri M, Vlachos DG, Beretta A, Groppi G, Rronconi E. A C-1 microkinetic model for methane conversion to syngas on Rh/Al2O3. AIChE J. 2009; 55: 993-1008.
    • (2009) AIChE J. , vol.55 , pp. 993-1008
    • Maestri, M.1    Vlachos, D.G.2    Beretta, A.3    Groppi, G.4    Rronconi, E.5
  • 15
    • 34250834522 scopus 로고
    • Fundamental kinetic modeling of hydroisomerization and hydrocracking on noble metal loaded faujasites -1. Rate parameters for hydroisomerization
    • Baltanas MA, Vanraemdonck KK, Froment GF, Mohedas SR. Fundamental kinetic modeling of hydroisomerization and hydrocracking on noble metal loaded faujasites -1. Rate parameters for hydroisomerization. Ind Eng Chem Res. 1989; 28: 899-910.
    • (1989) Ind Eng Chem Res. , vol.28 , pp. 899-910
    • Baltanas, M.A.1    Vanraemdonck, K.K.2    Froment, G.F.3    Mohedas, S.R.4
  • 16
    • 0026727546 scopus 로고
    • Comparison of lumped and molecular modeling of hydropyrolysis
    • Liguras DK, Allen DT. Comparison of lumped and molecular modeling of hydropyrolysis. Ind Eng Chem Res. 1992; 31: 45-53.
    • (1992) Ind Eng Chem Res. , vol.31 , pp. 45-53
    • Liguras, D.K.1    Allen, D.T.2
  • 17
    • 0026943945 scopus 로고
    • Structure-oriented lumping-describing the chemistry of complex hydrocarbon mixtures
    • Quann RJ, Jaffe SB. Structure-oriented lumping-describing the chemistry of complex hydrocarbon mixtures. Ind Eng Chem Res. 1992; 31: 2483-2497.
    • (1992) Ind Eng Chem Res. , vol.31 , pp. 2483-2497
    • Quann, R.J.1    Jaffe, S.B.2
  • 18
    • 0030241937 scopus 로고    scopus 로고
    • Continuous lumping model for simulation of hydrocracking
    • Laxminarasimhan CS, Verma RP, Ramachandran PA. Continuous lumping model for simulation of hydrocracking. AIChE J. 1996; 42: 2645-2653.
    • (1996) AIChE J. , vol.42 , pp. 2645-2653
    • Laxminarasimhan, C.S.1    Verma, R.P.2    Ramachandran, P.A.3
  • 19
    • 0035906097 scopus 로고    scopus 로고
    • Single-event rate parameters for the hydrocracking of cycloalkanes on Pt/US-Y zeolites
    • Martens GG, Thybaut JW, Marin GB. Single-event rate parameters for the hydrocracking of cycloalkanes on Pt/US-Y zeolites. Ind Eng Chem Res. 2001; 40: 1832-1844.
    • (2001) Ind Eng Chem Res. , vol.40 , pp. 1832-1844
    • Martens, G.G.1    Thybaut, J.W.2    Marin, G.B.3
  • 20
    • 49549146245 scopus 로고
    • Effect of reaction temperature on product distribution in catalytic cracing of neutral distillate
    • John TM, Wojciechowski BW. Effect of reaction temperature on product distribution in catalytic cracing of neutral distillate. J Catalysis. 1975; 37: 348-357.
    • (1975) J Catalysis. , vol.37 , pp. 348-357
    • John, T.M.1    Wojciechowski, B.W.2
  • 21
    • 0016980819 scopus 로고
    • Lumping and reaction scheme for catalytic cracking
    • Jacob SM, Gross B, Voltz SE, Weekman VW. Lumping and reaction scheme for catalytic cracking. AIChE J. 1976; 22: 701-713.
    • (1976) AIChE J. , vol.22 , pp. 701-713
    • Jacob, S.M.1    Gross, B.2    Voltz, S.E.3    Weekman, V.W.4
  • 22
    • 0027832029 scopus 로고
    • Single-event kinetics of catalytic cracking
    • Feng W, Vynckier E, Froment GF. Single-event kinetics of catalytic cracking. Ind Eng Chem Res. 1993; 32: 2997-3005.
    • (1993) Ind Eng Chem Res. , vol.32 , pp. 2997-3005
    • Feng, W.1    Vynckier, E.2    Froment, G.F.3
  • 23
    • 0035819753 scopus 로고    scopus 로고
    • A fundamental kinetic model for the catalytic cracking of alkanes on a USY zeolite in the presence of coke formation
    • Beirnaert HC, Alleman JR, Marin GB. A fundamental kinetic model for the catalytic cracking of alkanes on a USY zeolite in the presence of coke formation. Ind Eng Chem Res. 2001; 40: 1337-1347.
    • (2001) Ind Eng Chem Res. , vol.40 , pp. 1337-1347
    • Beirnaert, H.C.1    Alleman, J.R.2    Marin, G.B.3
  • 24
    • 0026878414 scopus 로고
    • Kinetics and reactor design in the thermal-cracking for olefins production
    • Froment GF. Kinetics and reactor design in the thermal-cracking for olefins production. Chem Eng Sci. 1992; 47: 2163-2177.
    • (1992) Chem Eng Sci. , vol.47 , pp. 2163-2177
    • Froment, G.F.1
  • 25
    • 49649102734 scopus 로고    scopus 로고
    • Molecular Modeling in Heavy Hydrocarbon Conversions
    • Boca Raton, Taylor & Francis Group,
    • Klein MT, Hou G, Bertolacini RJ, Broadbelt LJ, Kumar A. Molecular Modeling in Heavy Hydrocarbon Conversions. Boca Raton: Taylor & Francis Group, 2006.
    • (2006)
    • Klein, M.T.1    Hou, G.2    Bertolacini, R.J.3    Broadbelt, L.J.4    Kumar, A.5
  • 26
    • 0032880350 scopus 로고    scopus 로고
    • Comprehensive two-dimensional gas chromatography: a hyphenated method with strong coupling between the two dimensions
    • Phillips JB, Beens J. Comprehensive two-dimensional gas chromatography: a hyphenated method with strong coupling between the two dimensions. J Chromatogr A. 1999; 856: 331-347.
    • (1999) J Chromatogr A. , vol.856 , pp. 331-347
    • Phillips, J.B.1    Beens, J.2
  • 27
    • 8644269774 scopus 로고    scopus 로고
    • Comparison of conventional gas chromatography and comprehensive two-dimensional gas chromatography for the detailed analysis of petrochemical samples
    • Vendeuvre C, Bertoncini F, Duval L, Duplan JL, Thiebaut D, Hennion MC. Comparison of conventional gas chromatography and comprehensive two-dimensional gas chromatography for the detailed analysis of petrochemical samples. J Chromatogr A. 2004; 1056: 155-162.
    • (2004) J Chromatogr A. , vol.1056 , pp. 155-162
    • Vendeuvre, C.1    Bertoncini, F.2    Duval, L.3    Duplan, J.L.4    Thiebaut, D.5    Hennion, M.C.6
  • 29
    • 78349302834 scopus 로고
    • Structural models of catalytic cracking chemistry-a case study of group contribution approach to lumped kinetic modeling
    • Allen DT, Liguras D. Structural models of catalytic cracking chemistry-a case study of group contribution approach to lumped kinetic modeling. Chem React Complex Mixtures. 1991; 101-125.
    • (1991) Chem React Complex Mixtures. , pp. 101-125
    • Allen, D.T.1    Liguras, D.2
  • 30
    • 0028695029 scopus 로고
    • Molecular representation of complex hydrocarbon feedstocks through efficient characterization and stochastic algorithms
    • Neurock M, Nigam A, Trauth D, Klein MT. Molecular representation of complex hydrocarbon feedstocks through efficient characterization and stochastic algorithms. Chem Eng Sci. 1994; 49: 4153-4177.
    • (1994) Chem Eng Sci. , vol.49 , pp. 4153-4177
    • Neurock, M.1    Nigam, A.2    Trauth, D.3    Klein, M.T.4
  • 31
    • 0002915783 scopus 로고    scopus 로고
    • Construction of a molecular representation of a complex feedstock by Monte Carlo and quadrature methods
    • Campbell DM, Klein MT. Construction of a molecular representation of a complex feedstock by Monte Carlo and quadrature methods. Appl Catalysis a-General. 1997; 160: 41-54.
    • (1997) Appl Catalysis a-General. , vol.160 , pp. 41-54
    • Campbell, D.M.1    Klein, M.T.2
  • 32
    • 78349287847 scopus 로고    scopus 로고
    • The characterization of residual hydrocarbon fractions with model compounds. Retaining the essential information
    • Bozzano G, Dente M, Sugaya M, McGreavy C. The characterization of residual hydrocarbon fractions with model compounds. Retaining the essential information. Abstr Pap Am Chem Soc. 1998; 216: U869-U869.
    • (1998) Abstr Pap Am Chem Soc. , vol.216
    • Bozzano, G.1    Dente, M.2    Sugaya, M.3    McGreavy, C.4
  • 33
    • 0035972391 scopus 로고    scopus 로고
    • Pyrolysis reaction mechanism for industrial naphtha cracking furnaces
    • Joo E, Park S, Lee M. Pyrolysis reaction mechanism for industrial naphtha cracking furnaces. Ind Eng Chem Res. 2001; 40: 2409-2415.
    • (2001) Ind Eng Chem Res. , vol.40 , pp. 2409-2415
    • Joo, E.1    Park, S.2    Lee, M.3
  • 34
    • 85085400883 scopus 로고    scopus 로고
    • Artificial neural networks applied to the operation of VGO hydrotreaters. In SPE Latin American Caribbean Petroleum Engineering Conference
    • Lopez R, Perez JR, Dassori CG, Ranson A. Artificial neural networks applied to the operation of VGO hydrotreaters. In SPE Latin American Caribbean Petroleum Engineering Conference. 2001.
    • (2001)
    • Lopez, R.1    Perez, J.R.2    Dassori, C.G.3    Ranson, A.4
  • 35
    • 9944257563 scopus 로고    scopus 로고
    • Molecular reconstruction of LCO gasoils from overall petroleum analyses
    • Hudebine D, Verstraete JJ. Molecular reconstruction of LCO gasoils from overall petroleum analyses. Chem Eng Sci. 2004; 59: 4755-4763.
    • (2004) Chem Eng Sci. , vol.59 , pp. 4755-4763
    • Hudebine, D.1    Verstraete, J.J.2
  • 36
    • 4844231051 scopus 로고    scopus 로고
    • Quantitative molecular representation and sequential optimization of Athabasca asphaltenes
    • Sheremata JM, Gray MR, Dettman HD, McCaffrey WC. Quantitative molecular representation and sequential optimization of Athabasca asphaltenes. Energy Fuels. 2004; 18: 1377-1384.
    • (2004) Energy Fuels. , vol.18 , pp. 1377-1384
    • Sheremata, J.M.1    Gray, M.R.2    Dettman, H.D.3    McCaffrey, W.C.4
  • 37
    • 28244474369 scopus 로고    scopus 로고
    • Molecularly explicit characterization model (MECM) for light petroleum fractions
    • Albahri TA. Molecularly explicit characterization model (MECM) for light petroleum fractions. Ind Eng Chem Res. 2005; 44: 9286-9298.
    • (2005) Ind Eng Chem Res. , vol.44 , pp. 9286-9298
    • Albahri, T.A.1
  • 39
    • 29044442456 scopus 로고    scopus 로고
    • Derivation of molecular representations of middle distillates
    • Ha ZY, Ring Z, Liu SJ. Derivation of molecular representations of middle distillates. Energy Fuels. 2005; 19: 2378-2393.
    • (2005) Energy Fuels. , vol.19 , pp. 2378-2393
    • Ha, Z.Y.1    Ring, Z.2    Liu, S.J.3
  • 40
    • 30344486946 scopus 로고    scopus 로고
    • Extension of structure-oriented lumping to vacuum residua
    • Jaffe SB, Freund H, Olmstead WN. Extension of structure-oriented lumping to vacuum residua. Ind Eng Chem Res. 2005; 44: 9840-9852.
    • (2005) Ind Eng Chem Res. , vol.44 , pp. 9840-9852
    • Jaffe, S.B.1    Freund, H.2    Olmstead, W.N.3
  • 42
    • 38849142504 scopus 로고    scopus 로고
    • Data reconciliation among PIONA, GC-FIMS, and SimDis measurements for petroleum fractions
    • Ha HZ, Ring Z, Liu S. Data reconciliation among PIONA, GC-FIMS, and SimDis measurements for petroleum fractions. Pet Sci Technol. 2008; 26: 7-28.
    • (2008) Pet Sci Technol. , vol.26 , pp. 7-28
    • Ha, H.Z.1    Ring, Z.2    Liu, S.3
  • 43
    • 26944451696 scopus 로고    scopus 로고
    • Characterization and Properties of Petroleum Fractions
    • West Conshohocken, ASTM International,
    • Riazi MR. Characterization and Properties of Petroleum Fractions. West Conshohocken: ASTM International, 2005.
    • (2005)
    • Riazi, M.R.1
  • 44
    • 0034176726 scopus 로고    scopus 로고
    • The role of gas chromatography in compositional analyses in the petroleum industry
    • Beens J, Brinkman UAT. The role of gas chromatography in compositional analyses in the petroleum industry. Trac-Trends Anal Chem. 2000; 19: 260-275.
    • (2000) Trac-Trends Anal Chem. , vol.19 , pp. 260-275
    • Beens, J.1    Brinkman, U.A.T.2
  • 45
    • 27944506387 scopus 로고    scopus 로고
    • High-performance liquid chromatography in group-type separation and technical or process analytics of petroleum products
    • Kaminski M, Kartanowicz R, Gilgenast E, Namiesnik J. High-performance liquid chromatography in group-type separation and technical or process analytics of petroleum products. Crit Rev Anal Chem. 2005; 35: 193-216.
    • (2005) Crit Rev Anal Chem. , vol.35 , pp. 193-216
    • Kaminski, M.1    Kartanowicz, R.2    Gilgenast, E.3    Namiesnik, J.4
  • 46
    • 3042819005 scopus 로고    scopus 로고
    • Comprehensive two-dimensional supercritical fluid and gas chromatography with independent fast programmed heating of the gas chromatographic column
    • Venter A, Rohwer ER. Comprehensive two-dimensional supercritical fluid and gas chromatography with independent fast programmed heating of the gas chromatographic column. Anal Chem. 2004; 76: 3699-3706.
    • (2004) Anal Chem. , vol.76 , pp. 3699-3706
    • Venter, A.1    Rohwer, E.R.2
  • 47
    • 0037101833 scopus 로고    scopus 로고
    • Recent advances in petroleum characterization by GC field ionization time-of-flight high-resolution mass spectrometry
    • Qian KN, Dechert GJ. Recent advances in petroleum characterization by GC field ionization time-of-flight high-resolution mass spectrometry. Anal Chem. 2002; 74: 3977-3983.
    • (2002) Anal Chem. , vol.74 , pp. 3977-3983
    • Qian, K.N.1    Dechert, G.J.2
  • 48
    • 31044442982 scopus 로고    scopus 로고
    • Applications of comprehensive two-dimensional gas chromatography to the characterization of petrochemical and related samples
    • von Muhlen C, Zini CA, Caramao EB, Marriott PJ. Applications of comprehensive two-dimensional gas chromatography to the characterization of petrochemical and related samples. J Chromatogr A. 2006; 1105: 39-50.
    • (2006) J Chromatogr A. , vol.1105 , pp. 39-50
    • von Muhlen, C.1    Zini, C.A.2    Caramao, E.B.3    Marriott, P.J.4
  • 49
    • 0142165009 scopus 로고    scopus 로고
    • Determination of sulfur-containing compounds in diesel oils by comprehensive two-dimensional gas chromatography with a sulfur chemiluminescence detector
    • Hua RX, Li YY, Liu W, Zheng JC, Wei HB, Wang JH, Lu X, Kong HW, Xu GW. Determination of sulfur-containing compounds in diesel oils by comprehensive two-dimensional gas chromatography with a sulfur chemiluminescence detector. J Chromatogr A. 2003; 1019: 101-109.
    • (2003) J Chromatogr A. , vol.1019 , pp. 101-109
    • Hua, R.X.1    Li, Y.Y.2    Liu, W.3    Zheng, J.C.4    Wei, H.B.5    Wang, J.H.6    Lu, X.7    Kong, H.W.8    Xu, G.W.9
  • 50
    • 65249145141 scopus 로고    scopus 로고
    • Ultra-low sulfur diesel classification with near-infrared spectroscopy and partial least squares
    • Cramer JA, Morris RE, Hammond MH, Rose-Pehrsson SL. Ultra-low sulfur diesel classification with near-infrared spectroscopy and partial least squares. Energy Fuels. 2009; 23: 1132-1133.
    • (2009) Energy Fuels. , vol.23 , pp. 1132-1133
    • Cramer, J.A.1    Morris, R.E.2    Hammond, M.H.3    Rose-Pehrsson, S.L.4
  • 51
    • 4844227490 scopus 로고    scopus 로고
    • Hydrocarbon-type analysis of middle distillates by mass spectrometry and NMR spectroscopy techniques-a comparison
    • Bansal V, Vatsala S, Kapur GS, Basu B, Sarpal AS. Hydrocarbon-type analysis of middle distillates by mass spectrometry and NMR spectroscopy techniques-a comparison. Energy Fuels. 2004; 18: 1505-1511.
    • (2004) Energy Fuels. , vol.18 , pp. 1505-1511
    • Bansal, V.1    Vatsala, S.2    Kapur, G.S.3    Basu, B.4    Sarpal, A.S.5
  • 52
    • 3042743870 scopus 로고    scopus 로고
    • Consider MRA for online analysis-this new technique uses radio frequencies to do quantitative evaluations on hydrocarbon streams
    • Lough V. Consider MRA for online analysis-this new technique uses radio frequencies to do quantitative evaluations on hydrocarbon streams. Hydrocarbon Process. 2004; 83: 69-73.
    • (2004) Hydrocarbon Process. , vol.83 , pp. 69-73
    • Lough, V.1
  • 53
    • 84856043672 scopus 로고
    • The mathematical theory of communication
    • 623-656.
    • Shannon CE. The mathematical theory of communication. Bell System Tech J. 1948; 27: 379-423, 623-656.
    • (1948) Bell System Tech J. , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 54
    • 0003478456 scopus 로고    scopus 로고
    • Molecular Thermodynamics
    • Sausalito, University Science Books,
    • McQuarrie DA, Simon JD. Molecular Thermodynamics. Sausalito: University Science Books, 1999.
    • (1999)
    • McQuarrie, D.A.1    Simon, J.D.2
  • 55
    • 0003464216 scopus 로고    scopus 로고
    • NIST Chemistry WebBook, NIST Standard Reference Database Number 69
    • Gaithersburg, MD, National Institute of Standards and Technology,
    • Linstrom PJ, Mallard WG. NIST Chemistry WebBook, NIST Standard Reference Database Number 69. Gaithersburg, MD: National Institute of Standards and Technology, 2009.
    • (2009)
    • Linstrom, P.J.1    Mallard, W.G.2
  • 56
    • 0001723141 scopus 로고
    • An automatic method for finding the greatest or least value of a function
    • Rosenbrock HH. An automatic method for finding the greatest or least value of a function. Comput J. 1960; 3: 175-184.
    • (1960) Comput J. , vol.3 , pp. 175-184
    • Rosenbrock, H.H.1
  • 57
    • 0037908836 scopus 로고    scopus 로고
    • Neural network approach to support modeling of chemical reactors: problems, resolutions, criteria of application
    • Molga EJ. Neural network approach to support modeling of chemical reactors: problems, resolutions, criteria of application. Chem Eng Process. 2003; 42: 675-695.
    • (2003) Chem Eng Process. , vol.42 , pp. 675-695
    • Molga, E.J.1
  • 58
    • 34248525628 scopus 로고    scopus 로고
    • Modeling of thermal cracking of LPG: application of artificial neural network in prediction of the main product yields
    • Nabavi R, Niaei A, Salari D, Towfighi J. Modeling of thermal cracking of LPG: application of artificial neural network in prediction of the main product yields. J Anal Appl Pyrolysis. 2007; 80: 175-181.
    • (2007) J Anal Appl Pyrolysis. , vol.80 , pp. 175-181
    • Nabavi, R.1    Niaei, A.2    Salari, D.3    Towfighi, J.4
  • 59
    • 50849083804 scopus 로고    scopus 로고
    • Accounts of experiences in the application of artificial neural networks in chemical engineering
    • Himmelblau DM. Accounts of experiences in the application of artificial neural networks in chemical engineering. Ind Eng Chem Res. 2008; 47: 5782-5796.
    • (2008) Ind Eng Chem Res. , vol.47 , pp. 5782-5796
    • Himmelblau, D.M.1
  • 60
    • 0034747203 scopus 로고    scopus 로고
    • Lumping procedures in detailed kinetic modeling of gasification, pyrolysis, partial oxidation and combustion of hydrocarbon mixtures
    • Ranzi E, Dente M, Goldaniga A, Bozzano G, Faravelli T. Lumping procedures in detailed kinetic modeling of gasification, pyrolysis, partial oxidation and combustion of hydrocarbon mixtures. Prog Energy Combust Sci. 2001; 27: 99-139.
    • (2001) Prog Energy Combust Sci. , vol.27 , pp. 99-139
    • Ranzi, E.1    Dente, M.2    Goldaniga, A.3    Bozzano, G.4    Faravelli, T.5
  • 61
    • 0003889534 scopus 로고    scopus 로고
    • Principals of Artificial Neural Networks
    • Singapore, World Scientific Publishing Co.,
    • Graupe D. Principals of Artificial Neural Networks. Singapore: World Scientific Publishing Co., 1999.
    • (1999)
    • Graupe, D.1
  • 62
    • 0001321136 scopus 로고
    • The representation of continuous functions of many variables by superposition of continuous functions of one variable and addition
    • Kolmogorov AN. The representation of continuous functions of many variables by superposition of continuous functions of one variable and addition. Doklady Akademii Nauk Sssr. 1957; 114: 953-956.
    • (1957) Doklady Akademii Nauk Sssr. , vol.114 , pp. 953-956
    • Kolmogorov, A.N.1
  • 63
    • 85101445097 scopus 로고    scopus 로고
    • Applied Regression Analysis
    • New York, John Wiley & Sons,
    • Draper NR, Smith H. Applied Regression Analysis. New York: John Wiley & Sons, 1998.
    • (1998)
    • Draper, N.R.1    Smith, H.2
  • 65
    • 0003946510 scopus 로고    scopus 로고
    • Principal Component Analysis
    • New York, Springer,
    • Jolliffe IT. Principal Component Analysis. New York: Springer, 2002.
    • (2002)
    • Jolliffe, I.T.1
  • 66
    • 0020180427 scopus 로고
    • Putting computers to work-Thermal cracking computer control in pilot plants
    • Vandamme PS, Froment GF. Putting computers to work-Thermal cracking computer control in pilot plants. Chem Eng Prog. 1982; 78: 77-82.
    • (1982) Chem Eng Prog. , vol.78 , pp. 77-82
    • Vandamme, P.S.1    Froment, G.F.2
  • 67
    • 19844379341 scopus 로고    scopus 로고
    • Two severity indices for scale-up of steam cracking coils
    • Van Geem KM, Reyniers MF, Marin GB. Two severity indices for scale-up of steam cracking coils. Ind Eng Chem Res. 2005; 44: 3402-3411.
    • (2005) Ind Eng Chem Res. , vol.44 , pp. 3402-3411
    • Van Geem, K.M.1    Reyniers, M.F.2    Marin, G.B.3
  • 68
    • 1042279550 scopus 로고    scopus 로고
    • Effect of radial temperature profiles on yields in steam cracking
    • Van Geem KM, Heynderickx GJ, Marin GB. Effect of radial temperature profiles on yields in steam cracking. AIChE J. 2004; 50: 173-183.
    • (2004) AIChE J. , vol.50 , pp. 173-183
    • Van Geem, K.M.1    Heynderickx, G.J.2    Marin, G.B.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.