메뉴 건너뛰기




Volumn 105, Issue , 2015, Pages 1149-1156

Optimization of sunflower oil ethanolysis catalyzed by calcium oxide: RSM versus ANN-GA

Author keywords

Artificial neural network; Ethanolysis; Fatty acid ethyl esters; Full factorial design; Genetic algorithm; Response surface methodology

Indexed keywords

CALCIUM; CATALYSIS; ESTERS; FATTY ACIDS; GENETIC ALGORITHMS; LIME; NEURAL NETWORKS; SURFACE PROPERTIES;

EID: 84941281511     PISSN: 01968904     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.enconman.2015.08.072     Document Type: Article
Times cited : (88)

References (50)
  • 1
    • 73149123783 scopus 로고    scopus 로고
    • A review on biodiesel production using catalyzed transesterification
    • D.Y.C. Leung, X. Wu, and M.K.H. Leung A review on biodiesel production using catalyzed transesterification Appl Energy 87 2010 1083 1095
    • (2010) Appl Energy , vol.87 , pp. 1083-1095
    • Leung, D.Y.C.1    Wu, X.2    Leung, M.K.H.3
  • 2
    • 84876198958 scopus 로고    scopus 로고
    • Biodiesel production by ethanolysis of various vegetable oils using calcium ethoxide as a solid base catalyst
    • G. Anastopoulos, G.S. Dodos, S. Kalligeros, and F. Zannikos Biodiesel production by ethanolysis of various vegetable oils using calcium ethoxide as a solid base catalyst Int J Green Energy 10 2013 468 481
    • (2013) Int J Green Energy , vol.10 , pp. 468-481
    • Anastopoulos, G.1    Dodos, G.S.2    Kalligeros, S.3    Zannikos, F.4
  • 3
    • 77950298064 scopus 로고    scopus 로고
    • The synergistic effect of alcohol mixtures on transesterification of soybean oil using homogeneous and heterogeneous catalysts
    • M. Kim, C. Di Maggio, S. Yan, S.O. Salley, and K.Y.S. Ng The synergistic effect of alcohol mixtures on transesterification of soybean oil using homogeneous and heterogeneous catalysts Appl Catal A Gen 378 2010 134 143
    • (2010) Appl Catal A Gen , vol.378 , pp. 134-143
    • Kim, M.1    Di Maggio, C.2    Yan, S.3    Salley, S.O.4    Ng, K.Y.S.5
  • 4
    • 80052750551 scopus 로고    scopus 로고
    • The production of biodiesel from vegetable oils by ethanolysis: Current state and perspectives
    • O.S. Stamenković, A.V. Veličković, and V.B. Veljković The production of biodiesel from vegetable oils by ethanolysis: current state and perspectives Fuel 90 2011 3141 3155
    • (2011) Fuel , vol.90 , pp. 3141-3155
    • Stamenković, O.S.1    Veličković, A.V.2    Veljković, V.B.3
  • 5
    • 0020835346 scopus 로고    scopus 로고
    • Methyl and ethyl soybean esters as renewable fuels for diesel engines
    • S. Clark, J.L. Wagner, M.D. Schrack, and P.G. Piennar Methyl and ethyl soybean esters as renewable fuels for diesel engines J Am Oil Chem Soc 61 1998 1632 1638
    • (1998) J Am Oil Chem Soc , vol.61 , pp. 1632-1638
    • Clark, S.1    Wagner, J.L.2    Schrack, M.D.3    Piennar, P.G.4
  • 6
    • 33947657483 scopus 로고    scopus 로고
    • Ethanolysis of used frying oil. Biodiesel preparation and characterization
    • J.M. Encinar, J.F. Gonzalez, and A. Rodriguez-Reinares Ethanolysis of used frying oil. Biodiesel preparation and characterization Fuel Process Technol 88 2007 513 522
    • (2007) Fuel Process Technol , vol.88 , pp. 513-522
    • Encinar, J.M.1    Gonzalez, J.F.2    Rodriguez-Reinares, A.3
  • 7
    • 72649090527 scopus 로고    scopus 로고
    • Preparation and fuel properties of mixtures of soybean oil methyl and ethyl esters
    • H. Joshi, B.R. Moser, J. Toler, and T. Walker Preparation and fuel properties of mixtures of soybean oil methyl and ethyl esters Biomass Bioenergy 34 2010 14 20
    • (2010) Biomass Bioenergy , vol.34 , pp. 14-20
    • Joshi, H.1    Moser, B.R.2    Toler, J.3    Walker, T.4
  • 8
    • 0038335434 scopus 로고    scopus 로고
    • Environmental effect of rapeseed oil ethyl ester
    • V. Makareviciene, and P. Janulis Environmental effect of rapeseed oil ethyl ester Renew Energy 28 2003 2395 2403
    • (2003) Renew Energy , vol.28 , pp. 2395-2403
    • Makareviciene, V.1    Janulis, P.2
  • 9
    • 33747333104 scopus 로고    scopus 로고
    • Simulation of heterogeneously MgO-catalyzed transesterification for fine-chemical and biodiesel industrial production
    • T.F. Dossin, M.F. Reyniers, R.J. Berger, and G.B. Marin Simulation of heterogeneously MgO-catalyzed transesterification for fine-chemical and biodiesel industrial production Appl Catal B Environ 67 2006 136 148
    • (2006) Appl Catal B Environ , vol.67 , pp. 136-148
    • Dossin, T.F.1    Reyniers, M.F.2    Berger, R.J.3    Marin, G.B.4
  • 10
    • 33645277809 scopus 로고    scopus 로고
    • Conversion of oils and fats using advanced mesoporous heterogeneous catalysts
    • I.K. Mbaraka, and B.H. Shanks Conversion of oils and fats using advanced mesoporous heterogeneous catalysts J Am Oil Chem Soc 83 2006 79 91
    • (2006) J Am Oil Chem Soc , vol.83 , pp. 79-91
    • Mbaraka, I.K.1    Shanks, B.H.2
  • 11
    • 64049090198 scopus 로고    scopus 로고
    • MgCoAl-LDH derived heterogeneous catalysts for the ethanol transesterification of canola oil to biodiesel
    • E. Li, Z.P. Xu, and V. Rudolph MgCoAl-LDH derived heterogeneous catalysts for the ethanol transesterification of canola oil to biodiesel Appl Catal B Environ 88 2009 42 49
    • (2009) Appl Catal B Environ , vol.88 , pp. 42-49
    • Li, E.1    Xu, Z.P.2    Rudolph, V.3
  • 12
    • 33749840565 scopus 로고    scopus 로고
    • Hydrophobic, solid acid catalysts for production of biofuels and lubricants
    • P.S. Sreeprasanth, R. Srivastava, D. Srinivas, and P. Ratnasamy Hydrophobic, solid acid catalysts for production of biofuels and lubricants Appl Catal A Gen 314 2006 148 159
    • (2006) Appl Catal A Gen , vol.314 , pp. 148-159
    • Sreeprasanth, P.S.1    Srivastava, R.2    Srinivas, D.3    Ratnasamy, P.4
  • 19
    • 84879227196 scopus 로고    scopus 로고
    • Transesterification reaction using zinc aluminate as heterogeneous catalyst and supercritical carbon dioxide
    • C.T. Alves, H.M.C. Andrade, R.C.D. Santos, S.A.B. Vieira de Melo, and E.A. Torres Transesterification reaction using zinc aluminate as heterogeneous catalyst and supercritical carbon dioxide Chem Eng Trans 32 2013 883 888
    • (2013) Chem Eng Trans , vol.32 , pp. 883-888
    • Alves, C.T.1    Andrade, H.M.C.2    Santos, R.C.D.3    Vieira De Melo, S.A.B.4    Torres, E.A.5
  • 21
    • 77957918672 scopus 로고    scopus 로고
    • The optimization of the ultrasound-assisted base-catalyzed sunflower oil methanolysis by a full factorial design
    • J.M. Avramović, O.S. Stamenković, Z.B. Todorović, M.L. Lazić, and V.B. Veljković The optimization of the ultrasound-assisted base-catalyzed sunflower oil methanolysis by a full factorial design Fuel Process Technol 91 2010 1551 1557
    • (2010) Fuel Process Technol , vol.91 , pp. 1551-1557
    • Avramović, J.M.1    Stamenković, O.S.2    Todorović, Z.B.3    Lazić, M.L.4    Veljković, V.B.5
  • 22
    • 84870440643 scopus 로고    scopus 로고
    • Application of the full factorial design to optimization of base-catalyzed sunflower oil ethanolysis
    • A.V. Veličković, O.S. Stamenković, Z.B. Todorović, and V.B. Veljković Application of the full factorial design to optimization of base-catalyzed sunflower oil ethanolysis Fuel 104 2013 433 442
    • (2013) Fuel , vol.104 , pp. 433-442
    • Veličković, A.V.1    Stamenković, O.S.2    Todorović, Z.B.3    Veljković, V.B.4
  • 23
    • 80053342229 scopus 로고    scopus 로고
    • Process optimization design for jatropha-based biodiesel production using response surface methodology
    • H.V. Lee, R. Yunus, J.C. Juan, and Y.H. Taufiq-Yap Process optimization design for jatropha-based biodiesel production using response surface methodology Fuel Process Technol 92 2011 2420 2428
    • (2011) Fuel Process Technol , vol.92 , pp. 2420-2428
    • Lee, H.V.1    Yunus, R.2    Juan, J.C.3    Taufiq-Yap, Y.H.4
  • 24
    • 77957373325 scopus 로고    scopus 로고
    • Screening, optimization and kinetics of Jatropha curcas oil transesterification with heterogeneous catalysts. Renew
    • A.F. Zanette, R.A. Barella, S.B.C. Pergher, H. Treichel, D. Oliveira, M.A. Mazutti, and et al. Screening, optimization and kinetics of Jatropha curcas oil transesterification with heterogeneous catalysts. Renew Energy 36 2011 726 731
    • (2011) Energy , vol.36 , pp. 726-731
    • Zanette, A.F.1    Barella, R.A.2    Pergher, S.B.C.3    Treichel, H.4    Oliveira, D.5    Mazutti, M.A.6
  • 25
    • 79451473901 scopus 로고    scopus 로고
    • Optimization of heterogeneous biodiesel production from waste cooking palm oil via response surface methodology
    • W.N.N. Wan Omar, and N.A.S. Amin Optimization of heterogeneous biodiesel production from waste cooking palm oil via response surface methodology Biomass Bioenergy 35 2011 1329 1338
    • (2011) Biomass Bioenergy , vol.35 , pp. 1329-1338
    • Wan Omar, W.N.N.1    Amin, N.A.S.2
  • 26
    • 84921403222 scopus 로고    scopus 로고
    • An optimization study on transesterification catalyzed by the activated carbide slag through the response surface methodology
    • M. Liu, S. Niu, C. Lu, and S. Cheng An optimization study on transesterification catalyzed by the activated carbide slag through the response surface methodology Energy Convers Manage 92 2015 498 506
    • (2015) Energy Convers Manage , vol.92 , pp. 498-506
    • Liu, M.1    Niu, S.2    Lu, C.3    Cheng, S.4
  • 27
    • 84866170601 scopus 로고    scopus 로고
    • The optimized operational conditions for biodiesel production from soybean oil and application of artificial neural networks for estimation of the biodiesel yield
    • G.R. Moradi, S. Dehghani, F. Khosravian, and A. Arjmandzadeh The optimized operational conditions for biodiesel production from soybean oil and application of artificial neural networks for estimation of the biodiesel yield Renew Energy 50 2013 915 920
    • (2013) Renew Energy , vol.50 , pp. 915-920
    • Moradi, G.R.1    Dehghani, S.2    Khosravian, F.3    Arjmandzadeh, A.4
  • 28
    • 84893400441 scopus 로고    scopus 로고
    • Artificial neural network approach for modeling of ultrasound-assisted transesterification process of crude Jatropha oil catalyzed by heteropolyacid based catalyst
    • A.S. Badday, A.Z. Abdullah, and K.-T. Lee Artificial neural network approach for modeling of ultrasound-assisted transesterification process of crude Jatropha oil catalyzed by heteropolyacid based catalyst Chem Eng Process 75 2014 31 37
    • (2014) Chem Eng Process , vol.75 , pp. 31-37
    • Badday, A.S.1    Abdullah, A.Z.2    Lee, K.-T.3
  • 29
  • 30
    • 84870192605 scopus 로고    scopus 로고
    • Optimization of ultrasound-assisted base-catalyzed methanolysis of sunflower oil using response surface and artificial neural network methodologies
    • K.M. Rajković, J.M. Avramović, P.S. Milić, O.S. Stamenković, and V.B. Veljković Optimization of ultrasound-assisted base-catalyzed methanolysis of sunflower oil using response surface and artificial neural network methodologies Chem Eng J 215-216 2013 82 89
    • (2013) Chem Eng J , vol.215-216 , pp. 82-89
    • Rajković, K.M.1    Avramović, J.M.2    Milić, P.S.3    Stamenković, O.S.4    Veljković, V.B.5
  • 31
    • 84892835385 scopus 로고    scopus 로고
    • Modeling and optimization of Thevetia peruviana (yellow oleander) oil biodiesel synthesis via Musa paradisiacal (plantain) peels as heterogeneous base catalyst: A case of artificial neural network vs. Response surface methodology
    • E. Betiku, and S.O. Ajala Modeling and optimization of Thevetia peruviana (yellow oleander) oil biodiesel synthesis via Musa paradisiacal (plantain) peels as heterogeneous base catalyst: a case of artificial neural network vs. response surface methodology Ind Crops Prod 53 2014 314 322
    • (2014) Ind Crops Prod , vol.53 , pp. 314-322
    • Betiku, E.1    Ajala, S.O.2
  • 32
    • 84904168490 scopus 로고    scopus 로고
    • Mathematical modeling and process parameters optimization studies by artificial neural network and response surface methodology: A case of non-edible neem (Azadirachta indica) seed oil biodiesel synthesis
    • E. Betiku, O.R. Omilakin, S.O. Ajala, A.A. Okeleye, A.E. Taiwo, and B.O. Solomon Mathematical modeling and process parameters optimization studies by artificial neural network and response surface methodology: a case of non-edible neem (Azadirachta indica) seed oil biodiesel synthesis Energy 72 2014 266 273
    • (2014) Energy , vol.72 , pp. 266-273
    • Betiku, E.1    Omilakin, O.R.2    Ajala, S.O.3    Okeleye, A.A.4    Taiwo, A.E.5    Solomon, B.O.6
  • 33
    • 84928330840 scopus 로고    scopus 로고
    • Ultrasound assisted biodiesel production from sesame (Sesamum indicum L.) oil using barium hydroxide as a heterogeneous catalyst: Comparative assessment of prediction abilities between response surface methodology (RSM) and artificial neural network (ANN)
    • A. Sarve, S.S. Sonawane, and M.N. Varma Ultrasound assisted biodiesel production from sesame (Sesamum indicum L.) oil using barium hydroxide as a heterogeneous catalyst: comparative assessment of prediction abilities between response surface methodology (RSM) and artificial neural network (ANN) Ultrason Sonochem 26 2015 218 228
    • (2015) Ultrason Sonochem , vol.26 , pp. 218-228
    • Sarve, A.1    Sonawane, S.S.2    Varma, M.N.3
  • 34
    • 84914166495 scopus 로고    scopus 로고
    • Performance evaluation of artificial neural network coupled with generic algorithm and response surface methodology in modeling and optimization of biodiesel production process parameters from shea tree (Vitellaria paradoxa) nut butter
    • E. Betiku, S.S. Okunsolawo, S.O. Ajala, and O.S. Odedele Performance evaluation of artificial neural network coupled with generic algorithm and response surface methodology in modeling and optimization of biodiesel production process parameters from shea tree (Vitellaria paradoxa) nut butter Renew Energy 76 2015 408 417
    • (2015) Renew Energy , vol.76 , pp. 408-417
    • Betiku, E.1    Okunsolawo, S.S.2    Ajala, S.O.3    Odedele, O.S.4
  • 36
    • 84884566888 scopus 로고    scopus 로고
    • Optimization of oleic acid esterification catalyzed by ionic liquid for green biodiesel synthesis
    • A.H.M. Fauzi, and N.A.S. Amin Optimization of oleic acid esterification catalyzed by ionic liquid for green biodiesel synthesis Energy Convers Manage 76 2013 818 827
    • (2013) Energy Convers Manage , vol.76 , pp. 818-827
    • Fauzi, A.H.M.1    Amin, N.A.S.2
  • 37
    • 84912055247 scopus 로고    scopus 로고
    • Comparison of response surface methodology and artificial neural network approach towards efficient ultrasound-assisted biodiesel production from muskmelon oil
    • J.P. Maran, and B. Priya Comparison of response surface methodology and artificial neural network approach towards efficient ultrasound-assisted biodiesel production from muskmelon oil Ultrason Sonochem 23 2015 192 200
    • (2015) Ultrason Sonochem , vol.23 , pp. 192-200
    • Maran, J.P.1    Priya, B.2
  • 38
    • 29144507438 scopus 로고    scopus 로고
    • Kinetics of heterogeneously MgO catalyzed transesterification
    • T.F. Dossin, M.F. Reyniers, and G.B. Marin Kinetics of heterogeneously MgO catalyzed transesterification Appl Catal B 61 2006 35 45
    • (2006) Appl Catal B , vol.61 , pp. 35-45
    • Dossin, T.F.1    Reyniers, M.F.2    Marin, G.B.3
  • 42
    • 59349083164 scopus 로고    scopus 로고
    • Prediction of optimized pretreatment process parameters for biodiesel production using ANN and GA
    • M. Rajendra, P.C. Jena, and H. Raheman Prediction of optimized pretreatment process parameters for biodiesel production using ANN and GA Fuel 88 2009 868 875
    • (2009) Fuel , vol.88 , pp. 868-875
    • Rajendra, M.1    Jena, P.C.2    Raheman, H.3
  • 43
    • 33749463613 scopus 로고    scopus 로고
    • Preparation of biodiesel catalyzed by solid super base of calcium oxide and its refining process
    • H. Zhu, Z. Wu, Y. Chen, P. Zhang, S. Duan, X. Liu, and et al. Preparation of biodiesel catalyzed by solid super base of calcium oxide and its refining process Chin J Catal 27 2006 391 396
    • (2006) Chin J Catal , vol.27 , pp. 391-396
    • Zhu, H.1    Wu, Z.2    Chen, Y.3    Zhang, P.4    Duan, S.5    Liu, X.6
  • 44
    • 79955470267 scopus 로고    scopus 로고
    • Synthesis of fatty acid methyl ester from crude jatropha (Jatropha curcas Linnaeus) oil using aluminum oxide modified Mg-Zn heterogeneous catalyst
    • M.A. Olutoye, and B.H. Hameed Synthesis of fatty acid methyl ester from crude jatropha (Jatropha curcas Linnaeus) oil using aluminum oxide modified Mg-Zn heterogeneous catalyst Bioresour Technol 102 2011 6392 6398
    • (2011) Bioresour Technol , vol.102 , pp. 6392-6398
    • Olutoye, M.A.1    Hameed, B.H.2
  • 45
    • 84879075639 scopus 로고    scopus 로고
    • Optimization of biodiesel production using waste mussel shell catalyst
    • R. Rezaei, M. Mohadesi, and G.R. Moradi Optimization of biodiesel production using waste mussel shell catalyst Fuel 109 2013 534 541
    • (2013) Fuel , vol.109 , pp. 534-541
    • Rezaei, R.1    Mohadesi, M.2    Moradi, G.R.3
  • 47
    • 84870754536 scopus 로고    scopus 로고
    • Transesterification of waste cooking oil by heteropoly acid (HPA) catalyst: Optimization and kinetic model
    • A. Talebian-Kiakalaieh, N.A.S. Amin, A. Zarei, and I. Noshadi Transesterification of waste cooking oil by heteropoly acid (HPA) catalyst: optimization and kinetic model Appl Energy 102 2013 283 292
    • (2013) Appl Energy , vol.102 , pp. 283-292
    • Talebian-Kiakalaieh, A.1    Amin, N.A.S.2    Zarei, A.3    Noshadi, I.4
  • 48
    • 84887082151 scopus 로고    scopus 로고
    • Transesterification of mustard (Brassica nigra) seed oil with ethanol: Purification of the crude ethyl ester with activated carbon produced from de-oiled cake
    • A.B. Fadhil, and W.S. Abdulahad Transesterification of mustard (Brassica nigra) seed oil with ethanol: purification of the crude ethyl ester with activated carbon produced from de-oiled cake Energy Convers Manage 77 2014 495 503
    • (2014) Energy Convers Manage , vol.77 , pp. 495-503
    • Fadhil, A.B.1    Abdulahad, W.S.2
  • 49
    • 67649664460 scopus 로고    scopus 로고
    • Transesterification of vegetable oils with ethanol and characterization of the key fuel properties of ethyl esters
    • G. Anastopoulos, Y. Zannikou, S. Stournas, and S. Kalligeros Transesterification of vegetable oils with ethanol and characterization of the key fuel properties of ethyl esters Energy 2 2009 362 376
    • (2009) Energy , vol.2 , pp. 362-376
    • Anastopoulos, G.1    Zannikou, Y.2    Stournas, S.3    Kalligeros, S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.