메뉴 건너뛰기




Volumn 43, Issue , 2013, Pages 205-245

Multiobjective Optimization Using Genetic Algorithm

Author keywords

Altruistic adaptation; Array informatics; Elitism; Genetic algorithm; Jumping gene adaptation; Multiobjective optimization; NSGA II; Pareto sets; RNA interference adaptation

Indexed keywords


EID: 84876824699     PISSN: 00652377     EISSN: None     Source Type: Book Series    
DOI: 10.1016/B978-0-12-396524-0.00004-0     Document Type: Chapter
Times cited : (12)

References (68)
  • 1
    • 84876853977 scopus 로고    scopus 로고
    • Multi-objective optimal design of heat exchangers and heat exchanger networks using new adaptations of NSGA-II. M.Tech. Thesis, Indian Institute of Technology, Kanpur
    • Agarwal A: Multi-objective optimal design of heat exchangers and heat exchanger networks using new adaptations of NSGA-II. M.Tech. Thesis, Indian Institute of Technology, Kanpur, 2007.
    • (2007)
    • Agarwal, A.1
  • 2
    • 44249092581 scopus 로고    scopus 로고
    • Jumping gene adaptations of NSGA-II and their use in the multi-objective optimal design of shell and tube heat exchangers
    • Agarwal A., Gupta S.K. Jumping gene adaptations of NSGA-II and their use in the multi-objective optimal design of shell and tube heat exchangers. Chem Eng Res Des 2008, 86:123-139.
    • (2008) Chem Eng Res Des , vol.86 , pp. 123-139
    • Agarwal, A.1    Gupta, S.K.2
  • 3
    • 45149132358 scopus 로고    scopus 로고
    • Multiobjective optimal design of heat exchanger networks using new adaptations of the elitist nondominated sorting genetic algorithm, NSGA-II
    • Agarwal A., Gupta S.K. Multiobjective optimal design of heat exchanger networks using new adaptations of the elitist nondominated sorting genetic algorithm, NSGA-II. Indus Eng Chem Res 2008, 47:3489-3501.
    • (2008) Indus Eng Chem Res , vol.47 , pp. 3489-3501
    • Agarwal, A.1    Gupta, S.K.2
  • 4
    • 33947705122 scopus 로고    scopus 로고
    • Design stage optimization of an industrial low-density polyethylene tubular reactor for multiple objectives using NSGA-II and its jumping gene adaptations
    • Agarwal N., Rangaiah G.P., Ray A.K., Gupta S.K. Design stage optimization of an industrial low-density polyethylene tubular reactor for multiple objectives using NSGA-II and its jumping gene adaptations. Chem Eng Sci 2007, 62:2346-2365.
    • (2007) Chem Eng Sci , vol.62 , pp. 2346-2365
    • Agarwal, N.1    Rangaiah, G.P.2    Ray, A.K.3    Gupta, S.K.4
  • 6
    • 0034083652 scopus 로고    scopus 로고
    • Applications of multiobjective optimization in chemical engineering
    • Bhaskar V., Gupta S.K., Ray A.K. Applications of multiobjective optimization in chemical engineering. Rev Chem Eng 2000, 16:1-54.
    • (2000) Rev Chem Eng , vol.16 , pp. 1-54
    • Bhaskar, V.1    Gupta, S.K.2    Ray, A.K.3
  • 7
    • 0034128024 scopus 로고    scopus 로고
    • Multiobjective optimization of an industrial wiped film poly (ethylene terephthalate) reactor
    • Bhaskar V., Gupta S.K., Ray A.K. Multiobjective optimization of an industrial wiped film poly (ethylene terephthalate) reactor. AIChE J 2000, 46:1046-1058.
    • (2000) AIChE J , vol.46 , pp. 1046-1058
    • Bhaskar, V.1    Gupta, S.K.2    Ray, A.K.3
  • 8
    • 49549106036 scopus 로고    scopus 로고
    • MO optimization of phthalic anhydride industrial catalytic reactors using guided GA with the adapted jumping gene operator
    • Bhat G.R., Gupta S.K. MO optimization of phthalic anhydride industrial catalytic reactors using guided GA with the adapted jumping gene operator. Chem Eng Res Des 2008, 86:959-976.
    • (2008) Chem Eng Res Des , vol.86 , pp. 959-976
    • Bhat, G.R.1    Gupta, S.K.2
  • 9
    • 33751304725 scopus 로고    scopus 로고
    • On-line optimizing control of bulk free radical polymerization reactors under temporary loss of temperature regulation: an experimental study on a 1-liter batch reactor
    • Bhat S.A., Gupta S., Saraf D.N., Gupta S.K. On-line optimizing control of bulk free radical polymerization reactors under temporary loss of temperature regulation: an experimental study on a 1-liter batch reactor. Indus Eng Chem Res 2006, 45:7530-7539.
    • (2006) Indus Eng Chem Res , vol.45 , pp. 7530-7539
    • Bhat, S.A.1    Gupta, S.2    Saraf, D.N.3    Gupta, S.K.4
  • 10
    • 84876870379 scopus 로고    scopus 로고
    • On-line optimizing control of bulk free radical polymerization of methyl methacrylate in a batch reactor using virtual instrumentation. Ph.D. Thesis, Indian Institute of Technology, Kanpur
    • Bhat SA: On-line optimizing control of bulk free radical polymerization of methyl methacrylate in a batch reactor using virtual instrumentation. Ph.D. Thesis, Indian Institute of Technology, Kanpur, 2007.
    • (2007)
    • Bhat, S.A.1
  • 13
    • 27844516612 scopus 로고    scopus 로고
    • A jumping gene algorithm for multiobjective resource management in wideband CDMA systems
    • Chan T.M., Man K.F., Tang K.S., Kwong S. A jumping gene algorithm for multiobjective resource management in wideband CDMA systems. Comput J 2005, 48:749-768.
    • (2005) Comput J , vol.48 , pp. 749-768
    • Chan, T.M.1    Man, K.F.2    Tang, K.S.3    Kwong, S.4
  • 15
    • 84863245251 scopus 로고    scopus 로고
    • Multi-objective optimization of a fixed bed maleic anhydride reactor using an improved biomimetic adaptation of NSGA-II
    • Chaudhari P., Gupta S.K. Multi-objective optimization of a fixed bed maleic anhydride reactor using an improved biomimetic adaptation of NSGA-II. Indus Eng Chem Res 2012, 51:3279-3294.
    • (2012) Indus Eng Chem Res , vol.51 , pp. 3279-3294
    • Chaudhari, P.1    Gupta, S.K.2
  • 22
    • 84876880938 scopus 로고    scopus 로고
    • Array informatics using multi-objective genetic algorithms: from gene expressions to gene networks
    • World Scientific, Singapore, G.P. Rangaiah (Ed.)
    • Garg S. Array informatics using multi-objective genetic algorithms: from gene expressions to gene networks. Multi-objective optimization: techniques and applications in chemical engineering 2009, 363-400. World Scientific, Singapore. G.P. Rangaiah (Ed.).
    • (2009) Multi-objective optimization: techniques and applications in chemical engineering , pp. 363-400
    • Garg, S.1
  • 25
    • 24144465698 scopus 로고    scopus 로고
    • Multi-objective optimization of reverse osmosis desalination units using different adaptations of the non-dominated sorting genetic algorithm (NSGA)
    • Guria C., Bhattacharya P.K., Gupta S.K. Multi-objective optimization of reverse osmosis desalination units using different adaptations of the non-dominated sorting genetic algorithm (NSGA). Comp Chem Eng 2005, 29:1977-1995.
    • (2005) Comp Chem Eng , vol.29 , pp. 1977-1995
    • Guria, C.1    Bhattacharya, P.K.2    Gupta, S.K.3
  • 26
    • 18144384810 scopus 로고    scopus 로고
    • Multi-objective optimal synthesis and design of froth flotation circuits for mineral processing using the jumping gene adaptation of genetic algorithm
    • Guria C., Verma M., Mehrotra S.P., Gupta S.K. Multi-objective optimal synthesis and design of froth flotation circuits for mineral processing using the jumping gene adaptation of genetic algorithm. Indus Eng Chem Res 2005, 44:2621-2633.
    • (2005) Indus Eng Chem Res , vol.44 , pp. 2621-2633
    • Guria, C.1    Verma, M.2    Mehrotra, S.P.3    Gupta, S.K.4
  • 28
    • 0016092220 scopus 로고
    • Multiobjectives in water resources systems analaysis: the surrogate worth trade-off method
    • Haimes Y.Y., Hall W.A. Multiobjectives in water resources systems analaysis: the surrogate worth trade-off method. Water Resources Res 1974, 10:615-624.
    • (1974) Water Resources Res , vol.10 , pp. 615-624
    • Haimes, Y.Y.1    Hall, W.A.2
  • 30
    • 85116576384 scopus 로고    scopus 로고
    • Multi-objective evolutionary algorithms: a review of the state-of-the-art and some of their applications in chemical engineering
    • World Scientific, Singapore, G.P. Rangaiah (Ed.)
    • Jaimes A.L., Coello Coello C.A. Multi-objective evolutionary algorithms: a review of the state-of-the-art and some of their applications in chemical engineering. Multi-objective optimization: techniques and applications in chemical engineering 2009, 61-90. World Scientific, Singapore. G.P. Rangaiah (Ed.).
    • (2009) Multi-objective optimization: techniques and applications in chemical engineering , pp. 61-90
    • Jaimes, A.L.1    Coello Coello, C.A.2
  • 31
    • 0242390999 scopus 로고    scopus 로고
    • Multi-objective optimization of an industrial fluidized-bed catalytic cracking unit (FCCU) using genetic algorithm (GA) with the jumping genes operator
    • Kasat R.B., Gupta S.K. Multi-objective optimization of an industrial fluidized-bed catalytic cracking unit (FCCU) using genetic algorithm (GA) with the jumping genes operator. Comput Chem Eng 2003, 27:1785-1800.
    • (2003) Comput Chem Eng , vol.27 , pp. 1785-1800
    • Kasat, R.B.1    Gupta, S.K.2
  • 32
    • 0037130750 scopus 로고    scopus 로고
    • Multiobjective optimization of industrial FCC units using elitist non-dominated sorting genetic algorithm
    • Kasat R.B., Kunzru D., Saraf D.N., Gupta S.K. Multiobjective optimization of industrial FCC units using elitist non-dominated sorting genetic algorithm. Indus Eng Chem Res 2002, 41:4765-4776.
    • (2002) Indus Eng Chem Res , vol.41 , pp. 4765-4776
    • Kasat, R.B.1    Kunzru, D.2    Saraf, D.N.3    Gupta, S.K.4
  • 33
    • 33845729373 scopus 로고    scopus 로고
    • Multi-objective optimization of fuel oil blending using the jumping gene adaptation of genetic algorithm
    • Khosla D.K., Gupta S.K., Saraf D.N. Multi-objective optimization of fuel oil blending using the jumping gene adaptation of genetic algorithm. Fuel Proc Technol 2007, 88:51-63.
    • (2007) Fuel Proc Technol , vol.88 , pp. 51-63
    • Khosla, D.K.1    Gupta, S.K.2    Saraf, D.N.3
  • 34
    • 0034199912 scopus 로고    scopus 로고
    • Approximating the non-dominated front using the Pareto archived evolution strategy
    • Knowles J.D., Corne D.W. Approximating the non-dominated front using the Pareto archived evolution strategy. Evol Comput 2000, 8:149-172.
    • (2000) Evol Comput , vol.8 , pp. 149-172
    • Knowles, J.D.1    Corne, D.W.2
  • 35
    • 68049144645 scopus 로고    scopus 로고
    • Multiobjective optimization of oxidative coupling of methane in a simulated moving reactor
    • Kundu P., Zhang Y., Ray A.K. Multiobjective optimization of oxidative coupling of methane in a simulated moving reactor. Chem Eng Sci 2009, 64:4137-4149.
    • (2009) Chem Eng Sci , vol.64 , pp. 4137-4149
    • Kundu, P.1    Zhang, Y.2    Ray, A.K.3
  • 37
    • 0025459924 scopus 로고
    • Cost optimum heat exchanger networks-1. Minimum energy and capital using simple models for capital cost
    • Linnhoff B., Ahmad S. Cost optimum heat exchanger networks-1. Minimum energy and capital using simple models for capital cost. Comp Chem Eng 1990, 14:729-750.
    • (1990) Comp Chem Eng , vol.14 , pp. 729-750
    • Linnhoff, B.1    Ahmad, S.2
  • 41
    • 0032486549 scopus 로고    scopus 로고
    • Multiobjective dynamic optimization of an industrial nylon 6 semibatch reactor using genetic algorithm
    • Mitra K., Deb K., Gupta S.K. Multiobjective dynamic optimization of an industrial nylon 6 semibatch reactor using genetic algorithm. J Appl Polym Sci 1998, 69:69-87.
    • (1998) J Appl Polym Sci , vol.69 , pp. 69-87
    • Mitra, K.1    Deb, K.2    Gupta, S.K.3
  • 42
    • 0042472041 scopus 로고    scopus 로고
    • Dynamic model of an industrial steam reformer and its use for multiobjective optimization
    • Nandasana A.D., Ray A.K., Gupta S.K. Dynamic model of an industrial steam reformer and its use for multiobjective optimization. Indus Eng Chem Res 2003, 42:4028-4042.
    • (2003) Indus Eng Chem Res , vol.42 , pp. 4028-4042
    • Nandasana, A.D.1    Ray, A.K.2    Gupta, S.K.3
  • 43
    • 0034163428 scopus 로고    scopus 로고
    • Multiobjective optimization of steam reformer performance using genetic algorithm
    • Rajesh J.K., Gupta S.K., Rangaiah G.P., Ray A.K. Multiobjective optimization of steam reformer performance using genetic algorithm. Indus Eng Chem Res 2000, 39:706-717.
    • (2000) Indus Eng Chem Res , vol.39 , pp. 706-717
    • Rajesh, J.K.1    Gupta, S.K.2    Rangaiah, G.P.3    Ray, A.K.4
  • 44
    • 55749096574 scopus 로고    scopus 로고
    • Multi-objective optimization of an industrial nylon-6 semi batch reactor using the a-jumping gene adaptations of genetic algorithm and simulated annealing
    • Ramteke M., Gupta S.K. Multi-objective optimization of an industrial nylon-6 semi batch reactor using the a-jumping gene adaptations of genetic algorithm and simulated annealing. Polym Eng Sci 2008, 48:2198-2215.
    • (2008) Polym Eng Sci , vol.48 , pp. 2198-2215
    • Ramteke, M.1    Gupta, S.K.2
  • 45
    • 85116575729 scopus 로고    scopus 로고
    • Multi-objective genetic algorithm and simulated annealing with the jumping gene adaptations
    • World Scientific, Singapore, G.P. Rangaiah (Ed.)
    • Ramteke M., Gupta S.K. Multi-objective genetic algorithm and simulated annealing with the jumping gene adaptations. Multi-objective optimization: techniques and applications in chemical engineering 2009, 91-129. World Scientific, Singapore. G.P. Rangaiah (Ed.).
    • (2009) Multi-objective optimization: techniques and applications in chemical engineering , pp. 91-129
    • Ramteke, M.1    Gupta, S.K.2
  • 46
    • 70049083634 scopus 로고    scopus 로고
    • Biomimetic adaptation of the evolutionary algorithm, NSGA-II-aJG, using the biogenetic law of embryology for intelligent optimization
    • Ramteke M., Gupta S.K. Biomimetic adaptation of the evolutionary algorithm, NSGA-II-aJG, using the biogenetic law of embryology for intelligent optimization. Indus Eng Chem Res 2009, 48:8054-8067.
    • (2009) Indus Eng Chem Res , vol.48 , pp. 8054-8067
    • Ramteke, M.1    Gupta, S.K.2
  • 47
    • 72349100139 scopus 로고    scopus 로고
    • Biomimicking altruistic behavior of honey bees in multi-objective genetic algorithm
    • Ramteke M., Gupta S.K. Biomimicking altruistic behavior of honey bees in multi-objective genetic algorithm. Indus Eng Chem Res 2009, 48:9671-9685.
    • (2009) Indus Eng Chem Res , vol.48 , pp. 9671-9685
    • Ramteke, M.1    Gupta, S.K.2
  • 50
    • 33750291345 scopus 로고    scopus 로고
    • Real-coding jumping gene genetic algorithm (RJGGA) for multi-objective optimization
    • Ripon K.S.N., Kwong S., Man K.F. Real-coding jumping gene genetic algorithm (RJGGA) for multi-objective optimization. Inf Sci 2007, 177:632-654.
    • (2007) Inf Sci , vol.177 , pp. 632-654
    • Ripon, K.S.N.1    Kwong, S.2    Man, K.F.3
  • 51
    • 34250008373 scopus 로고    scopus 로고
    • Multi-objective optimization of an industrial fluidized-bed catalytic cracking unit (FCCU) using two jumping gene adaptations of simulated annealing
    • Sankararao B., Gupta S.K. Multi-objective optimization of an industrial fluidized-bed catalytic cracking unit (FCCU) using two jumping gene adaptations of simulated annealing. Comp Chem Eng 2007, 31:1496-1515.
    • (2007) Comp Chem Eng , vol.31 , pp. 1496-1515
    • Sankararao, B.1    Gupta, S.K.2
  • 52
    • 34250011751 scopus 로고    scopus 로고
    • Multi-objective optimization of pressure swing adsorbers for air separation
    • Sankararao B., Gupta S.K. Multi-objective optimization of pressure swing adsorbers for air separation. Indus Eng Chem Res 2007, 46:3751-3765.
    • (2007) Indus Eng Chem Res , vol.46 , pp. 3751-3765
    • Sankararao, B.1    Gupta, S.K.2
  • 53
    • 84889455260 scopus 로고    scopus 로고
    • Performance comparison of jumping gene adaptations of elitist non-dominated sorting genetic algorithm
    • Wiley, New York, in press, G.P. Rangaiah, A. Bonilla-Petriciolet (Eds.)
    • Sharma S., Nabavi S.R., Rangaiah G.P. Performance comparison of jumping gene adaptations of elitist non-dominated sorting genetic algorithm. Multi-objective optimization: developments and prospects for chemical engineering 2013, Wiley, New York, in press. G.P. Rangaiah, A. Bonilla-Petriciolet (Eds.).
    • (2013) Multi-objective optimization: developments and prospects for chemical engineering
    • Sharma, S.1    Nabavi, S.R.2    Rangaiah, G.P.3
  • 54
    • 84876861563 scopus 로고    scopus 로고
    • Array informatics: robust clustering of cDNA microarray data. M.Tech. Thesis, Indian Institute of Technology, Kanpur
    • Sikarwar GS: Array informatics: robust clustering of cDNA microarray data. M.Tech. Thesis, Indian Institute of Technology, Kanpur, 2005.
    • (2005)
    • Sikarwar, G.S.1
  • 57
    • 0004155427 scopus 로고    scopus 로고
    • W. H. Freeman, New York
    • Stryer L. Biochemistry 2000, W. H. Freeman, New York. ed 4.
    • (2000) Biochemistry
    • Stryer, L.1
  • 58
    • 0028485499 scopus 로고
    • Multiobjective dynamic optimization of a nonvaporizing nylon 6 batch reactor
    • Wajge R.M., Gupta S.K. Multiobjective dynamic optimization of a nonvaporizing nylon 6 batch reactor. Polym Eng Sci 1994, 34:1161-1172.
    • (1994) Polym Eng Sci , vol.34 , pp. 1161-1172
    • Wajge, R.M.1    Gupta, S.K.2
  • 59
    • 0000161617 scopus 로고
    • Simulation of an industrial semibatch nylon 6 reactor: optimal parameter estimation
    • Wajge R.M., Rao S.S., Gupta S.K. Simulation of an industrial semibatch nylon 6 reactor: optimal parameter estimation. Polymer 1994, 35:3722-3734.
    • (1994) Polymer , vol.35 , pp. 3722-3734
    • Wajge, R.M.1    Rao, S.S.2    Gupta, S.K.3
  • 60
    • 4644299804 scopus 로고    scopus 로고
    • Application of multi-objective optimization in the design of simulated moving bed for chiral drug separation
    • Wongsu F., Hidajat K., Ray A.K. Application of multi-objective optimization in the design of simulated moving bed for chiral drug separation. Biotechnol Bioeng 2004, 87:704-722.
    • (2004) Biotechnol Bioeng , vol.87 , pp. 704-722
    • Wongsu, F.1    Hidajat, K.2    Ray, A.K.3
  • 61
    • 0001403575 scopus 로고
    • Genetic algorithms for real parameter optimization
    • Morgan Kaufmann, Orlando, FL, G.J.E. Rawlins (Ed.)
    • Wright A.H. Genetic algorithms for real parameter optimization. Foundations of genetic algorithms 1 (FOGA 1) 1991, 205-218. Morgan Kaufmann, Orlando, FL. G.J.E. Rawlins (Ed.).
    • (1991) Foundations of genetic algorithms 1 (FOGA 1) , pp. 205-218
    • Wright, A.H.1
  • 62
    • 0347537910 scopus 로고    scopus 로고
    • Application of multi-objective optimization in the design and operation of reactive SMB and its experimental verification
    • Yu W., Hidajat K., Ray A.K. Application of multi-objective optimization in the design and operation of reactive SMB and its experimental verification. Indus Eng Chem Res 2003, 42:6823-6831.
    • (2003) Indus Eng Chem Res , vol.42 , pp. 6823-6831
    • Yu, W.1    Hidajat, K.2    Ray, A.K.3
  • 63
    • 0034692129 scopus 로고    scopus 로고
    • Multiobjective optimization of membrane separation modules using genetic algorithm
    • Yuen C.C., Aatmeeyata, Gupta S.K., Ray A.K. Multiobjective optimization of membrane separation modules using genetic algorithm. J Membrane Sci 2000, 176:177-196.
    • (2000) J Membrane Sci , vol.176 , pp. 177-196
    • Yuen, C.C.1    Aatmeeyata2    Gupta, S.K.3    Ray, A.K.4
  • 64
    • 0037178078 scopus 로고    scopus 로고
    • Multi-objective optimization of simulated moving bed reactor for MTBE synthesis
    • Zhang Z., Hidajat K., Ray A.K. Multi-objective optimization of simulated moving bed reactor for MTBE synthesis. Indus Eng Chem Res 2002, 41:3213-3232.
    • (2002) Indus Eng Chem Res , vol.41 , pp. 3213-3232
    • Zhang, Z.1    Hidajat, K.2    Ray, A.K.3
  • 65
    • 0036987183 scopus 로고    scopus 로고
    • Multiobjective optimization of SMB and varicol process for chiral separation
    • Zhang Z., Hidajat K., Ray A.K., Morbidelli M. Multiobjective optimization of SMB and varicol process for chiral separation. AIChE J 2002, 48:2800-2816.
    • (2002) AIChE J , vol.48 , pp. 2800-2816
    • Zhang, Z.1    Hidajat, K.2    Ray, A.K.3    Morbidelli, M.4
  • 66
    • 0037424563 scopus 로고    scopus 로고
    • Multiobjective optimization of simulated moving bed and varicol processes using a genetic algorithm
    • Zhang Z., Mazzotti M., Morbidelli M. Multiobjective optimization of simulated moving bed and varicol processes using a genetic algorithm. J Chromatogr A 2003, 989:95-108.
    • (2003) J Chromatogr A , vol.989 , pp. 95-108
    • Zhang, Z.1    Mazzotti, M.2    Morbidelli, M.3
  • 67
    • 0042848652 scopus 로고    scopus 로고
    • Powerfeed operation of simulated moving bed units: changing flow-rates during the switching interval
    • Zhang Z., Mazzotti M., Morbidelli M. Powerfeed operation of simulated moving bed units: changing flow-rates during the switching interval. J Chromatogr A 2003, 1006:87-99.
    • (2003) J Chromatogr A , vol.1006 , pp. 87-99
    • Zhang, Z.1    Mazzotti, M.2    Morbidelli, M.3
  • 68
    • 1642305543 scopus 로고    scopus 로고
    • Experimental assessment of power feed chromatography
    • Zhang Z., Morbidelli M., Mazzotti M. Experimental assessment of power feed chromatography. AIChE J 2004, 50:625-632.
    • (2004) AIChE J , vol.50 , pp. 625-632
    • Zhang, Z.1    Morbidelli, M.2    Mazzotti, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.