{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:11:10Z","timestamp":1761894670338,"version":"3.33.0"},"publisher-location":"Berlin, Heidelberg","reference-count":65,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783540774648"},{"type":"electronic","value":"9783540774655"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"DOI":"10.1007\/978-3-540-77465-5_1","type":"book-chapter","created":{"date-parts":[[2008,2,12]],"date-time":"2008-02-12T11:26:43Z","timestamp":1202815603000},"page":"1-22","source":"Crossref","is-referenced-by-count":4,"title":["Optimization of Industrial Processes Using Improved and Modified Differential Evolution"],"prefix":"10.1007","author":[{"given":"B. V.","family":"Babu","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rakesh","family":"Angira","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","reference":[{"key":"1_CR1","doi-asserted-by":"crossref","unstructured":"Abbass, H.A., Sarkar, R., Newton, C.: PDE: A Pareto-frontier differential evolution approach for multi-objective optimization problems. In: Proceedings of IEEE congress on Evolutionary Computation, pp. 971\u2013978 (2001)","DOI":"10.1109\/CEC.2001.934295"},{"key":"1_CR2","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1016\/0926-860X(94)80243-2","volume":"113","author":"B.K. Abdalla","year":"1994","unstructured":"Abdalla, B.K., et al.: Intrinsic kinetics and industrial reactors modeling for the dehydrogenation of ethyl benzene to styrene on promoted iron oxide catalysts. Applied Catalysis A: General\u00a0113, 89\u2013102 (1994)","journal-title":"Applied Catalysis A: General"},{"key":"1_CR3","doi-asserted-by":"publisher","first-page":"1137","DOI":"10.1016\/S0098-1354(98)00027-1","volume":"22","author":"C.S.. Adjiman","year":"1998","unstructured":"Adjiman, C.S., et al.: A global optimization method for general twice \u2013 differentiable constrained NLPs \u2013 I. Theoretical Advances. Computers and Chemical Engineering\u00a022, 1137\u20131158 (1998)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR4","unstructured":"Angira, R.: Evolutionary Computation for Optimization of Selected Non-linear Chemical Processes. Ph.D. thesis, BITS-Pilani, India (2006)"},{"key":"1_CR5","unstructured":"Angira, R., Babu, B.V.: Optimization of Non-Linear Chemical Processes Using Modified Differential Evolution (MDE). In: Proceedings of the 2nd Indian International Conference on Artificial Intelligence, Pune, India, pp. 911\u2013923 (2005a)"},{"key":"1_CR6","unstructured":"Angira, R., Babu, B.V.: Non-dominated Sorting Differential Evolution (NSDE): An Extension of Differential Evolution for Multi-objective Optimization. In: Proceedings of The 2nd Indian International Conference on Artificial Intelligence, Pune, India, pp. 1428\u20131443 (2005b)"},{"key":"1_CR7","unstructured":"Angira, R., Babu, B.V.: Process Synthesis and Design Using Modified Differential Evolution (MDE). In: Proceedings of International Symposium & 58th Annual Session of IIChE in association with International Partners, New Delhi (2005c)"},{"key":"1_CR8","doi-asserted-by":"publisher","first-page":"4707","DOI":"10.1016\/j.ces.2006.03.004","volume":"61","author":"R. Angira","year":"2006","unstructured":"Angira, R., Babu, B.V.: Optimization of Process Synthesis and Design Problems: A Modified Differential Evolution Approach. Chemical Engineering Science\u00a061, 4707\u20134721 (2006a)","journal-title":"Chemical Engineering Science"},{"key":"1_CR9","first-page":"371","volume":"5","author":"R. Angira","year":"2006","unstructured":"Angira, R., Babu, B.V.: Multi-Objective Optimization using Modified Differential Evolution (MDE). International Journal of Mathematical Sciences: Special Issue on Recent Trends in Computational Mathematics and Its Applications\u00a05, 371\u2013387 (2006b)","journal-title":"International Journal of Mathematical Sciences: Special Issue on Recent Trends in Computational Mathematics and Its Applications"},{"key":"1_CR10","doi-asserted-by":"publisher","first-page":"501","DOI":"10.1080\/09528130600975717","volume":"18","author":"R.. Angira","year":"2006","unstructured":"Angira, R., Babu, B.V.: Performance of Modified Differential Evolution for Optimal Design of Complex and Non-Linear Chemical Processes. Journal of Experimental & Theoretical Artificial Intelligence\u00a018, 501\u2013512 (2006c)","journal-title":"Journal of Experimental & Theoretical Artificial Intelligence"},{"key":"1_CR11","volume-title":"Process Plant Simulation","author":"B.V.. Babu","year":"2004","unstructured":"Babu, B.V.: Process Plant Simulation. Oxford University Press, New York (2004)"},{"key":"1_CR12","first-page":"24","volume-title":"Advances in Computational Optimization and its Applications","author":"B.V. Babu","year":"2007","unstructured":"Babu, B.V.: Improved Differential Evolution for Single- and Multi-Objective Optimization: MDE, MODE, NSDE, and MNSDE. In: Deb, K., et al. (eds.) Advances in Computational Optimization and its Applications, pp. 24\u201330. Universities Press, Hyderabad (2007)"},{"key":"1_CR13","doi-asserted-by":"publisher","first-page":"327","DOI":"10.1016\/S0098-1354(98)00277-4","volume":"23","author":"B.V. Babu","year":"1999","unstructured":"Babu, B.V., Sastry, K.K.N.: Estimation of Heat-transfer Parameters in a Trickle-bed Reactor using Differential Evolution and Orthogonal Collocation. Computers and Chemical Engineering\u00a023, 327\u2013339 (1999)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR14","unstructured":"Babu, B.V., Gaurav, C.: Evolutionary Computation Strategy for Optimization of an Alkylation Reaction. In: Proceedings of International Symposium & 53rd Annual Session of IIChE, Calcutta (2000)"},{"key":"1_CR15","unstructured":"Babu, B.V., Munawar, S.A.: Differential Evolution for the Optimal Design of Heat Exchangers. In: Proceedings of All-India seminar on Chemical Engineering Progress on Resource Development: A Vision 2010 and Beyond, Bhuvaneshwar (2000)"},{"key":"1_CR16","unstructured":"Babu, B.V., Singh, R.P.: Synthesis & optimization of Heat Integrated Distillation Systems Using Differential Evolution. In: Proceedings of All-India seminar on Chemical Engineering Progress on Resource Development: A Vision 2010 and Beyond, Bhuvaneshwar (2000)"},{"key":"1_CR17","unstructured":"Babu, B.V., Angira, R.: Optimization of Non-linear functions using Evolutionary Computation. In: Proceedings of 12th ISME Conference on Mechanical Engineering, Chennai, pp. 153\u2013157 (2001a)"},{"key":"1_CR18","unstructured":"Babu, B.V., Angira, R.: Optimization of Thermal Cracker Operation using Differential Evolution. In: Proceedings of International Symposium & 54th Annual Session of IIChE, Chennai (2001b)"},{"key":"1_CR19","unstructured":"Babu, B.V., Angira, R.: Optimization of Water Pumping System Using Differential Evolution Strategies. In: Proceedings of The Second International Conference on Computational Intelligence, Robotics, and Autonomous Systems, Singapore (2003)"},{"key":"1_CR20","doi-asserted-by":"publisher","first-page":"1041","DOI":"10.1016\/j.compchemeng.2004.11.010","volume":"29","author":"B.V. Babu","year":"2005","unstructured":"Babu, B.V., Angira, R.: Optimal Design of an Auto-thermal Ammonia Synthesis Reactor. Computers and Chemical Engineering\u00a029, 1041\u20131045 (2005)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR21","unstructured":"Babu, B.V., Anbarasu, B.: Multi-Objective Differential Evolution (MODE): An Evolutionary Algorithm for Multi-Objective Optimization Problems (MOOPs). In: Proceedings of The Third International Conference on Computational Intelligence, Robotics, and Autonomous Systems, Singapore (2005)"},{"key":"1_CR22","doi-asserted-by":"publisher","first-page":"989","DOI":"10.1016\/j.compchemeng.2005.12.020","volume":"30","author":"B.V. Babu","year":"2006","unstructured":"Babu, B.V., Angira, R.: Modified Differential Evolution (MDE) for Optimization of Non-Linear Chemical Processes. Computers and Chemical Engineering\u00a030, 989\u20131002 (2006)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR23","first-page":"4","volume":"2","author":"B.V. Babu","year":"2005","unstructured":"Babu, B.V., Mubeen, J.H.S., Chakole, P.G.: Multiobjective Optimization Using Differential Evolution. TechGenesis-The Journal of Information Technology\u00a02, 4\u201312 (2005a)","journal-title":"TechGenesis-The Journal of Information Technology"},{"key":"1_CR24","doi-asserted-by":"publisher","first-page":"4822","DOI":"10.1016\/j.ces.2005.02.073","volume":"60","author":"B.V. Babu","year":"2005","unstructured":"Babu, B.V., Chakole, P.G., Mubeen, J.H.S.: Multiobjective Differential Evolution (MODE) for Optimization of Adiabatic Styrene Reactor. Chemical Engineering Science\u00a060, 4822\u20134837 (2005b)","journal-title":"Chemical Engineering Science"},{"key":"1_CR25","doi-asserted-by":"publisher","first-page":"315","DOI":"10.1163\/157361105774501665","volume":"1","author":"B.V. Babu","year":"2005","unstructured":"Babu, B.V., Chakole, P.G., Mubeen, J.H.S.: Differential Evolution Strategy for Optimal Design of Gas Transmission Network. Journal of Multidisciplinary Modeling in Materials and Structures\u00a01, 315\u2013328 (2005c)","journal-title":"Journal of Multidisciplinary Modeling in Materials and Structures"},{"key":"1_CR26","unstructured":"Babu, B.V., et al.: Strategies of Multi-Objective Differential Evolution (MODE) for Optimization of Adiabatic Styrene Reactor. In: Proceedings of International Conference on Emerging Mechanical Technology-Macro to Nano, BITS-Pilani, pp. 243\u2013250 (2007a)"},{"key":"1_CR27","doi-asserted-by":"crossref","unstructured":"Babu, B.V., Mubeen, J.H.S., Chakole, P.G.: Simulation and Optimization of Wiped Film Poly Ethylene Terephthalate (PET) Reactor using Multiobjective Differential Evolution (MODE). Materials and Manufacturing Processes: Special Issue on Genetic Algorithms in Materials (in press, 2007b)","DOI":"10.1080\/10426910701319266"},{"key":"1_CR28","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1016\/j.omega.2004.04.009","volume":"33","author":"P.K. Bergey","year":"2005","unstructured":"Bergey, P.K., Ragsdale, C.: Modified differential evolution: a greedy random strategy for genetic recombination. Omega\u00a033, 255\u2013265 (2005)","journal-title":"Omega"},{"key":"1_CR29","doi-asserted-by":"publisher","first-page":"1046","DOI":"10.1002\/aic.690460516","volume":"46","author":"V. Bhaskar","year":"2001","unstructured":"Bhaskar, V., Gupta, S.K., Ray, A.K.: Multi-objective optimization of an industrial wiped film PET reactor. AIChE J.\u00a046, 1046\u20131048 (2001)","journal-title":"AIChE J."},{"key":"1_CR30","volume-title":"Selected Applications of Nonlinear Programming","author":"J. Bracken","year":"1968","unstructured":"Bracken, J., McCormick, J.P.: Selected Applications of Nonlinear Programming. John Wiley & Sons Limited, New York (1968)"},{"key":"1_CR31","doi-asserted-by":"publisher","first-page":"1277","DOI":"10.1016\/S0098-1354(99)00290-2","volume":"23","author":"J.P. Chiou","year":"1997","unstructured":"Chiou, J.P., Wang, F.S.: Hybrid Method of Evolutionary Algorithms for Static and Dynamic Optimization Problems with Application to a Fed-batch Fermentation Process. Computers and Chemical Engineering\u00a023, 1277\u20131291 (1997)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR32","doi-asserted-by":"publisher","first-page":"1277","DOI":"10.1016\/S0098-1354(99)00290-2","volume":"23","author":"J.P. Chiou","year":"1999","unstructured":"Chiou, J.P., Wang, F.S.: Hybrid method of evolutionary algorithms for static and dynamic optimization problems with application to a fed batch fermentation process. Computers and Chemical Engineering\u00a023, 1277\u20131291 (1999)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR33","volume-title":"New Ideas in Optimization","author":"D. Corne","year":"1999","unstructured":"Corne, D., Dorigo, M., Glover, F.: New Ideas in Optimization. McGraw-Hill Publications, London (1999)"},{"key":"1_CR34","doi-asserted-by":"publisher","first-page":"513","DOI":"10.1016\/0098-1354(94)00086-4","volume":"19","author":"S.A. Dadebo","year":"1995","unstructured":"Dadebo, S.A., Mcauley, K.B.: Dynamic optimization of constrained chemical engineering problems using dynamic programming. Computers and Chemical Engineering\u00a019, 513\u2013525 (1995)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR35","volume-title":"Optimization for engineering design: Algorithms and examples","author":"K. Deb","year":"1996","unstructured":"Deb, K.: Optimization for engineering design: Algorithms and examples. Prentice-Hall, New Delhi (1996)"},{"key":"1_CR36","volume-title":"Multi-Objective Optimization using Evolutionary Algorithms","author":"K. Deb","year":"2001","unstructured":"Deb, K.: Multi-Objective Optimization using Evolutionary Algorithms. John Wiley & Sons Limited, New York (2001)"},{"key":"1_CR37","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K. Deb","year":"2002","unstructured":"Deb, K., et al.: A fast and elitist multiobjective genetic algorithm: NSGA\u2013II. IEEE Transactions on Evolutionary Computation\u00a06, 182\u2013197 (2002)","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"1_CR38","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1007\/BF01580667","volume":"10","author":"R.S. Dembo","year":"1976","unstructured":"Dembo, R.S.: A set of geometric programming test problems and their solutions. Math. Program.\u00a010, 193\u2013213 (1976)","journal-title":"Math. Program."},{"key":"1_CR39","volume-title":"Optimization of Chemical Processes","author":"T.F. Edgar","year":"1989","unstructured":"Edgar, T.F., Himmelblau, D.M.: Optimization of Chemical Processes. McGraw-Hill, Inc., Singapore (1989)"},{"key":"1_CR40","doi-asserted-by":"publisher","first-page":"2537","DOI":"10.1021\/ie00023a016","volume":"32","author":"S.S.E.H. Elnashaie","year":"1993","unstructured":"Elnashaie, S.S.E.H., Abdalla, B.K., Hughes, R.: Simulation of the industrial fixed bed catalytic reactor for the dehydrogenation of ethyl benzene to styrene: heterogeneous dusty gas model. Industrial and Engineering Chemistry Research\u00a032, 2537\u20132541 (1993)","journal-title":"Industrial and Engineering Chemistry Research"},{"key":"1_CR41","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"crossref","DOI":"10.1007\/3-540-53032-0","volume-title":"A collection of test problems for constrained global optimization algorithms","author":"C.A.. Floudas","year":"1990","unstructured":"Floudas, C.A., Pardalos, P.M.: A collection of test problems for constrained global optimization algorithms. LNCS. Springer, Germany (1990)"},{"key":"1_CR42","doi-asserted-by":"crossref","DOI":"10.1093\/oso\/9780195100563.001.0001","volume-title":"Non-linear and mixed-integer optimization","author":"C.A. Floudas","year":"1995","unstructured":"Floudas, C.A.: Non-linear and mixed-integer optimization. Oxford University Press, New York (1995)"},{"key":"1_CR43","unstructured":"Gujarathi, A.M., Babu, B.V.: Multi-Objective Differential Evolution (MODE): A New Algorithm of Solving Multi-Objective Optimization Problems. In: Proceedings of International Symposium & 58th Annual Session of IIChE in association with International Partners, New Delhi (2005)"},{"key":"1_CR44","unstructured":"Gujarathi, A.M., Babu, B.V.: Multi-Objective Optimization of Styrene Reactor Using Multi-Objective Differential Evolution (MODE): Adiabatic vs. Steam Injected Operation. In: Proceedings of International Symposium & 59th Annual Session of IIChE in association with International Partners, Bharuch (2006)"},{"key":"1_CR45","volume-title":"Genetic Algorithms for Search, Optimization, and Machine Learning Reading","author":"D.E. Goldberg","year":"1989","unstructured":"Goldberg, D.E.: Genetic Algorithms for Search, Optimization, and Machine Learning Reading. Addison-Wesley, Reading, MA (1989)"},{"key":"1_CR46","doi-asserted-by":"publisher","first-page":"4825","DOI":"10.1021\/ie980373x","volume":"38","author":"M.H. Lee","year":"1999","unstructured":"Lee, M.H., Han, C., Chang, K.S.: Dynamic optimization of a continuous polymer reactor using a modified differential evolution algorithm. Industrial and Engineering Chemistry Research\u00a038, 4825\u20134831 (1999)","journal-title":"Industrial and Engineering Chemistry Research"},{"key":"1_CR47","doi-asserted-by":"publisher","first-page":"1628","DOI":"10.1021\/ie00095a010","volume":"28","author":"J.S. Logsdon","year":"1989","unstructured":"Logsdon, J.S., Biegler, L.T.: Accurate solution of differential algebraic equations. Industrial and Engineering Chemistry Research\u00a028, 1628\u20131639 (1989)","journal-title":"Industrial and Engineering Chemistry Research"},{"key":"1_CR48","doi-asserted-by":"publisher","first-page":"246","DOI":"10.1002\/cjce.5450790207","volume":"79","author":"J.C. Lu","year":"2001","unstructured":"Lu, J.C., Wang, F.S.: Optimization of Low Pressure Chemical Vapor Deposition Reactors Using Hybrid Differential Evolution. Canadian Journal of Chemical Engineering\u00a079, 246\u2013254 (2001)","journal-title":"Canadian Journal of Chemical Engineering"},{"key":"1_CR49","unstructured":"Madavan, N.K.: Multi-objective optimization using a pareto differential evolution approach. In: Congress on Evolutionary Computation, New Jersey, vol.\u00a02, pp. 1145\u20131150 (2002)"},{"key":"1_CR50","doi-asserted-by":"publisher","first-page":"351","DOI":"10.1016\/S0098-1354(96)00282-7","volume":"21","author":"C.D. Maranas","year":"1997","unstructured":"Maranas, C.D., Floudas, C.A.: Global optimization in generalized geometric programming. Computers and Chemical Engineering\u00a021, 351\u2013370 (1997)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR51","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-540-39930-8","volume-title":"New Optimization Techniques in Engineering","author":"G.C. Onwubolu","year":"2004","unstructured":"Onwubolu, G.C., Babu, B.V.: New Optimization Techniques in Engineering. Springer, Heidelberg (2004)"},{"key":"1_CR52","unstructured":"Pinto, E.G.: Supply Chain Optimization using Multi-Objective Evolutionary Algorithms, Technical Report (2002), available at: http:\/\/www.engrpsu.edu\/ce\/Divisions\/Hydro\/Reed\/Reports.htm"},{"key":"1_CR53","first-page":"18","volume":"22","author":"K.V. Price","year":"1997","unstructured":"Price, K.V., Storn, R.: Differential evolution \u2013 a simple evolution strategy for fast optimization. Dr. Dobb\u2019s Journal\u00a022, 18\u201324 (1997)","journal-title":"Dr. Dobb\u2019s Journal"},{"key":"1_CR54","unstructured":"Price, K.V., Storn, R.: Home page of differential evolution (2007), http:\/\/www.ICSI.Berkeley.edu\/storn\/code.html"},{"key":"1_CR55","volume-title":"Advanced process control","author":"W.H. Ray","year":"1981","unstructured":"Ray, W.H.: Advanced process control. McGraw-Hill, New York (1981)"},{"key":"1_CR56","doi-asserted-by":"publisher","first-page":"503","DOI":"10.1016\/0098-1354(87)80025-X","volume":"11","author":"J.G. Renfro","year":"1987","unstructured":"Renfro, J.G., Morshedi, A.M., Osbjornsen, O.A.: Simultaneous optimization and solution of systems described by differential\/algebraic equations. Computer and Chemical Engineering\u00a011, 503\u2013517 (1987)","journal-title":"Computer and Chemical Engineering"},{"key":"1_CR57","doi-asserted-by":"publisher","first-page":"551","DOI":"10.1016\/0098-1354(94)00097-8","volume":"19","author":"H.S. Ryoo","year":"1995","unstructured":"Ryoo, H.S., Sahinidis, N.V.: Global optimization of nonconvex NLPs and MINLPs with applications in process design. Computers and Chemical Engineering\u00a019, 551\u2013566 (1995)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR58","first-page":"84","volume":"43","author":"R.N. Sauer","year":"1964","unstructured":"Sauer, R.N., Coville, A.R., Burwick, C.W.: Computer points way to more profits. Hydrocarbon Processing Petroleum Refiner\u00a043, 84 (1964)","journal-title":"Hydrocarbon Processing Petroleum Refiner"},{"key":"1_CR59","doi-asserted-by":"publisher","first-page":"183","DOI":"10.1002\/cjce.5450470215","volume":"47","author":"J.G.P. Sheel","year":"1969","unstructured":"Sheel, J.G.P., Crowe, C.M.: Simulation and optimization of an existing ethyl benzene dehydrogenation reactor. Canadian Journal of Chemical Engineering\u00a047, 183\u2013187 (1969)","journal-title":"Canadian Journal of Chemical Engineering"},{"key":"1_CR60","unstructured":"Storn, R.: Differential Evolution design of an IIR-filter with requirements for magnitude and group delay. International Computer Science Institute (1995)"},{"key":"1_CR61","unstructured":"Tasoulis, D.K., Pavlidis, N.G., Plagianakos, V.P., Vrahatis, M.N.: Parallel differential evolution (2004), available at: http:\/\/www.math.upatras.gr\/~dtas\/papers\/TasoulisPPV2004.pdf"},{"key":"1_CR62","doi-asserted-by":"publisher","first-page":"5348","DOI":"10.1021\/ie9702486","volume":"36","author":"F.S. Wang","year":"1997","unstructured":"Wang, F.S., Chiou, J.P.: Optimal control and optimal time location problems of differential-algebraic systems by differential evolution. Industrial & Engineering Chemistry Research\u00a036, 5348\u20135357 (1997)","journal-title":"Industrial & Engineering Chemistry Research"},{"key":"1_CR63","doi-asserted-by":"publisher","first-page":"949","DOI":"10.1021\/bp990088o","volume":"15","author":"F.S. Wang","year":"1999","unstructured":"Wang, F.S., Cheng, W.M.: Simultaneous optimization of feeding rate and operation parameters for fed-batch fermentation processes. Biotechnology Progress\u00a015, 949\u2013952 (1999)","journal-title":"Biotechnology Progress"},{"key":"1_CR64","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1016\/S0098-1354(02)00163-1","volume":"27","author":"A.K.Y. Yee","year":"2003","unstructured":"Yee, A.K.Y., Ray, A.K., Rangiah, G.P.: Multi-objective optimization of industrial styrene reactor. Computers and Chemical Engineering\u00a027, 111\u2013130 (2003)","journal-title":"Computers and Chemical Engineering"},{"key":"1_CR65","unstructured":"Zitzler, E., Laumanns, M., Thiele, L.: SPEA2: Improving the strength pareto evolutionary algorithm Technical Report 103, Computer Engineering and Networks Laboratory (TIK), Swiss Federal Institute of Technology (ETH) Zurich, Gloriastrasse 35, CH-8092 Zurich, Switzerland (2001)"}],"container-title":["Studies in Fuzziness and Soft Computing","Soft Computing Applications in Industry"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-540-77465-5_1.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,9,4]],"date-time":"2021-09-04T04:59:04Z","timestamp":1630731544000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-540-77465-5_1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[null]]},"ISBN":["9783540774648","9783540774655"],"references-count":65,"URL":"https:\/\/doi.org\/10.1007\/978-3-540-77465-5_1","relation":{},"subject":[]}}