{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,3]],"date-time":"2026-06-03T04:20:49Z","timestamp":1780460449933,"version":"3.54.1"},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2014,10,17]],"date-time":"2014-10-17T00:00:00Z","timestamp":1413504000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soft Comput"],"published-print":{"date-parts":[[2015,11]]},"DOI":"10.1007\/s00500-014-1477-4","type":"journal-article","created":{"date-parts":[[2014,10,16]],"date-time":"2014-10-16T05:54:46Z","timestamp":1413438886000},"page":"3221-3235","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":130,"title":["A directed search strategy for evolutionary dynamic multiobjective optimization"],"prefix":"10.1007","volume":"19","author":[{"given":"Yan","family":"Wu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yaochu","family":"Jin","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaoxiong","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2014,10,17]]},"reference":[{"key":"1477_CR1","doi-asserted-by":"crossref","unstructured":"Abello M, Bui L, Michalewicz Z (2011a) An adaptive approach for solving dynamic scheduling with time-varying number of tasks: part I. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 1703\u20131710","DOI":"10.1109\/CEC.2011.5949821"},{"key":"1477_CR2","doi-asserted-by":"crossref","unstructured":"Abello M, Bui LT, Michalewicz Z (2011b) An adaptive approach for solving dynamic scheduling with time-varying number of tasks: part II. In: Proceedings of IEEE CEC. IEEE, New York, pp 1711\u20131718","DOI":"10.1109\/CEC.2011.5949821"},{"issue":"3","key":"1477_CR3","first-page":"133","volume":"5","author":"V Aragon","year":"2005","unstructured":"Aragon V, Esquivel S, Coello CC (2005) Evolutionary multiobjective optimization in non-stationary environments. J Comput Sci Technol 5(3):133\u2013143","journal-title":"J Comput Sci Technol"},{"key":"1477_CR4","doi-asserted-by":"crossref","unstructured":"Azevedo C, Araujo A (2011) Generalized immigration schemes for dynamic evolutionary multiobjective optimization. In: Proceedings of IEEE CEC. IEEE, New York, pp 2033\u20132040","DOI":"10.1109\/CEC.2011.5949865"},{"issue":"16\u201318","key":"1477_CR5","doi-asserted-by":"crossref","first-page":"3570","DOI":"10.1016\/j.neucom.2008.12.041","volume":"72","author":"M Camara","year":"2009","unstructured":"Camara M, Ortega J, de Toro F (2009) A single front genetic algorithm for parallel multiobjective optimization in dynamic environments. Neurocomputing 72(16\u201318):3570\u20133579","journal-title":"Neurocomputing"},{"key":"1477_CR6","unstructured":"Camara M, Ortega J, de Toro F (2010) Generalized immigration schemes for dynamic evolutionary multiobjective optimization. In: Proceedings of advances multi-objective nature inspired computation. Springer, Berlin, pp 63\u201386"},{"issue":"2","key":"1477_CR7","doi-asserted-by":"crossref","first-page":"182","DOI":"10.1109\/4235.996017","volume":"6","author":"K Deb","year":"2002","unstructured":"Deb K, Pratap A, Agarwal S, Meyarivan T (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182\u2013197","journal-title":"IEEE Trans Evol Comput"},{"key":"1477_CR8","doi-asserted-by":"crossref","unstructured":"Deb K, Rao U, Karthik S (2007) Dynamic multiobjective optimization and decision-making using modified NSGA-II: A case study on hydro-thermal power scheduling. In: Evolutionary multi-criterion optimization: 4th international conference, EMO. Springer, Berlin, pp 803\u2013817","DOI":"10.1007\/978-3-540-70928-2_60"},{"issue":"5","key":"1477_CR9","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1109\/TEVC.2004.831456","volume":"8","author":"M Farina","year":"2004","unstructured":"Farina M, Deb K, Amato P (2004) Dynamic multiobjective optimization problems: test cases, approximations, and applications. IEEE Trans Evol Comput 8(5):425\u2013442","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"1477_CR10","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1109\/TEVC.2008.920671","volume":"13","author":"CK Goh","year":"2009","unstructured":"Goh CK, Tan K (2009) A competitive-cooperative coevolutionary paradigm for dynamic multiobjective optimization. IEEE Trans Evol Comput 13(1):103\u2013127","journal-title":"IEEE Trans Evol Comput"},{"key":"1477_CR11","unstructured":"Greeff M, Engelbrecht A (2008) Solving dynamic multiobjective problems with vector evaluated particle swarm optimisation. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 2922\u20132929"},{"key":"1477_CR12","doi-asserted-by":"crossref","unstructured":"Hatzakis I, Wallace D (2006a) Dynamic multiobjective optimization with evolutionary algorithms: a forward-looking approach. In: Proceedings of GECCO. ACM Press, New York, pp 1201\u20131208","DOI":"10.1145\/1143997.1144187"},{"key":"1477_CR13","doi-asserted-by":"crossref","unstructured":"Hatzakis I, Wallace D (2006a) Topology of anticipatory populations for evolutionary dynamic multiobjective optimization. In: Proceedings of 11th AIAA\/ISSMO multidisciplinary analysis and optimization conference, AIAA, pp 1944\u20131950","DOI":"10.2514\/6.2006-7071"},{"key":"1477_CR14","unstructured":"Helbig M, Engelbrecht A (2012) Analyses of guide update approaches for vector evaluated particle swarm optimisation on dynamic multiobjective optimisation problems. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 2621\u20132628"},{"key":"1477_CR15","unstructured":"Iorio A, Li X (2005) Solving rotated multi-objective optimization problems using differential evolution. In: Advances in artificial intelligence. LNAI 3339. Springer, Berlin, pp 861\u2013872"},{"issue":"3","key":"1477_CR16","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1109\/TEVC.2005.846356","volume":"9","author":"Y Jin","year":"2005","unstructured":"Jin Y, Branke J (2005) Evolutionary optimization in uncertain environments: a survey. IEEE Trans Evol Comput 9(3):303\u2013317","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"1477_CR17","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/s12293-012-0090-2","volume":"5","author":"Y Jin","year":"2013","unstructured":"Jin Y, Tang K, Yu X, Sendhoff B, Yao X (2013) A framework for finding robust optimal solutions over time. Memet Comput 5(1):3\u201318","journal-title":"Memet Comput"},{"key":"1477_CR18","doi-asserted-by":"crossref","unstructured":"Jin Y, Sendhoff B (2004) Constructing dynamic test problems using the multi-objective optimization concept. In: Applications of evolutionary computing. LNCS 3005. Springer, Berlin, pp 525\u2013536","DOI":"10.1007\/978-3-540-24653-4_53"},{"issue":"2","key":"1477_CR19","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1109\/TEVC.2008.925798","volume":"13","author":"H Li","year":"2009","unstructured":"Li H, Zhang Q (2009) Multiobjective optimization problems with complicated pareto sets, MOEA\/D and NSGA-II. IEEE Trans Evol Comput 13(2):284\u2013302","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"1477_CR20","first-page":"204","volume":"20","author":"C Liu","year":"2009","unstructured":"Liu C, Wang Y (2009) Multiobjective evolutionary algorithm for dynamic nonlinear constrained optimization problems. J Syst Eng Electron 20(1):204\u2013210","journal-title":"J Syst Eng Electron"},{"key":"1477_CR21","doi-asserted-by":"crossref","unstructured":"Liu C, Wang Y (2006) New evolutionary algorithm for dynamic multiobjective optimization problems. In: Advances in natural computation, LNCS 4221. Springer, Berlin, pp 889\u2013892","DOI":"10.1007\/11881070_117"},{"key":"1477_CR22","unstructured":"Liu R, Zhang W, Jiao L, Liu F, Ma J (2011) A sphere-dominance based preference immune-inspired algorithm for dynamic multiobjective optimization. In: Proceedings of GECCO. ACM Press, New York, pp 423\u2013430"},{"key":"1477_CR23","doi-asserted-by":"crossref","unstructured":"Ma Y, Liu R, Shang R (2011) A hybrid dynamic multiobjective immune optimization algorithm using prediction strategy and improved differential evolution crossover operator. In: Neural information processing. LNCS 7063. Springer, Berlin, pp 435\u2013444","DOI":"10.1007\/978-3-642-24958-7_51"},{"key":"1477_CR24","unstructured":"Manriquez A, Pulido G, Torres J (2010) Handling dynamic multiobjective problems with particle swarm optimization. In: Proceedings of the international conference on agents and artificial intelligence, ICAART, pp 337\u2013342"},{"key":"1477_CR25","doi-asserted-by":"crossref","unstructured":"Martins F, Carrano E, Wanner E, Takahashi R, Mateus G (2009) A dynamic multiobjective hybrid approach for designing wireless sensor networks. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 1145\u20131152","DOI":"10.1109\/CEC.2009.4983075"},{"key":"1477_CR26","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.swevo.2012.05.001","volume":"6","author":"T Nguyen","year":"2012","unstructured":"Nguyen T, Yang S, Branke J (2012) Evolutionary dynamic optimization: a survey of the state of the art. Swarm Evol Comput 6:1\u201324","journal-title":"Swarm Evol Comput"},{"key":"1477_CR27","unstructured":"Tang J, Alam S, Lokan C, Abbass H (2012) A multiobjective evolutionary method for dynamic airspace re-sectorization using sectors clipping and similarities. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 3565\u20133572"},{"key":"1477_CR28","doi-asserted-by":"crossref","first-page":"166","DOI":"10.1016\/j.procs.2011.04.018","volume":"4","author":"E Vinek","year":"2011","unstructured":"Vinek E, Beran P, Schikuta E (2011) A dynamic multiobjective optimization framework for selecting distributed deployments in a heterogeneous environment. Procedia Comput Sci 4:166\u2013175","journal-title":"Procedia Comput Sci"},{"key":"1477_CR29","unstructured":"Wang Y, Li B (2009) Investigation of memory-based multiobjective optimization evolutionary algorithm in dynamic environment. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 630\u2013637"},{"key":"1477_CR30","unstructured":"Wei J, Wang Y (2012) Hyper rectangle search based particle swarm algorithm for dynamic constrained multiobjective optimization problems. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 259\u2013266"},{"key":"1477_CR31","unstructured":"Wei J, Zhang M (2011) Simplex model based evolutionary algorithm for dynamic multiobjective optimization. In: Advances in artificial intelligence, LNCS 7106. Springer, Berlin, pp 372\u2013381"},{"issue":"3","key":"1477_CR32","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1109\/TSMCB.2010.2061225","volume":"41","author":"PY Wu","year":"2011","unstructured":"Wu PY, Campbel D, Merz T (2011) Multiobjective four-dimensional vehicle motion planning in large dynamic environments. IEEE Trans Syst Man Cybern B Cybern 41(3):621\u2013634","journal-title":"IEEE Trans Syst Man Cybern B Cybern"},{"key":"1477_CR33","unstructured":"Yang M, Kang L, Guan J (2008) Multialgorithm co-evolution strategy for dynamic multiobjective TSP. In: Proceedings of IEEE CEC. IEEE Press, New York, pp 466\u2013471"},{"issue":"6","key":"1477_CR34","doi-asserted-by":"crossref","first-page":"712","DOI":"10.1109\/TEVC.2007.892759","volume":"11","author":"Q Zhang","year":"2007","unstructured":"Zhang Q, Li H (2007) MOEA\/D: a multiobjective evolutionary algorithm based on decomposition. IEEE Trans Evol Comput 11(6):712\u2013731","journal-title":"IEEE Trans Evol Comput"},{"issue":"1","key":"1477_CR35","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1109\/TEVC.2007.894202","volume":"12","author":"Q Zhang","year":"2008","unstructured":"Zhang Q, Zhou A, Jin Y (2008) RM-MEDA: a regularity model based multiobjective estimation of distribution algorithm. IEEE Trans Evol Comput 12(1):41\u201363","journal-title":"IEEE Trans Evol Comput"},{"issue":"2","key":"1477_CR36","doi-asserted-by":"crossref","first-page":"959","DOI":"10.1016\/j.asoc.2007.07.005","volume":"8","author":"Z Zhang","year":"2008","unstructured":"Zhang Z (2008) Multiobjective optimization immune algorithm in dynamic environments and its application to greenhouse control. Appl Soft Comput 8(2):959\u2013971","journal-title":"Appl Soft Comput"},{"key":"1477_CR37","doi-asserted-by":"crossref","unstructured":"Zheng B (2007) A new dynamic multiobjective optimization evolutionary algorithm. In: Third international conference on natural computation (ICNC). IEEE Press, New York, pp 565\u2013570","DOI":"10.1109\/ICNC.2007.91"},{"issue":"1","key":"1477_CR38","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/TCYB.2013.2245892","volume":"44","author":"A Zhou","year":"2014","unstructured":"Zhou A, Jin Y, Zhang Q (2014) A population prediction strategy for evolutionary dynamic multiobjective optimization. IEEE Trans Cybern 44(1):40\u201353","journal-title":"IEEE Trans Cybern"},{"key":"1477_CR39","doi-asserted-by":"crossref","unstructured":"Zhou A, Jin Y, Zhang Q, Sendhoff B, Tsang E (2007) Prediction based population re-initialization for evolutionary dynamic multiobjective optimization. In: Evolutionary multi-criterion optimization. LNCS 4403. Springer, Berlin, pp 832\u2013846","DOI":"10.1007\/978-3-540-70928-2_62"}],"container-title":["Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-014-1477-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00500-014-1477-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-014-1477-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,16]],"date-time":"2019-08-16T07:30:54Z","timestamp":1565940654000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00500-014-1477-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,10,17]]},"references-count":39,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2015,11]]}},"alternative-id":["1477"],"URL":"https:\/\/doi.org\/10.1007\/s00500-014-1477-4","relation":{},"ISSN":["1432-7643","1433-7479"],"issn-type":[{"value":"1432-7643","type":"print"},{"value":"1433-7479","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,10,17]]}}}