{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,26]],"date-time":"2025-10-26T14:26:00Z","timestamp":1761488760428},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2011,9,9]],"date-time":"2011-09-09T00:00:00Z","timestamp":1315526400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Appl Intell"],"published-print":{"date-parts":[[2012,7]]},"DOI":"10.1007\/s10489-011-0317-9","type":"journal-article","created":{"date-parts":[[2011,9,8]],"date-time":"2011-09-08T08:44:27Z","timestamp":1315471467000},"page":"130-144","source":"Crossref","is-referenced-by-count":22,"title":["Performance evaluation of evolutionary heuristics in dynamic environments"],"prefix":"10.1007","volume":"37","author":[{"given":"Demet","family":"Ayvaz","sequence":"first","affiliation":[]},{"given":"Haluk Rahmi","family":"Topcuoglu","sequence":"additional","affiliation":[]},{"given":"Fikret","family":"Gurgen","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2011,9,9]]},"reference":[{"key":"317_CR1","first-page":"2047","volume-title":"Congress on evolutionary computation","author":"RW Morrison","year":"1999","unstructured":"Morrison RW, DeJong KA (1999) A test problem generator for non-stationary environments. In: Congress on evolutionary computation, vol\u00a03. IEEE Press, New York, pp\u00a02047\u20132053"},{"key":"317_CR2","first-page":"25","volume-title":"GECCO workshop on evolutionary algorithms for dynamic optimization","author":"A Younes","year":"2005","unstructured":"Younes A, Calamai P, Basir O (2005) Generalized benchmark generation for dynamic combinatorial problems. In: GECCO workshop on evolutionary algorithms for dynamic optimization, pp 25\u201331"},{"key":"317_CR3","first-page":"481","volume-title":"Seventh international conference on genetic algorithms","author":"SC Lin","year":"1997","unstructured":"Lin SC, Goodman ED, Punch WF (1997) A genetic algorithm approach to dynamic job shop scheduling problems. In: Seventh international conference on genetic algorithms. Morgan Kaufmann, San Mateo, pp 481\u2013488"},{"issue":"1","key":"317_CR4","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1162\/evco.1999.7.1.1","volume":"7","author":"C Bierwirth","year":"1999","unstructured":"Bierwirth C, Mattfeld DC (1999) Production scheduling and rescheduling with genetic algorithms. Evol Comput 7(1):1\u201318","journal-title":"Evol Comput"},{"key":"317_CR5","series-title":"LNCS","doi-asserted-by":"crossref","first-page":"253","DOI":"10.1007\/3-540-45356-3_25","volume-title":"Parallel problem solving from nature (PPSN VI)","author":"J Branke","year":"2000","unstructured":"Branke J, Mattfeld D (2000) Anticipation in dynamic optimization: the scheduling case. In: Parallel problem solving from nature (PPSN VI). LNCS, vol 1917. Springer, Berlin, pp 253\u2013262"},{"key":"317_CR6","series-title":"LNCS","doi-asserted-by":"crossref","first-page":"693","DOI":"10.1007\/BFb0040820","volume-title":"Evolutionary programming VII","author":"SA Stanhope","year":"1998","unstructured":"Stanhope SA, Daida JM (1998) Optimal mutation and crossover rates for a genetic algorithm operating in a dynamic environment. In: Evolutionary programming VII. LNCS, vol\u00a01447. Springer, Berlin, pp 693\u2013702"},{"issue":"4","key":"317_CR7","doi-asserted-by":"crossref","first-page":"665","DOI":"10.1142\/S0218213097000323","volume":"6","author":"P Collard","year":"1997","unstructured":"Collard P, Escazut C, Gaspar A (1997) An evolutionary approach for time dependent optimization. Int J Artif Intell Tools 6(4):665\u2013695","journal-title":"Int J Artif Intell Tools"},{"key":"317_CR8","series-title":"LNCS","doi-asserted-by":"crossref","first-page":"335","DOI":"10.1007\/BFb0014823","volume-title":"Sixth international conference on evolutionary programming","author":"PJ Angeline","year":"1997","unstructured":"Angeline PJ (1997) Tracking extrema in dynamic environments. In: Sixth international conference on evolutionary programming. LNCS, vol 1213. Springer, Berlin, pp 335\u2013345"},{"key":"317_CR9","first-page":"446","volume-title":"IEEE international conference on evolutionary computation","author":"T B\u00e4ck","year":"1998","unstructured":"B\u00e4ck T (1998) On the behavior of evolutionary algorithms in dynamic environments. In: IEEE international conference on evolutionary computation. IEEE Press, New York, pp\u00a0446\u2013451"},{"key":"317_CR10","first-page":"45","volume-title":"Third Nordic workshop on genetic algorithms","author":"C Ryan","year":"1997","unstructured":"Ryan C (1997) Diploidy without dominance. In: Third Nordic workshop on genetic algorithms, pp 45\u201352"},{"key":"317_CR11","first-page":"299","volume-title":"International conference on genetic algorithms","author":"N Mori","year":"1997","unstructured":"Mori N, Imanishi S, Kita H, Nishikawa Y (1997) Adaptation to changing environments by means of the memory based thermodynamical genetic algorithms. In: International conference on genetic algorithms. Morgan Kaufmann, San Mateo, pp 299\u2013306"},{"key":"317_CR12","series-title":"LNCS","doi-asserted-by":"crossref","first-page":"139","DOI":"10.1007\/BFb0056857","volume-title":"Parallel problem solving from nature","author":"J Lewis","year":"1998","unstructured":"Lewis J, Hart E, Ritchie G (1998) A comparison of dominance mechanisms and simple mutation on non-stationary problems. In: Parallel problem solving from nature. LNCS, vol 1498. Springer, Berlin, pp 139\u2013148"},{"key":"317_CR13","unstructured":"Branke J (2011) The moving peaks benchmark. http:\/\/www.aifb.uni-karlsruhe.de\/~jbr\/MovPeaks"},{"issue":"1","key":"317_CR14","doi-asserted-by":"crossref","first-page":"89","DOI":"10.1007\/s10489-006-0033-z","volume":"27","author":"FT Hanshar","year":"2007","unstructured":"Hanshar FT, Ombuki-Berman B (2007) Dynamic vehicle routing using genetic algorithm. Appl Intell 27(1):89\u201399","journal-title":"Appl Intell"},{"issue":"1","key":"317_CR15","doi-asserted-by":"crossref","first-page":"34","DOI":"10.1007\/s10489-006-6927-y","volume":"24","author":"S Favuzza","year":"2006","unstructured":"Favuzza S, Graditi G, Sanseverino E (2006) Adaptive and dynamic ant colony search algorithm for optimal distribution systems reinforcement strategy. Appl Intell 24(1):34\u201342","journal-title":"Appl Intell"},{"key":"317_CR16","volume-title":"Evolutionary optimization in dynamic environments","author":"J Branke","year":"2001","unstructured":"Branke J (2001) Evolutionary optimization in dynamic environments. Kluwer, Dordrecht"},{"key":"317_CR17","first-page":"1875","volume-title":"Congress on evolutionary computation CEC99","author":"J Branke","year":"1999","unstructured":"Branke J (1999) Memory enhanced evolutionary algorithms for changing optimization problems. In: Congress on evolutionary computation CEC99, vol\u00a03. IEEE Press, New York, pp\u00a01875\u20131882"},{"key":"317_CR18","volume-title":"Proceedings of the genetic and evolutionary computation conference\u2014GECCO 2002","author":"A Simoes","year":"2002","unstructured":"Simoes A, Costa E (2002) Using genetic algorithms to deal with dynamic environments: a comparative study of several approaches based on promoting diversity. In: Proceedings of the genetic and evolutionary computation conference\u2014GECCO 2002, New York"},{"key":"317_CR19","first-page":"523","volume-title":"5th international conference on genetic algorithms","author":"HG Cobb","year":"1993","unstructured":"Cobb HG, Gerfenstette JJ (1993) Genetic algorithms for tracking changing environments. In: 5th international conference on genetic algorithms. Morgan Kauffman, San Mateo, pp 523\u2013530"},{"key":"317_CR20","series-title":"LNCS","volume-title":"International symp on computer and information science","author":"D Ayvaz","year":"2006","unstructured":"Ayvaz D, Topcuoglu H, Gurgen F (2006) Hybrid techniques for dynamic optimization problems. In: International symp on computer and information science. LNCS. Springer, Berlin"},{"key":"317_CR21","first-page":"299","volume-title":"Adaptive computing in design and manufacturing","author":"J Branke","year":"2000","unstructured":"Branke J, Kaussler T, Schmidt C, Schmeck H (2000) A multi-population approach to dynamic optimization problems. In: Adaptive computing in design and manufacturing. Springer, Berlin, pp 299\u2013308"},{"key":"317_CR22","first-page":"239","volume-title":"Theory and application of evolutionary computation: recent trends","author":"J Branke","year":"2002","unstructured":"Branke J, Schmeck H (2002) Designing evolutionary algorithms for dynamic optimization problems. In: Theory and application of evolutionary computation: recent trends. Springer, Berlin, pp 239\u2013262"},{"issue":"3","key":"317_CR23","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1162\/1063656041774983","volume":"12","author":"M Lozano","year":"2004","unstructured":"Lozano M, Herrera F, Krasnogor N, Molina D (2004) Real-coded memetic algorithms with crossover hill-climbing. Evol Comput 12(3):273\u2013302","journal-title":"Evol Comput"},{"key":"317_CR24","first-page":"19","volume-title":"Genetic and evolutionary computation conference GECCO-2000","author":"RK Ursem","year":"2000","unstructured":"Ursem RK (2000) Multinational GA multimodal optimization techniques in dynamic environments. In: Genetic and evolutionary computation conference GECCO-2000. Morgan Kaufmann, San Mateo, pp 19\u201326"},{"key":"317_CR25","first-page":"137","volume-title":"Parallel problem solving from nature","author":"JJ Grefenstette","year":"1992","unstructured":"Grefenstette JJ (1992) Genetic algorithms for changing environments. In: Parallel problem solving from nature, vol\u00a02, Berlin. North Holland, Amsterdam, pp\u00a0137\u2013144"},{"issue":"1","key":"317_CR26","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1007\/s10489-005-2370-8","volume":"23","author":"D Angus","year":"2005","unstructured":"Angus D, Hendtlass T (2005) Dynamic ant colony optimization. Appl Intell 23(1):33\u201338","journal-title":"Appl Intell"},{"issue":"4","key":"317_CR27","doi-asserted-by":"crossref","first-page":"459","DOI":"10.1109\/TEVC.2005.857074","volume":"10","author":"T Blackwell","year":"2006","unstructured":"Blackwell T, Branke J (2006) Multiswarms, exclusion, and anti-convergence in dynamic environments. IEEE Trans Evol Comput 10(4):459\u2013472","journal-title":"IEEE Trans Evol Comput"},{"key":"317_CR28","series-title":"LNCS","first-page":"64","volume-title":"Parallel problem solving from nature","author":"K Weicker","year":"2002","unstructured":"Weicker K (2002) Performance measures for dynamic environments. In: Parallel problem solving from nature. LNCS, vol 2439. Springer, Berlin, pp 64\u201373"},{"key":"317_CR29","first-page":"5","volume-title":"GECCO workshop on evolutionary algorithms for dynamic optimization problems","author":"R Morrison","year":"2003","unstructured":"Morrison R (2003) Performance measurement in dynamic environments. In: GECCO workshop on evolutionary algorithms for dynamic optimization problems, pp 5\u20138"},{"key":"317_CR30","unstructured":"De Jong K (1975) An analysis of the behavior of a class of genetic adaptive systems. PhD thesis, University of Michigan, Ann Arbor MI"},{"key":"317_CR31","unstructured":"Branke J (1999) Evolutionary algorithms for dynamic optimization problems\u2014a survey. Technical Report 387, Institute AIFB, University of Karlsruhe"},{"issue":"3","key":"317_CR32","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\u2014a survey. IEEE Trans Evol Comput 9(3):303\u2013317","journal-title":"IEEE Trans Evol Comput"},{"key":"317_CR33","doi-asserted-by":"crossref","unstructured":"Cobb HG (1990) An investigation into the use of hypermutation as an adaptive operator in genetic algorithms having continuous, time-dependent nonstationary environments. Technical Report AIC-90-001. Naval Research Laboratory, Washington, USA","DOI":"10.21236\/ADA229159"},{"key":"317_CR34","series-title":"LNCS","volume-title":"Parallel problem solving from nature","author":"F Vavak","year":"1996","unstructured":"Vavak F, Fogarty TC, Jukes K (1996) A genetic algorithm with variable range of local search for tracking changing environments. In: Parallel problem solving from nature. LNCS, vol 1141. Springer, Berlin"},{"key":"317_CR35","volume-title":"International conference on evolutionary computation","author":"W Cedeno","year":"1997","unstructured":"Cedeno W, Vemuri VR (1997) On the use of niching for dynamic landscapes. In: International conference on evolutionary computation. IEEE Press, New York"},{"key":"317_CR36","series-title":"LNCS","first-page":"513","volume-title":"Parallel problem solving from nature","author":"N Mori","year":"1996","unstructured":"Mori N, Kita H, Nishikawa Y (1996) Adaptation to a changing environment by means of the thermodynamical genetic algorithm. In: Parallel problem solving from nature. LNCS, vol 1141. Springer, Berlin, pp\u00a0513\u2013522"},{"key":"317_CR37","series-title":"LNCS","first-page":"84","volume-title":"International conference on genetic algorithms","author":"CL Ramsey","year":"1993","unstructured":"Ramsey CL, Grefenstette JJ (1993) Case-based initialization of genetic algorithms. In: International conference on genetic algorithms. LNCS. Springer, Berlin, pp 84\u201391"},{"key":"317_CR38","first-page":"145","volume-title":"Congress on evolutionary computation","author":"CN Bendtsen","year":"2002","unstructured":"Bendtsen CN, Krink T (2002) Dynamic memory model for non-stationary optimization. In: Congress on evolutionary computation. IEEE Press, New York, pp\u00a0145\u2013150"},{"key":"317_CR39","first-page":"504","volume-title":"Genetic and evolutionary computation conference (GECCO)","author":"F Oppacher","year":"1999","unstructured":"Oppacher F, Wineberg M (1999) The shifting balance genetic algorithm: improving the ga in a dynamic environment. In: Genetic and evolutionary computation conference (GECCO), vol\u00a01. Morgan Kaufmann, San Francisco, pp 504\u2013510"},{"issue":"1","key":"317_CR40","doi-asserted-by":"crossref","first-page":"61","DOI":"10.1162\/evco.1997.5.1.61","volume":"5","author":"S Tsutsi","year":"1997","unstructured":"Tsutsi S, Fujimoto Y, Ghosh A (1997) Forking genetic algorithms: gas with search space division schemes. Evol Comput 5(1):61\u201380","journal-title":"Evol Comput"},{"key":"317_CR41","first-page":"2039","volume-title":"Congress on evolutionary computation","author":"K Weicker","year":"1999","unstructured":"Weicker K, Weicker N (1999) On evolution strategy optimization in dynamic environments. In: Congress on evolutionary computation, vol\u00a03, pp 2039\u20132046"},{"key":"317_CR42","first-page":"1843","volume-title":"Congress on evolutionary computation","author":"K Trojanowski","year":"1999","unstructured":"Trojanowski K, Michalewicz Z (1999) Searching for optima in non-stationary environments. In: Congress on evolutionary computation, vol\u00a03. IEEE Press, New York, pp\u00a01843\u20131850"},{"key":"317_CR43","first-page":"1859","volume-title":"Congress on evolutionary computation","author":"A Gaspar","year":"1999","unstructured":"Gaspar A, Collard P (1999) From gas to artificial immune systems: improving adaptation in time dependent optimization. In: Congress on evolutionary computation, vol\u00a03. IEEE Press, New York, pp\u00a01859\u20131866"},{"key":"317_CR44","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-662-05094-1","volume-title":"Introduction to evolutionary computing","author":"AE Eiben","year":"2003","unstructured":"Eiben AE, Smith JE (2003) Introduction to evolutionary computing. Springer, Berlin"}],"container-title":["Applied Intelligence"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-011-0317-9.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10489-011-0317-9\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10489-011-0317-9","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,15]],"date-time":"2019-06-15T04:17:03Z","timestamp":1560572223000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10489-011-0317-9"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,9,9]]},"references-count":44,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2012,7]]}},"alternative-id":["317"],"URL":"https:\/\/doi.org\/10.1007\/s10489-011-0317-9","relation":{},"ISSN":["0924-669X","1573-7497"],"issn-type":[{"value":"0924-669X","type":"print"},{"value":"1573-7497","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,9,9]]}}}