{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,4,6]],"date-time":"2025-04-06T20:40:07Z","timestamp":1743972007654,"version":"3.40.3"},"publisher-location":"Berlin, Heidelberg","reference-count":35,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"type":"print","value":"9783642306648"},{"type":"electronic","value":"9783642306655"}],"license":[{"start":{"date-parts":[[2013,1,1]],"date-time":"2013-01-01T00:00:00Z","timestamp":1356998400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2013,1,1]],"date-time":"2013-01-01T00:00:00Z","timestamp":1356998400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013]]},"DOI":"10.1007\/978-3-642-30665-5_7","type":"book-chapter","created":{"date-parts":[[2012,8,11]],"date-time":"2012-08-11T08:06:27Z","timestamp":1344672387000},"page":"117-145","source":"Crossref","is-referenced-by-count":6,"title":["Self-Adaptive Differential Evolution for Dynamic Environments with Fluctuating Numbers of Optima"],"prefix":"10.1007","author":[{"given":"Mathys C.","family":"du Plessis","sequence":"first","affiliation":[]},{"given":"Andries P.","family":"Engelbrecht","sequence":"additional","affiliation":[]}],"member":"297","reference":[{"key":"7_CR1","doi-asserted-by":"crossref","unstructured":"A multi-population approach to dynamic optimization problems. In: Adaptive Computing in Design and Manufacturing, pp. 299\u2013308. Springer (2000)","DOI":"10.1007\/978-1-4471-0519-0_24"},{"key":"7_CR2","doi-asserted-by":"crossref","unstructured":"Blackwell, T.: Particle swarm optimization in dynamic environments. In: Evolutionary Computation in Dynamic and Uncertain Environments, pp. 29\u201349. Springer (2007)","DOI":"10.1007\/978-3-540-49774-5_2"},{"key":"7_CR3","doi-asserted-by":"publisher","first-page":"489","DOI":"10.1007\/978-3-540-24653-4_50","volume":"3005","author":"T. Blackwell","year":"2004","unstructured":"Blackwell, T., Branke, J.: Multiswarm optimization in dynamic environments. Applications of Evolutionary Computing\u00a03005, 489\u2013500 (2004)","journal-title":"Applications of Evolutionary Computing"},{"issue":"4","key":"7_CR4","doi-asserted-by":"publisher","first-page":"459","DOI":"10.1109\/TEVC.2005.857074","volume":"10","author":"T. Blackwell","year":"2006","unstructured":"Blackwell, T., Branke, J.: Multiswarms, exclusion, and anti-convergence in dynamic environments. IEEE Transactions on Evolutionary Computation\u00a010(4), 459\u2013472 (2006)","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"7_CR5","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4615-0911-0","volume-title":"Evolutionary Optimization in Dynamic Environments","author":"J. Branke","year":"2002","unstructured":"Branke, J.: Evolutionary Optimization in Dynamic Environments. Kluwer Academic Publishers, Norwell (2002)"},{"key":"7_CR6","unstructured":"Branke, J.: The moving peaks benchmark (2007), http:\/\/www.aifb.uni-karlsruhe.de\/~jbr\/MovPeaks\/"},{"key":"7_CR7","doi-asserted-by":"crossref","unstructured":"Branke, J., Schmeck, H.: Designing evolutionary algorithms for dynamic optimization problems. In: Tsutsui, S., Ghosh, A. (eds.) Theory and Application of Evolutionary Computation: Recent Trends, pp. 239\u2013262. Springer (2002)","DOI":"10.1007\/978-3-642-18965-4_9"},{"key":"7_CR8","doi-asserted-by":"crossref","unstructured":"Branke, J., Schmeck, H.: Designing evolutionary algorithms for dynamic optimization problems, pp. 239\u2013262 (2003)","DOI":"10.1007\/978-3-642-18965-4_9"},{"issue":"6","key":"7_CR9","doi-asserted-by":"publisher","first-page":"646","DOI":"10.1109\/TEVC.2006.872133","volume":"10","author":"J. Brest","year":"2006","unstructured":"Brest, J., Greiner, S., Boskovic, B., Mernik, M., Zumer, V.: Self-adapting control parameters in differential evolution: A comparative study on numerical benchmark problems. IEEE Transactions on Evolutionary Computation\u00a010(6), 646\u2013657 (2006)","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"7_CR10","doi-asserted-by":"crossref","unstructured":"Brest, J., Zamuda, A., Bo\u0161kovic, B., Mau\u010dec, M.S., \u017dumer, V.: Dynamic optimization using self-adaptive differential evolution. In: CEC 2009: Proceedings of the Eleventh Conference on Congress on Evolutionary Computation, Piscataway, NJ, USA, pp. 415\u2013422 (2009)","DOI":"10.1109\/CEC.2009.4982976"},{"key":"7_CR11","doi-asserted-by":"crossref","unstructured":"Carlisle, A., Dozier, G.: Tracking changing extrema with adaptive particle swarm optimizer. In: Proc. World Automation Congress, pp. 265\u2013270 (2002)","DOI":"10.1109\/WAC.2002.1049555"},{"key":"7_CR12","unstructured":"Darwin, C.: The origin of species (1859)"},{"key":"7_CR13","doi-asserted-by":"crossref","unstructured":"du Plessis, M.C., Engelbrecht, A.P.: Improved differential evolution for dynamic optimization problems. In: IEEE Congress on Evolutionary Computation, CEC 2008, pp. 229\u2013234 (June 2008)","DOI":"10.1109\/CEC.2008.4630804"},{"key":"7_CR14","unstructured":"du Plessis, M.C., Engelbrecht, A.P.: Differential evolution for dynamic environments with unknown numbers of optima. Submitted to Journal of Global Optimization (2010)"},{"key":"7_CR15","unstructured":"du Plessis, M.C., Engelbrecht, A.P.: Using competitive population evaluation in a differential evolution algorithm for dynamic environments. Submitted to European Journal of Operational Research (2010)"},{"key":"7_CR16","doi-asserted-by":"crossref","unstructured":"du Plessis, M.C., Engelbrecht, A.P.: Self-adaptive competitive differential evolution for dynamic environments. In: IEEE Symposium Series on Computational Intelligence, SSCI 2011, pp. 1\u20138 (April 2011)","DOI":"10.1109\/SDE.2011.5952054"},{"key":"7_CR17","doi-asserted-by":"crossref","unstructured":"Engelbrecht, A.P.: Computational Intelligence An Introduction, 2nd edn. John Wiley and Sons (2007)","DOI":"10.1002\/9780470512517"},{"key":"7_CR18","unstructured":"Hu, X., Eberhart, R.C.: Adaptive particle swarm optimisation: detection and response to dynamic systems. In: Proceedings Congress on Evolutionary Computation, pp. 1666\u20131670 (2002)"},{"issue":"3","key":"7_CR19","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1109\/TEVC.2005.846356","volume":"9","author":"Y. Jin","year":"2005","unstructured":"Jin, Y., Branke, J.: Evolutionary optimization in uncertain environments - a survey. IEEE Transactions on Evolutionary Computation\u00a09(3), 303\u2013317 (2005)","journal-title":"IEEE Transactions on Evolutionary Computation"},{"key":"7_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"391","DOI":"10.1007\/978-3-540-89694-4_40","volume-title":"Simulated Evolution and Learning","author":"C. Li","year":"2008","unstructured":"Li, C., Yang, S.: A Generalized Approach to Construct Benchmark Problems for Dynamic Optimization. In: Li, X., Kirley, M., Zhang, M., Green, D., Ciesielski, V., Abbass, H.A., Michalewicz, Z., Hendtlass, T., Deb, K., Tan, K.C., Branke, J., Shi, Y. (eds.) SEAL 2008. LNCS, vol.\u00a05361, pp. 391\u2013400. Springer, Heidelberg (2008)"},{"key":"7_CR21","unstructured":"Li, C., Yang, S., Nguyen, T.T., Yu, E.L., Yao, X., Jin, Y., Beyer, H.G., Suganthan, P.N.: University of Leicester, University of Birmingham, Nanyang Technological University, Technical Report (2008)"},{"key":"7_CR22","doi-asserted-by":"publisher","first-page":"51","DOI":"10.1145\/1143997.1144005","volume-title":"GECCO 2006: Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation","author":"X. Li","year":"2006","unstructured":"Li, X., Branke, J., Blackwell, T.: Particle swarm with speciation and adaptation in a dynamic environment. In: GECCO 2006: Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation, pp. 51\u201358. ACM, New York (2006)"},{"key":"7_CR23","unstructured":"Mendes, R., Mohais, A.: Dynde: a differential evolution for dynamic optimization problems. In: Congress on Evolutionary Computation, pp. 2808\u20132815. IEEE (2005)"},{"key":"7_CR24","doi-asserted-by":"publisher","first-page":"485","DOI":"10.1145\/1143997.1144086","volume-title":"GECCO 2006: Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation","author":"E. Mezura-Montes","year":"2006","unstructured":"Mezura-Montes, E., Vel\u00e1zquez-Reyes, J., Coello, C.A.: A comparative study of differential evolution variants for global optimization. In: GECCO 2006: Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation, pp. 485\u2013492. ACM, New York (2006)"},{"key":"7_CR25","doi-asserted-by":"crossref","unstructured":"Morrison, R.W.: Designing Evolutionary Algorithms for Dynamic Environments. Springer (2004)","DOI":"10.1007\/978-3-662-06560-0"},{"key":"7_CR26","series-title":"Lecture Notes in Artificial Intelligence","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1007\/11596448_28","volume-title":"Computational Intelligence and Security","author":"M.G.H. Omran","year":"2005","unstructured":"Omran, M.G.H., Salman, A., Engelbrecht, A.P.: Self-adaptive Differential Evolution. In: Hao, Y., Liu, J., Wang, Y.-P., Cheung, Y.-m., Yin, H., Jiao, L., Ma, J., Jiao, Y.-C. (eds.) CIS 2005. LNCS (LNAI), vol.\u00a03801, pp. 192\u2013199. Springer, Heidelberg (2005)"},{"issue":"1","key":"7_CR27","doi-asserted-by":"publisher","first-page":"128","DOI":"10.1016\/j.ejor.2008.02.035","volume":"196","author":"M.G.H. Omran","year":"2009","unstructured":"Omran, M.G.H., Engelbrecht, A.P., Salman, A.: Bare bones differential evolution. European Journal of Operational Research\u00a0196(1), 128\u2013139 (2009)","journal-title":"European Journal of Operational Research"},{"key":"7_CR28","first-page":"504","volume-title":"Genetic and Evolutionary Computation Conference (GECCO)","author":"F. Oppacher","year":"1999","unstructured":"Oppacher, F., Wineberg, M.: The shifting balance genetic algorithm: Improving the ga in a dynamic environment. In: Banzhaf, W., et al. (eds.) Genetic and Evolutionary Computation Conference (GECCO), vol.\u00a01, pp. 504\u2013510. Morgan Kaufmann, San Francisco (1999)"},{"key":"7_CR29","doi-asserted-by":"crossref","unstructured":"Parrott, D., Li, X.: A particle swarm model for tracking multiple peaks in a dynamic environment using speciation. In: Congress on Evolutionary Computation, pp. 98\u2013103. IEEE (2004)","DOI":"10.1109\/CEC.2004.1330843"},{"key":"7_CR30","unstructured":"Price, K., Storn, R., Lampinen, J.: Differential evolution - A practical approach to global optimization. Springer (2005)"},{"key":"7_CR31","unstructured":"Storn, R.: On the usage of differential evolution for function optimization. In: Biennial Conference of the North American Fuzzy Information Processing Society, pp. 519\u2013523. IEEE (1996)"},{"key":"7_CR32","unstructured":"Storn, R., Price, K.: Minimizing the real functions of the icec96 contest by differential evolution. In: IEEE Conference on Evolutionary Computation, pp. 842\u2013844. IEEE (1996)"},{"key":"7_CR33","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1023\/A:1008202821328","volume":"11","author":"R. Storn","year":"1997","unstructured":"Storn, R., Price, K.: Differential evolution - a simple and efficient heuristic for global optimization over continuous spaces. Journal of Global Optimization\u00a011, 341\u2013359 (1997)","journal-title":"Journal of Global Optimization"},{"key":"7_CR34","unstructured":"Ursem, R.K.: Multinational GA optimization techniques in dynamic environments. In: Whitley, D., Goldberg, D., Cantu-Paz, E., Spector, L., Parmee, I., Beyer, H.-G. (eds.) Genetic and Evolutionary Computation Conference, pp. 19\u201326. Morgan Kaufmann (2000)"},{"key":"7_CR35","unstructured":"Zaharie, D., Zamfirache, F.: Diversity enhancing mechanisms for evolutionary optimization in static and dynamic environments. In: 3rd Romanian-Hungarian Joint Symposium on Applied Computational Intelligence, pp. 460\u2013471 (2006)"}],"container-title":["Studies in Computational Intelligence","Metaheuristics for Dynamic Optimization"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-30665-5_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,6]],"date-time":"2025-04-06T20:08:57Z","timestamp":1743970137000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-642-30665-5_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013]]},"ISBN":["9783642306648","9783642306655"],"references-count":35,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-30665-5_7","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"type":"print","value":"1860-949X"},{"type":"electronic","value":"1860-9503"}],"subject":[],"published":{"date-parts":[[2013]]}}}