{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T14:31:43Z","timestamp":1781101903390,"version":"3.54.1"},"reference-count":25,"publisher":"IGI Global Scientific Publishing","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2011,4,1]]},"abstract":"<p>The Differential Evolution (DE) is a well known Evolutionary Algorithm (EA), and is popular for its simplicity. Several novelties have been proposed in research to enhance the performance of DE. This paper focuses on demonstrating the performance enhancement of DE by implementing some of the recent ideas in DE\u2019s research viz. Dynamic Differential Evolution (dDE), Multiple Trial Vector Differential Evolution (mtvDE), Mixed Variant Differential Evolution (mvDE), Best Trial Vector Differential Evolution (btvDE), Distributed Differential Evolution (diDE) and their combinations. The authors have chosen fourteen variants of DE and six benchmark functions with different modality viz. Unimodal Separable, Unimodal Nonseparable, Multimodal Separable, and Multimodal Nonseparable. On analyzing distributed DE and mixed variant DE, a novel mixed-variant distributed DE is proposed whereby the subpopulations (islands) employ different DE variants to cooperatively solve the given problem. The competitive performance of mixed-variant distributed DE on the chosen problem is also demonstrated. The variants are well compared by their mean objective function values and probability of convergence.<\/p>","DOI":"10.4018\/jaec.2011040103","type":"journal-article","created":{"date-parts":[[2011,10,19]],"date-time":"2011-10-19T12:02:24Z","timestamp":1319025744000},"page":"58-81","source":"Crossref","is-referenced-by-count":4,"title":["Experimental Study on Recent Advances in Differential Evolution Algorithm"],"prefix":"10.4018","volume":"2","author":[{"given":"G.","family":"Jeyakumar","sequence":"first","affiliation":[{"name":"Amrita School of Engineering, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"C.","family":"Shanmugavelayutham","sequence":"additional","affiliation":[{"name":"Amrita School of Engineering, India"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"jaec.2011040103-0","author":"B. V.Babu","year":"2001","journal-title":"Optimal design of shell-and-tube heat exchanges by different strategies of differential evolution (Tech. Rep. No. PILANI -333 031)"},{"key":"jaec.2011040103-1","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-540-68830-3","volume":"Vol. 143","author":"U. K.Chakraborty","year":"2008","journal-title":"Advances in differential evolution, studies in computational intelligence series"},{"key":"jaec.2011040103-2","author":"V.Feoktistov","year":"2006","journal-title":"Differential evolution in search of solutions"},{"key":"jaec.2011040103-3","unstructured":"Kozlov, K. N., & Samsonov, A. M. (2006). New migration scheme for parallel differential evolution. In Proceedings of the Fifth International Conference on Bioinformatics of Genome Regulation and Structure (pp. 141-144)."},{"key":"jaec.2011040103-4","doi-asserted-by":"publisher","DOI":"10.1080\/03052150701364022"},{"key":"jaec.2011040103-5","doi-asserted-by":"crossref","unstructured":"Montes, E. M., Velazquez-Reyes, J., & Coello, C. A. C. (2006). A comparative study on differential evolution variants for global optimization. In Proceedings of the 8th Annual Conference on Genetic and Evolutionary Computation (pp. 1397-1398).","DOI":"10.1145\/1143997.1144086"},{"key":"jaec.2011040103-6","doi-asserted-by":"publisher","DOI":"10.1007\/s12293-009-0008-9"},{"key":"jaec.2011040103-7","unstructured":"Ntipteni, M. S., Valakos, I. M., & Nikolos, I. K. (2006). An asynchronous parallel differential evolution algorithms. In Proceedings of the International Conference on Design Optimization and Application."},{"key":"jaec.2011040103-8","doi-asserted-by":"crossref","unstructured":"Pant, M., Thangaraj, R., Abraham, A., & Grosan, C. (2009). Differential evolution with laplace mutation operator. In Proceedings of the IEEE Congress on Evolutionary Computation (pp. 2841-2849).","DOI":"10.1109\/CEC.2009.4983299"},{"key":"jaec.2011040103-9","first-page":"79","article-title":"An introduction to differential evolution","author":"K. V.Price","year":"1999","journal-title":"New ideas in optimization"},{"key":"jaec.2011040103-10","author":"K. V.Price","year":"2005","journal-title":"Differential evolution: A practical approach to global optimization"},{"key":"jaec.2011040103-11","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2008.927706"},{"issue":"1","key":"jaec.2011040103-12","article-title":"Dynamic differential evolution strategy and applications in electromagnetic inverse scattering problems.","volume":"44","author":"A.Qing","year":"2006","journal-title":"IEEE Transactions on Geoscience and Remote Sensing"},{"key":"jaec.2011040103-13","doi-asserted-by":"crossref","unstructured":"Qing, A. (2008). A study on base vector for differential evolution. In Proceedings of the IEEE World Congress on Computational Intelligence and Evolutionary Computation (pp. 550-556).","DOI":"10.1109\/CEC.2008.4630850"},{"key":"jaec.2011040103-14","doi-asserted-by":"publisher","DOI":"10.1109\/4235.752918"},{"key":"jaec.2011040103-15","unstructured":"Storn, R., & Price, K. (1995). Differential evolution \u2013 a simple and efficient adaptive scheme for global optimization over continuous spaces (Technical Report TR-95-012). Berkeley, CA: International Computer Science Institute."},{"key":"jaec.2011040103-16","doi-asserted-by":"publisher","DOI":"10.1023\/A:1008202821328"},{"key":"jaec.2011040103-17","doi-asserted-by":"crossref","unstructured":"Tasoulis, D. K., Pavliis, N. G., Plagianakos, V. P., & Vrahatis, M. N. (2004). Parallel differential evolution. In Proceedings of the IEEE Congress on Evolutionary Computation.","DOI":"10.1109\/CEC.2004.1331145"},{"key":"jaec.2011040103-18","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2010.01.071"},{"key":"jaec.2011040103-19","first-page":"1980","article-title":"Comparative study of differential evolution particle swarm optimization and evolutionary algorithm on numerical benchmark problems. In","volume":"3","author":"J.Vesterstrom","year":"2004","journal-title":"Proceedings of the IEEE Congress on Evolutionary Computation"},{"key":"jaec.2011040103-20","doi-asserted-by":"publisher","DOI":"10.1007\/s10710-009-9089-y"},{"key":"jaec.2011040103-21","doi-asserted-by":"publisher","DOI":"10.1109\/4235.585893"},{"key":"jaec.2011040103-22","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1007\/978-3-642-18965-4_2","article-title":"Fast evolutionary algorithms","author":"X.Yao","year":"2003","journal-title":"Advances in evolutionary computing: Theory and applications"},{"key":"jaec.2011040103-23","first-page":"262","article-title":"Parallel implementation of multi-population differential evolution","author":"D.Zaharie","year":"2003","journal-title":"Concurrent information processing and computing"},{"key":"jaec.2011040103-24","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2009.2014613"}],"container-title":["International Journal of Applied Evolutionary Computation"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=54346","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,6,2]],"date-time":"2022-06-02T00:15:09Z","timestamp":1654128909000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/jaec.2011040103"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2011,4,1]]},"references-count":25,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2011,4]]}},"URL":"https:\/\/doi.org\/10.4018\/jaec.2011040103","relation":{},"ISSN":["1942-3594","1942-3608"],"issn-type":[{"value":"1942-3594","type":"print"},{"value":"1942-3608","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011,4,1]]}}}