{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T14:31:18Z","timestamp":1784212278282,"version":"3.55.0"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2013,12,6]],"date-time":"2013-12-06T00:00:00Z","timestamp":1386288000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Soft Comput"],"published-print":{"date-parts":[[2014,10]]},"DOI":"10.1007\/s00500-013-1178-4","type":"journal-article","created":{"date-parts":[[2013,12,5]],"date-time":"2013-12-05T16:24:17Z","timestamp":1386260657000},"page":"1949-1965","source":"Crossref","is-referenced-by-count":23,"title":["Distributed heterogeneous mixing of differential and dynamic differential evolution variants for unconstrained global optimization"],"prefix":"10.1007","volume":"18","author":[{"given":"G.","family":"Jeyakumar","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"C.","family":"Shunmuga Velayutham","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2013,12,6]]},"reference":[{"key":"1178_CR1","doi-asserted-by":"crossref","unstructured":"Apolloni J, Leguizamo\u2019n G, Garc $$\\imath $$ \u0131 \u2019a-Nieto J, Alba E (2008) Island based distributed differential evolution: an experimental study on hybrid testbeds. In: Proceedings of the IEEE international conference on hybrid intelligent systems, pp 696\u2013701","DOI":"10.1109\/HIS.2008.87"},{"issue":"6","key":"1178_CR2","doi-asserted-by":"crossref","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 (2006) Self-adapting control parameters in differential evolution: a comparative study on numerical benchmark problems. IEEE Trans Evolut Comput 10(6):646\u2013657","journal-title":"IEEE Trans Evolut Comput"},{"key":"1178_CR3","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1109\/TEVC.2010.2059031","volume":"15","author":"S Das","year":"2011","unstructured":"Das S, Suganthan PN (2011) Differential evolution: a survey of the state-of-the-art. IEEE Trans Evolut Comput 15:4\u201331","journal-title":"IEEE Trans Evolut Comput"},{"key":"1178_CR4","doi-asserted-by":"crossref","unstructured":"Falco ID, Cioppa AD, Maisto D, Scafuri U, Tarantino E (2007a) Satellite image registration by distributed differential evolution. Applications of Evolutionary Computing-Lectures Notes in Computer Science 4448:251\u2013260","DOI":"10.1007\/978-3-540-71805-5_28"},{"key":"1178_CR5","doi-asserted-by":"crossref","unstructured":"Falco ID, Cioppa AD, Maisto D, Scafuri U, Tarantino E (2007b) Distributed differential evolution for the registration of remotely sensed images. In: Proceedings of the IEEE Euromicro international conference on parallel, distributed and network-based processing, pp 358\u2013362","DOI":"10.1109\/PDP.2007.36"},{"key":"1178_CR6","doi-asserted-by":"crossref","unstructured":"Falco ID, Cioppa AD, Maisto D, Scafuri U, Tarantino E (2007c) A distributed differential evolution approach for mapping in a grid environment. In: Proceedings of the IEEE Euromicro international conference on parallel, distributed and network-based processing, pp 442\u2013449","DOI":"10.1109\/PDP.2007.6"},{"key":"1178_CR7","volume-title":"Differential evolution in search of solutions","author":"V Feoktistov","year":"2006","unstructured":"Feoktistov V (2006) Differential evolution in search of solutions. Springer, USA"},{"key":"1178_CR8","unstructured":"Hansen N (2006) Compilation of results on the 2005 CEC Benchmark Function Set. http:\/\/www.ntu.edu.sg\/home\/epnsugan\/index_files\/CEC-05\/compareresults.pdf"},{"key":"1178_CR9","doi-asserted-by":"crossref","unstructured":"Jeyakumar G, Shunmuga Velayutham C (2009a) A comparative performance analysis of differential evolution and dynamic differential evolution variants. In: Proceedings of world congress on nature and biologically inspired computing (NaBIC), pp 463\u2013468","DOI":"10.1109\/NABIC.2009.5393353"},{"key":"1178_CR10","doi-asserted-by":"crossref","unstructured":"Jeyakumar G, Shunmuga Velayutham C (2009b) An empirical comparison of differential evolution variants on different classes of unconstrained global optimization problems. In: Proceedings of international conference on computer information systems and industrial management application (CISIM).","DOI":"10.1109\/NABIC.2009.5393495"},{"key":"1178_CR11","first-page":"95","volume-title":"Empirical study on migration topologies and migration policies for island based distributed differential evolution variants. Lecture notes in computer science","author":"G Jeyakumar","year":"2010","unstructured":"Jeyakumar G, Shunmuga Velayutham C (2010) Empirical study on migration topologies and migration policies for island based distributed differential evolution variants. Lecture notes in computer science. Springer-Verlag, Berlin, pp 95\u2013102"},{"key":"1178_CR12","first-page":"077","volume":"2","author":"G Jeyakumar","year":"2010","unstructured":"Jeyakumar G, Shunmuga Velayutham C (2010b) An empirical performance analysis of differential evolution variants on unconstrained global optimization problems. Int J Comput Inf Syst Ind Manag Appl 2:077\u2013086","journal-title":"Int J Comput Inf Syst Ind Manag Appl"},{"issue":"2","key":"1178_CR13","first-page":"1","volume":"34","author":"G Jeyakumar","year":"2012","unstructured":"Jeyakumar G, Shunmuga Velayutham C (2012) Differential evolution and dynamic differential evolution variants for unconstrained global optimization\u2014an empirical comparative study. Int J Comput Appl (IJCA) 34(2):1\u201310","journal-title":"Int J Comput Appl (IJCA)"},{"issue":"4","key":"1178_CR14","first-page":"735","volume":"6","author":"G Jeyakumar","year":"2010","unstructured":"Jeyakumar G, Shunmuga Velayutham C (2010c) An empirical comparative performance analysis of differential evolution, distributed and mixed-variants distributed differential evolution variants. Int J Comput Intell Res (IJCIR) 6(4):735\u2013742","journal-title":"Int J Comput Intell Res (IJCIR)"},{"key":"1178_CR15","doi-asserted-by":"crossref","unstructured":"Kwedlo W, Bandurski K (2006) A parallel differential evolution algorithm. In: Proceedings of the IEEE international symposium on parallel computing in, electrical engineering, pp 319\u2013324","DOI":"10.1109\/PARELEC.2006.6"},{"key":"1178_CR16","first-page":"217","volume-title":"Development in computational mechanics with high performance computing","author":"J Lampinen","year":"1999","unstructured":"Lampinen J (1999) Differential evolution\u2014new naturally parallel approach for engineering design optimization. In: Topping BHV (ed) Development in computational mechanics with high performance computing. Civil-Comp Press, Edinburgh, pp 217\u2013 228"},{"key":"1178_CR17","doi-asserted-by":"crossref","unstructured":"Mezura-Montes E, Velazquez-Reyes J, Coello Coello CA (2006) A comparative study on differential evolution variants for global optimization. In: GECCO 2006, Proceedings of the 8th annual conference on Genetic and, evolutionary computation, pp 485\u2013492","DOI":"10.1145\/1143997.1144086"},{"issue":"1","key":"1178_CR18","doi-asserted-by":"crossref","first-page":"394","DOI":"10.1016\/j.cor.2010.06.007","volume":"38","author":"QK Pan","year":"2011","unstructured":"Pan QK, Suganthan PN, Wang L, Gao L, Mallipeddi R (2011) A differential evolution algorithm with self-adapting strategy and control parameters. J Comput Oper Res 38(1):394\u2013408","journal-title":"J Comput Oper Res"},{"key":"1178_CR19","doi-asserted-by":"crossref","unstructured":"Pavlidis NG, Tasoulis DK, Plagianakos VP, Nikiforidis G, Vrahatis MN (2005) Spiking neural network training using evolutionary algorithms. In: Proceedings of the IEEE international joint conference on, neural networks, pp 2190\u20132194","DOI":"10.1109\/IJCNN.2005.1556240"},{"key":"1178_CR20","volume-title":"New ideas in optimization","author":"KV Price","year":"1999","unstructured":"Price KV et al (1999) An introduction to differential evolution. In: Corne D (ed) New ideas in optimization. Mc Graw-Hill, UK"},{"key":"1178_CR21","volume-title":"Differential evolution: a practical approach to global optimization","author":"KV Price","year":"2005","unstructured":"Price KV, Storn RM, Lampinen JA (2005) Differential evolution: a practical approach to global optimization. Springer-Verlag, Berlin"},{"key":"1178_CR22","unstructured":"Qin AK, Suganthan PN (2005) Self-adaptive differential evolution algorithm for numerical optimization. In: Proceedings of the 2005 IEEE congress on evolutionary computation, vol. 2, pp 1785\u20131791"},{"issue":"12","key":"1178_CR23","first-page":"397","volume":"13","author":"AK Qin","year":"2009","unstructured":"Qin AK, Huang VL, Suganthan PN (2009) Differential evolution algorithm with strategy adaptation for global numerical optimization. IEEE Trans Evolut Comput 13(12):397\u2013417","journal-title":"IEEE Trans Evolut Comput"},{"issue":"1","key":"1178_CR24","doi-asserted-by":"crossref","first-page":"116","DOI":"10.1109\/TGRS.2005.859347","volume":"44","author":"A Qing","year":"2006","unstructured":"Qing A (2006) Dynamic differential evolution strategy and applications in electromagnetic inverse scattering problems. IEEE Trans Geosci Remote Sens 44(1):116\u2013125","journal-title":"IEEE Trans Geosci Remote Sens"},{"issue":"4","key":"1178_CR25","doi-asserted-by":"crossref","first-page":"688","DOI":"10.1093\/beheco\/ark016","volume":"17","author":"GD Ruxton","year":"2006","unstructured":"Ruxton GD (2006) The unequal variance t-test is an underused alternative to student\u2019s t-test and the Mann-Whitney test. Behav Ecol 17(4):688\u2013690","journal-title":"Behav Ecol"},{"key":"1178_CR26","first-page":"353","volume-title":"Differential evolution\u2014a practical approach to global optimization, natural computing series","author":"M Salomon","year":"2005","unstructured":"Salomon M, Perrin GR, Heitz F, Armspach JP et al (2005) Parallel differential evolution: application to 3-d medical image registration. In: Price KV (ed) Differential evolution\u2014a practical approach to global optimization, natural computing series. Springer, New York, pp 353\u2013411"},{"key":"1178_CR27","unstructured":"Storn R, Price K (1995) Differential evolution\u2014a simple and efficient adaptive scheme for global optimization over continuous spaces, Technical, Report TR-95-012, ICSI"},{"issue":"4","key":"1178_CR28","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1023\/A:1008202821328","volume":"11","author":"R Storn","year":"1997","unstructured":"Storn R, Price K (1997) Differential evolution\u2014a simple and efficient heuristic strategy for global optimization and continuous spaces. J Global Optim 11(4):341\u2013359","journal-title":"J Global Optim"},{"key":"1178_CR29","doi-asserted-by":"crossref","unstructured":"Tasoulis DK, Pavliis NG, Plagianakos VP, Vrahatis MN (2004) Parallel differential evolution. In: CEC 2004, Proceeding of the IEEE congress on evolutionary computation, Portland, pp 2023\u20132029","DOI":"10.1109\/CEC.2004.1331145"},{"key":"1178_CR30","doi-asserted-by":"crossref","unstructured":"Vesterstrom J, Thomsen R (2004) A comparative study of differential evolution, particle swarm optimization and evolutionary algorithm on numerical benchmark problems. In: CEC 2004, Proceedings of the IEEE congress on evolutionary computation, Portland, pp. 1980\u20131987","DOI":"10.1109\/CEC.2004.1331139"},{"issue":"1","key":"1178_CR31","doi-asserted-by":"crossref","first-page":"55","DOI":"10.1109\/TEVC.2010.2087271","volume":"15","author":"Y Wang","year":"2011","unstructured":"Wang Y, Cai Z, Zhang Q (2011) Differential evolution with composite trial vector generation strategies and control parameters. IEEE Trans Evolut Comput 15(1):55\u201366","journal-title":"IEEE Trans Evolut Comput"},{"issue":"1","key":"1178_CR32","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1016\/j.ins.2011.09.001","volume":"185","author":"Y Wang","year":"2012","unstructured":"Wang Y, Cai Z, Zhang Q (2012) Enhancing the search ability of differential evolution through orthogonal crossover. Inf Sci 185(1):153\u2013177","journal-title":"Inf Sci"},{"key":"1178_CR33","doi-asserted-by":"crossref","unstructured":"Weber M, Tirronen V, Neri F (2009) Distributed differential evolution with explorative-exploitative population families. In: Proceedings of genetic programming and evolvable machine, vol. 10, pp 343\u2013371","DOI":"10.1007\/s10710-009-9089-y"},{"issue":"11","key":"1178_CR34","doi-asserted-by":"crossref","first-page":"1187","DOI":"10.1007\/s00500-009-0510-5","volume":"14","author":"M Weber","year":"2010","unstructured":"Weber M, Tirronen V, Neri F (2010) Scale factor inheritance mechanism in distributed differential evolution. Soft Comput: Fusion Found Methodol Appl 14(11):1187\u20131207","journal-title":"Soft Comput: Fusion Found Methodol Appl"},{"issue":"12","key":"1178_CR35","first-page":"2488","volume":"181","author":"M Weber","year":"2011","unstructured":"Weber M, Tirronen V, Neri F (2011a) A study on scale factor in distributed differential evolution. Artif Intell Rev 181(12):2488\u20132511","journal-title":"Artif Intell Rev"},{"key":"1178_CR36","unstructured":"Weber M, Tirronen V, Neri F (2011b) A study on scale factor\/crossover interaction in distributed differential evolution. Artif Intell Rev. http:\/\/www.springerlink.com\/content\/237693n0300h1602\/"},{"issue":"11","key":"1178_CR37","doi-asserted-by":"crossref","first-page":"20","DOI":"10.1504\/IJICA.2011.037948","volume":"3","author":"M Weber","year":"2011","unstructured":"Weber M, Tirronen V, Neri F (2011c) Two algorithmic enhancements for parallel differential evolution. Int J Innov Comput Appl 3(11):20\u201330","journal-title":"Int J Innov Comput Appl"},{"issue":"1","key":"1178_CR38","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1109\/4235.585893","volume":"1","author":"DH Wolpert","year":"1997","unstructured":"Wolpert DH, Macreedy WG (1997) No free lunch theorems for optimization. IEEE Trans Evolut Comput 1(1):67\u201382","journal-title":"IEEE Trans Evolut Comput"},{"key":"1178_CR39","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1007\/978-3-642-18965-4_2","volume-title":"Advances in evolutionary computing: theory and applications","author":"X Yao","year":"2003","unstructured":"Yao X, Liu Y, Liang KH, Lin G et al (2003) Fast evolutionary algorithms. In: Rozenberg G (ed) Advances in evolutionary computing: theory and applications. Springer-Verlag, New York, pp 45\u201394"},{"key":"1178_CR40","unstructured":"Zaharie D, Petcu D (2003) Parallel implementation of multi-population differential evolution. In: Grigoras D et al. (eds) CIPC 2003: concurrent information processing and computing. Nato Advanced Research Workshop. A.I.Cuza University Press, pp 262\u2013269"},{"issue":"5","key":"1178_CR41","doi-asserted-by":"crossref","first-page":"945","DOI":"10.1109\/TEVC.2009.2014613","volume":"13","author":"J Zhang","year":"2009","unstructured":"Zhang J, Sanderson AC (2009) JADE: adaptive differential evolution with optional external archive. IEEE Trans Evolut Comput 13(5):945\u2013958","journal-title":"IEEE Trans Evolut Comput"}],"container-title":["Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-013-1178-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00500-013-1178-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-013-1178-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T02:15:15Z","timestamp":1746065715000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00500-013-1178-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2013,12,6]]},"references-count":41,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2014,10]]}},"alternative-id":["1178"],"URL":"https:\/\/doi.org\/10.1007\/s00500-013-1178-4","relation":{},"ISSN":["1432-7643","1433-7479"],"issn-type":[{"value":"1432-7643","type":"print"},{"value":"1433-7479","type":"electronic"}],"subject":[],"published":{"date-parts":[[2013,12,6]]}}}