{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,5,13]],"date-time":"2024-05-13T05:09:11Z","timestamp":1715576951377},"reference-count":51,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2014,12,7]],"date-time":"2014-12-07T00:00:00Z","timestamp":1417910400000},"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":["Memetic Comp."],"published-print":{"date-parts":[[2015,3]]},"DOI":"10.1007\/s12293-014-0148-4","type":"journal-article","created":{"date-parts":[[2014,12,8]],"date-time":"2014-12-08T09:10:15Z","timestamp":1418029815000},"page":"29-41","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["A computational ecosystem for optimization: review and perspectives for future research"],"prefix":"10.1007","volume":"7","author":[{"given":"Rafael Stubs","family":"Parpinelli","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Heitor Silv\u00e9rio","family":"Lopes","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,12,7]]},"reference":[{"key":"148_CR1","doi-asserted-by":"crossref","unstructured":"Antunes R, Leymarie F (2013) Real-time behavioral animation of humanoid non-player characters with a computational ecosystem. In: Aylett R, Krenn B, Pelachaud C, Shimodaira H (eds) Intelligent virtual agents, Lecture notes in Computer Science, vol 8108. Springer, Berlin, pp 382\u2013395","DOI":"10.1007\/978-3-642-40415-3_34"},{"key":"148_CR2","volume-title":"Ecology: from individuals to ecosystems","author":"M Begon","year":"2006","unstructured":"Begon M, Townsend CR, Harper JL (2006) Ecology: from individuals to ecosystems, 4th edn. Blackwell Publishing, Oxford","edition":"4"},{"issue":"6","key":"148_CR3","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1002\/cpe.1857","volume":"24","author":"CMV Ben\u00edtez","year":"2012","unstructured":"Ben\u00edtez CMV, Parpinelli RS, Lopes HS (2012) Parallelism, hybridism and coevolution in a multi-level ABC-GA approach for the protein structure prediction problem. Concurr Comput Pract Exp 24(6):635\u2013646","journal-title":"Concurr Comput Pract Exp"},{"key":"148_CR4","doi-asserted-by":"crossref","unstructured":"Ben\u00edtez CMV, Parpinelli RS, Lopes HS (2013) A heterogeneous parallel ecologically-inspired approach applied to the 3D-AB off-lattice protein structure prediction problem. In: Proceedings of the 1st BRICS countries congress (BRICS-CCI) and 11th brazilian congress (CBIC) on computational intelligence","DOI":"10.1109\/BRICS-CCI-CBIC.2013.104"},{"issue":"2","key":"148_CR5","first-page":"137","volume":"2","author":"S Binitha","year":"2012","unstructured":"Binitha S, Sathya SS (2012) A survey of bio inspired optimization algorithms. Int J Soft Comput Eng 2(2):137\u2013151","journal-title":"Int J Soft Comput Eng"},{"key":"148_CR6","first-page":"192","volume-title":"Proceedings of IEEE international conference on digital ecosystems and technologies","author":"G Briscoe","year":"2008","unstructured":"Briscoe G, de Wilde P (2008) Digital ecosystems: optimisation by a distributed intelligence. Proceedings of IEEE international conference on digital ecosystems and technologies. IEEE Press, Phitsanulok, pp 192\u2013197"},{"key":"148_CR7","doi-asserted-by":"crossref","first-page":"28","DOI":"10.1145\/1643823.1643830","volume-title":"Proceedings of the international conference on management of emergent digital ecosystems","author":"G Briscoe","year":"2009","unstructured":"Briscoe G, de Wilde P (2009) Computing of applied digital ecosystems. Proceedings of the international conference on management of emergent digital ecosystems. ACM Press, Lyon, pp 28\u201335"},{"key":"148_CR8","doi-asserted-by":"crossref","DOI":"10.1002\/9780470612163","volume-title":"Particle swarm optimization","author":"M Clerc","year":"2006","unstructured":"Clerc M (2006) Particle swarm optimization. ISTE Press, London"},{"key":"148_CR9","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-79054-1","volume-title":"Introductory statistics with R","author":"P Dalgaard","year":"2008","unstructured":"Dalgaard P (2008) Introductory statistics with R, 2nd edn. Springer, NY","edition":"2"},{"issue":"2","key":"148_CR10","doi-asserted-by":"crossref","first-page":"1574","DOI":"10.1016\/j.asoc.2010.08.024","volume":"11","author":"D Dasgupta","year":"2011","unstructured":"Dasgupta D, Yu S, Nio F (2011) Review article: recent advances in artificial immune systems: models and applications. Appl Soft Comput 11(2):1574\u20131587","journal-title":"Appl Soft Comput"},{"issue":"1","key":"148_CR11","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.swevo.2011.02.002","volume":"1","author":"J Derrac","year":"2011","unstructured":"Derrac J, Garc\u00eda S, Molina D, Herrera F (2011) A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm Evol Comput 1(1):3\u201318","journal-title":"Swarm Evol Comput"},{"key":"148_CR12","doi-asserted-by":"crossref","unstructured":"El-Abd M, Kamel M (2005) A taxonomy of cooperative search algorithms. Proceedings of the second international conference on hybrid metaheuristics, Lecture notes in computer science, vol 3636. Springer, Berlin, pp 32\u201341","DOI":"10.1007\/11546245_4"},{"key":"148_CR13","doi-asserted-by":"crossref","DOI":"10.1002\/9780470512517","volume-title":"Computational intelligence: an introduction","author":"AP Engelbrecht","year":"2007","unstructured":"Engelbrecht AP (2007) Computational intelligence: an introduction, 2nd edn. John Wiley & Sons, Chichester","edition":"2"},{"key":"148_CR14","doi-asserted-by":"crossref","DOI":"10.1007\/3-540-53032-0","volume-title":"A collection of test problems for constrained global optimization problems","author":"CA Floudas","year":"1990","unstructured":"Floudas CA, Pardalos PM (1990) A collection of test problems for constrained global optimization problems, vol 455. Lecture notes in computer ScienceSpringer, Berlin"},{"key":"148_CR15","volume-title":"A survey on cellular automata","author":"N Ganguly","year":"2003","unstructured":"Ganguly N, Sikdar BK, Deutsch A, Canright G, Chaudhuri PP (2003) A survey on cellular automata. Center of High-Performance Computing, Dresden University of Technology, Dresden, Tech. rep."},{"key":"148_CR16","doi-asserted-by":"crossref","unstructured":"Glance N, Hogg T, Huberman BA (1991) Computational ecosystems in a changing environment. Int J Mod Phys C 2(3):735\u2013753","DOI":"10.1142\/S0129183191000974"},{"issue":"4","key":"148_CR17","doi-asserted-by":"crossref","first-page":"645","DOI":"10.1007\/s00500-010-0591-1","volume":"15","author":"W Gong","year":"2010","unstructured":"Gong W, Cai Z, Ling CX (2010) DE\/BBO: a hybrid differential evolution with biogeography-based optimization for global numerical optimization. Soft Comput 15(4):645\u2013665","journal-title":"Soft Comput"},{"issue":"1","key":"148_CR18","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1007\/s12293-010-0031-x","volume":"3","author":"J Gonz\u00e1lez","year":"2011","unstructured":"Gonz\u00e1lez J, Masegosa A, Garc\u00eda I (2011) A cooperative strategy for solving dynamic optimization problems. Memet Comput 3(1):3\u201314","journal-title":"Memet Comput"},{"key":"148_CR19","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4612-0823-5","volume-title":"Understanding nonlinear dynamics","author":"D Kaplan","year":"1995","unstructured":"Kaplan D, Glass L (1995) Understanding nonlinear dynamics. Springer, New York"},{"issue":"1","key":"148_CR20","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.amc.2009.03.090","volume":"214","author":"D Karaboga","year":"2009","unstructured":"Karaboga D, Akay B (2009) A comparative study of artificial bee colony algorithm. Appl Math Comput 214(1):108\u2013132","journal-title":"Appl Math Comput"},{"issue":"1","key":"148_CR21","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/j.tcs.2004.11.021","volume":"334","author":"J Kari","year":"2005","unstructured":"Kari J (2005) Theory of cellular automata: a survey. Theor Comput Sci 334(1):3\u201333","journal-title":"Theor Comput Sci"},{"key":"148_CR22","volume-title":"Swarm intelligence","author":"J Kennedy","year":"2001","unstructured":"Kennedy J, Eberhart R (2001) Swarm intelligence. Morgan Kaufmann, San Francisco"},{"key":"148_CR23","doi-asserted-by":"crossref","first-page":"404","DOI":"10.1103\/PhysRevA.40.404","volume":"40","author":"JO Kephart","year":"1989","unstructured":"Kephart JO, Hogg T, Huberman BA (1989) Dynamics of computational ecosystems. Phys Rev A 40:404\u2013421","journal-title":"Phys Rev A"},{"key":"148_CR24","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/B978-0-12-405163-8.00007-7","volume-title":"Swarm intelligence and bio-Inspired computation: theory and applications","author":"J Krause","year":"2013","unstructured":"Krause J, Cordeiro J, Parpinelli RS, Lopes HS (2013) A survey on swarm algorithms applied to discrete problems. In: Yang XS, Cui Z, Xiao R, Gandomi AH, Karamanoglu M (eds) Swarm intelligence and bio-Inspired computation: theory and applications. Elsevier Science, Amsterdam, pp 169\u2013192"},{"key":"148_CR25","volume-title":"Numerical ecology","author":"P Legendre","year":"1998","unstructured":"Legendre P, Legendre L (1998) Numerical ecology. Elsevier, Amsterdam"},{"key":"148_CR26","doi-asserted-by":"crossref","first-page":"297","DOI":"10.1007\/978-3-540-70778-3_12","volume-title":"Computational intelligence in biomedicine and bioinformatics","author":"H Lopes","year":"2008","unstructured":"Lopes H (2008) Evolutionary algorithms for the protein folding problem: a review and current trends. In: Smolinski T, Milanova M, Hassanien AE (eds) Computational intelligence in biomedicine and bioinformatics, vol 1. Springer, Berlin, pp 297\u2013315"},{"issue":"4","key":"148_CR27","doi-asserted-by":"crossref","first-page":"247","DOI":"10.1007\/s12293-012-0099-6","volume":"4","author":"R Lung","year":"2012","unstructured":"Lung R, Chira C, Dumitrescu D (2012) Guest editorial: special issue on nature inspired cooperative strategies for optimization. Memet Comput 4(4):247\u2013248","journal-title":"Memet Comput"},{"issue":"1","key":"148_CR28","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1504\/IJBIC.2011.038702","volume":"3","author":"ZS Ma","year":"2011","unstructured":"Ma ZS (2011) Ecological theatre for evolutionary computing play: some insights from population ecology and evolutionary ecology. Int J Bio-Inspired Comput 3(1):31\u201355","journal-title":"Int J Bio-Inspired Comput"},{"key":"148_CR29","unstructured":"Malik N (2005) Artificial neural networks and their applications. In: Conference on unearthing technological developments and their transfer to serving masses. ITM, Mathura"},{"key":"148_CR30","first-page":"287","volume-title":"International workshop on nature inspired cooperative strategies for optimization, studies in computational intelligence","author":"AD Masegosa","year":"2008","unstructured":"Masegosa AD, Pelta DA, Garc\u00eda del Amo I, Verdegay JL (2008) On the performance of homogeneous and heterogeneous cooperative search strategies. In: Krasnogor N, Melin-Batista B, Moreno-Prez JA, Moreno-Vega JM, Pelta DA (eds) International workshop on nature inspired cooperative strategies for optimization, studies in computational intelligence. Springer, Berlin, pp 287\u2013300"},{"key":"148_CR31","volume-title":"Theoretical ecology: principles and applications","author":"RMC May","year":"2007","unstructured":"May RMC, McLean AR (2007) Theoretical ecology: principles and applications. Oxford University Press, Oxford"},{"key":"148_CR32","unstructured":"Meirelles M, Jr., G, Fausto A, Ara\u00fajo R (2010) Diversity-based adaptive evolutionary algorithms. Korosec P (ed) New achievements in evolutionary computation. InTech, Rijeka, pp 1\u201316"},{"issue":"1","key":"148_CR33","doi-asserted-by":"crossref","first-page":"86","DOI":"10.1002\/widm.53","volume":"2","author":"F Murtagh","year":"2012","unstructured":"Murtagh F, Contreras P (2012) Algorithms for hierarchical clustering: an overview. Data Min Knowl Discov 2(1):86\u201397","journal-title":"Data Min Knowl Discov"},{"key":"148_CR34","doi-asserted-by":"crossref","DOI":"10.1002\/9780471743064","volume-title":"Probability, statistics, and stochastic processes","author":"P Olofsson","year":"2005","unstructured":"Olofsson P (2005) Probability, statistics, and stochastic processes. Wiley-Interscience, New York"},{"key":"148_CR35","unstructured":"Parpinelli RS, Ben\u00edtez CMV, Cordeiro J, Lopes HS (2014) Performance analysis of swarm intelligence algorithms for the 3D-AB off-lattice protein folding problem. J Mult-Valued Logi Soft Comput 22:267\u2013286"},{"key":"148_CR36","doi-asserted-by":"crossref","unstructured":"Parpinelli RS, Ben\u00edtez CMV, Lopes HS (2011) Parallel approaches for the artificial bee colony algorithm. In: Panigrani BK, Shi Y, Lim M (eds) Handbook of swarm intelligence: concepts, principles and ppplications. Series: adaptation, learning, and optimization. Springer, Berlin, pp 329\u2013346","DOI":"10.1007\/978-3-642-17390-5_14"},{"key":"148_CR37","first-page":"473","volume-title":"Proceedings of the third world congress on nature and biologically inspired computing","author":"RS Parpinelli","year":"2011","unstructured":"Parpinelli RS, Lopes HS (2011) An eco-inspired evolutionary algorithm applied to numerical optimization. Proceedings of the third world congress on nature and biologically inspired computing. IEEE Press, Piscataway, pp 473\u2013478"},{"issue":"1","key":"148_CR38","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1504\/IJBIC.2011.038700","volume":"3","author":"RS Parpinelli","year":"2011","unstructured":"Parpinelli RS, Lopes HS (2011) New inspirations in swarm intelligence: a survey. Int J Bio-Inspired Comput 3(1):1\u201316","journal-title":"Int J Bio-Inspired Comput"},{"key":"148_CR39","doi-asserted-by":"crossref","first-page":"345","DOI":"10.1504\/IJBIC.2012.051401","volume":"4","author":"RS Parpinelli","year":"2012","unstructured":"Parpinelli RS, Lopes HS (2012) Biological plausibility in optimization: an ecosystemic view. Int J Bio-Inspired Comput 4:345\u2013358","journal-title":"Int J Bio-Inspired Comput"},{"key":"148_CR40","unstructured":"Parpinelli RS, Lopes HS (2012) An ecology-based heterogeneous approach for cooperative search. In: Barros L, Finger M, Pozo A (eds) Proceedings of the Brazilian Symposium on Artificial Intelligence (SBIA), Lecture notes in computer Science, vol 7589. Springer, Berlin, pp 212\u2013221"},{"key":"148_CR41","unstructured":"Parpinelli RS, Lopes HS (2012) A hierarchical clustering strategy to improve the biological plausibility of an ecology-based evolutionary algorithm. In: PAVN J. et al. (ed) Ibero-American Conference on Artificial Intelligence (IBERAMIA), Lecture notes in computer Science\/Lecture notes in artificial intelligence, vol 7637. Springer, Berlin, pp 310\u2013319"},{"key":"148_CR42","unstructured":"Parpinelli RS, Lopes HS (2012) Population resizing using nonlinear dynamics in an ecology-based approach. In: Yin H, Costa JAF, Barreto GDA (eds) Proceedings of the intelligent data engineering and automated learning, Lecture notes in computer science, vol 7435. Springer, Berlin, pp 27\u201334"},{"key":"148_CR43","doi-asserted-by":"crossref","unstructured":"Parpinelli RS, Lopes HS (2013) An ecology-based evolutionary algorithm applied to the 2D-AB off-lattice protein structure prediction problem. In: Proceedings of the 2nd Brazilian Conference on Intelligent Systems. Conference Publishing Services","DOI":"10.1109\/BRACIS.2013.19"},{"key":"148_CR44","unstructured":"Pasti R, de Castro LN, von Zuben FJ (2010) Computa\u00e7\u00e3o biogeogr\u00e1fica: Formaliza\u00e7\u00e3o e proposi\u00e7\u00e3o de uma meta-heur\u00edstica espa\u00e7o-temporal. Anais do XVIII Congresso Brasileiro de Autom\u00e1tica pp 5065\u20135072"},{"issue":"6","key":"148_CR45","doi-asserted-by":"crossref","first-page":"702","DOI":"10.1109\/TEVC.2008.919004","volume":"12","author":"D Simon","year":"2008","unstructured":"Simon D (2008) Biogeography-based optimization. IEEE Trans Evol Comput 12(6):702\u2013713","journal-title":"IEEE Trans Evol Comput"},{"issue":"4","key":"148_CR46","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 a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4):341\u2013359","journal-title":"J Glob Optim"},{"issue":"4","key":"148_CR47","doi-asserted-by":"crossref","first-page":"263","DOI":"10.1007\/s12293-012-0095-x","volume":"4","author":"A Tonda","year":"2012","unstructured":"Tonda A, Lutton E, Squillero G (2012) A benchmark for cooperative coevolution. Memet Comput 4(4):263\u2013277","journal-title":"Memet Comput"},{"key":"148_CR48","first-page":"273","volume-title":"Proceedings of the conference on genetic and evolutionary computation","author":"SS Vulli","year":"2008","unstructured":"Vulli SS, Agarwal S (2008) Individual-based artificial ecosystems for design and optimization. In: Keijzer M (ed) Proceedings of the conference on genetic and evolutionary computation. ACM, Atlanta, pp 273\u2013280"},{"issue":"2","key":"148_CR49","first-page":"61","volume":"7","author":"Y Wang","year":"2007","unstructured":"Wang Y, Wang T, Tang L, Zhong D (2007) Ecosystem model based grid resource optimization management. Int J Comput Sci Netw Secur 7(2):61\u201366","journal-title":"Int J Comput Sci Netw Secur"},{"issue":"1","key":"148_CR50","doi-asserted-by":"crossref","first-page":"67","DOI":"10.1109\/4235.585893","volume":"1","author":"D Wolpert","year":"1997","unstructured":"Wolpert D, Macready W (1997) No free lunch theorems for optimization. IEEE Trans Evol Comput 1(1):67\u201382","journal-title":"IEEE Trans Evol Comput"},{"issue":"3","key":"148_CR51","doi-asserted-by":"crossref","first-page":"141","DOI":"10.1504\/IJBIC.2013.055093","volume":"5","author":"XS Yang","year":"2013","unstructured":"Yang XS, He X (2013) Bat algorithm: literature review and applications. Int J Bio-Inspired Comput 5(3):141\u2013149","journal-title":"Int J Bio-Inspired Comput"}],"container-title":["Memetic Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12293-014-0148-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12293-014-0148-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12293-014-0148-4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,18]],"date-time":"2019-08-18T02:56:05Z","timestamp":1566096965000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12293-014-0148-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,12,7]]},"references-count":51,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2015,3]]}},"alternative-id":["148"],"URL":"https:\/\/doi.org\/10.1007\/s12293-014-0148-4","relation":{},"ISSN":["1865-9284","1865-9292"],"issn-type":[{"value":"1865-9284","type":"print"},{"value":"1865-9292","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,12,7]]}}}