{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T06:57:03Z","timestamp":1761807423957},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2008,8,5]],"date-time":"2008-08-05T00:00:00Z","timestamp":1217894400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Evol. Intel."],"published-print":{"date-parts":[[2008,10]]},"DOI":"10.1007\/s12065-008-0014-8","type":"journal-article","created":{"date-parts":[[2008,8,4]],"date-time":"2008-08-04T03:53:41Z","timestamp":1217822021000},"page":"171-185","source":"Crossref","is-referenced-by-count":15,"title":["A parallel immune optimization algorithm for numeric function optimization"],"prefix":"10.1007","volume":"1","author":[{"given":"Henry Y. K.","family":"Lau","sequence":"first","affiliation":[]},{"given":"Wilburn W. P.","family":"Tsang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2008,8,5]]},"reference":[{"key":"14_CR1","doi-asserted-by":"crossref","unstructured":"Dasgupta D, Zhou J (2003) Artificial immune system (AIS) research in the last five years. In: 2003 congress on evolutionary computation (CEC 2003). IEEE, Canberra, pp 123\u2013130","DOI":"10.1109\/CEC.2003.1299565"},{"key":"14_CR2","doi-asserted-by":"crossref","unstructured":"Timmis J, Knight T, de Castro LN, Hart E (2004) An overview of artificial immune systems. In: Paton R, Bolouri H, Holcombe M, Parish JH, Tateson R (eds) Computation in cells and tissues: perspectives and tools of thought. Springer, Heidelberg, pp 51\u201386","DOI":"10.1007\/978-3-662-06369-9_4"},{"key":"14_CR3","doi-asserted-by":"crossref","unstructured":"Wang X, Gao XZ, Ovaska SJ (2004) Artificial immune optimization methods and applications\u2014a survey. In: IEEE international conference on systems, man and cybernetics, 2004, Hague, The Netherlands, pp 3415\u20133420","DOI":"10.1109\/ICSMC.2004.1400870"},{"key":"14_CR4","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1109\/MCI.2006.329705","volume":"1","author":"D Dasgupta","year":"2006","unstructured":"Dasgupta D (2006) Advances in artificial immune systems. IEEE Comput Intell Mag 1:40\u201349","journal-title":"IEEE Comput Intell Mag"},{"key":"14_CR5","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/j.asoc.2006.12.004","volume":"8","author":"E Hart","year":"2008","unstructured":"Hart E, Timmis J (2008) Application areas of AIS: the past, the present and the future. Appl Soft Comput 8:191\u2013201","journal-title":"Appl Soft Comput"},{"key":"14_CR6","doi-asserted-by":"crossref","first-page":"239","DOI":"10.1109\/TEVC.2002.1011539","volume":"6","author":"LN Castro de","year":"2002","unstructured":"de Castro LN, Von Zuben FJ (2002) learning and optimization using the clonal selection principle. IEEE Trans Evol Comput 6:239\u2013251","journal-title":"IEEE Trans Evol Comput"},{"key":"14_CR7","unstructured":"de Castro LN, Von Zuben FJ (2002) An artificial immune network for multimodal function optimization on dynamic environments. In: 2002 congress on evolutionary computation (CEC 2002), Honolulu, USA, pp 289\u2013296"},{"key":"14_CR8","doi-asserted-by":"crossref","unstructured":"Cutello V, Nicosia G, Pavone M (2004) Exploring the capability of immune algorithms: a characterization of hypermutation operators. In: Third international conference on artificial immune systems (ICARIS-2004), Catania, Italy, pp 263\u2013276","DOI":"10.1007\/978-3-540-30220-9_22"},{"key":"14_CR9","unstructured":"Luo Y, Li R, Tian F (2004) Application of artificial immune algorithm to multimodal function optimization. In: Fifth world congress on intelligent control and automation, 2004 (WCICA 2004), Hangzhou, China, pp 2248\u20132252"},{"key":"14_CR10","doi-asserted-by":"crossref","unstructured":"Zhu C, Zhao B, Ye B, Yijia C (2005) An improved immune algorithm and its evaluation of optimization efficiency. In: International conference on natural computation (ICNC 2005), Changsha, China, pp 895\u2013904","DOI":"10.1007\/11539117_126"},{"key":"14_CR11","volume-title":"Immunology at a Glance","author":"JHL Playfair","year":"2001","unstructured":"Playfair JHL, Chain BM (2001) Immunology at a Glance. Blackwell, Cornwall"},{"key":"14_CR12","unstructured":"Sompayrac L (1999) How the immune system works. Blackwell, Cornwall"},{"key":"14_CR13","unstructured":"de Castro LN, Timmis J (2002) Artificial immune systems: a new computational intelligence approach. Springer, Heidelberg"},{"issue":"C","key":"14_CR14","first-page":"373","volume":"125","author":"NK Jerne","year":"1974","unstructured":"Jerne NK (1974) Towards a network theory of the immune system. Annu Immunol 125(C):373\u2013389","journal-title":"Annu Immunol"},{"key":"14_CR15","doi-asserted-by":"crossref","unstructured":"Burnet FM (1959) The clonal selection theory of acquired immunity. Cambridge University Press, Cambridge","DOI":"10.5962\/bhl.title.8281"},{"key":"14_CR16","doi-asserted-by":"crossref","unstructured":"Watkins A, Timmis J (2004) Exploiting parallelism inherent in AIRS, an artificial immune classifier. In: Third international conference on artificial immune systems (ICARIS-2004), Catania, Italy, pp 427\u2013438","DOI":"10.1007\/978-3-540-30220-9_34"},{"key":"14_CR17","doi-asserted-by":"crossref","unstructured":"Greensmith J, Aickelin U, Cayzer S (2005) Introducing dendritic cells as a novel immune-inspired algorithm for anomaly detection. In: Fourth international conference on artificial immune systems (ICARIS-2005), Banff, Canada, pp 153\u2013167","DOI":"10.1007\/11536444_12"},{"key":"14_CR18","unstructured":"Kim J, Bentley PJ (1999) The human immune system and network intrusion detection. In: Seventh European congress on intelligent techniques and soft computing (EUFIT\u201999), Aachen, Germany"},{"key":"14_CR19","unstructured":"Lau HYK, Wong VWK (2004) A strategic behavior-based intelligent transport system with artificial immune system. In: IEEE international conference on systems, man and cybernetics, 2004, Hague, The Netherlands, pp 3909\u20133914"},{"key":"14_CR20","doi-asserted-by":"crossref","unstructured":"Garrett SM (2004) Parameter-free, adaptive clonal selection. In: 2004 Congress on evolutionary computation (CEC 2004), Portland, USA, pp 1052\u20131058","DOI":"10.1109\/CEC.2004.1330978"},{"key":"14_CR21","unstructured":"Cutello V, Nicosia G (2004) The clonal selection principle for in silico and in vitro computing. In: de Castro LN, Von Zuben FJ (eds) Recent developments in biologically inspired computing. Idea Group Publishing, pp 104\u2013145"},{"key":"14_CR22","first-page":"122","volume":"16","author":"KL Mak","year":"2008","unstructured":"Mak KL, Lau PSK (2008) Order pickings in an AS\/RS with multiple I\/O stations using an artificial immune system with aging antibodies. Eng Lett 16:122\u2013130","journal-title":"Eng Lett"},{"key":"14_CR23","doi-asserted-by":"crossref","unstructured":"Kelsey J, Timmis J (2003) Immune inspired somatic contiguous hypermutation for function optimisation. In: Genetic and evolutionary computation conference (GECCO 2003), Chicago, USA, pp 207\u2013218","DOI":"10.1007\/3-540-45105-6_26"},{"key":"14_CR24","doi-asserted-by":"crossref","first-page":"1421","DOI":"10.1006\/jpdc.2002.1854","volume":"62","author":"M Randall","year":"2002","unstructured":"Randall M, Lewis A (2002) A parallel implementation of ant colony optimization. Parallel Distrib Comput 62:1421\u20131432","journal-title":"Parallel Distrib Comput"},{"key":"14_CR25","doi-asserted-by":"crossref","unstructured":"Liu P, Lau F, Lewis MJ, Wang C-L (2002) A new asynchronous parallel evolutionary algorithm for function optimization. In: Seventh international conference on parallel problem solving from nature, Granada, Spain, pp 401\u2013410","DOI":"10.1007\/3-540-45712-7_39"},{"issue":"3","key":"14_CR26","doi-asserted-by":"crossref","first-page":"123","DOI":"10.2514\/1.17873","volume":"3","author":"G Venter","year":"2006","unstructured":"Venter G, Sobieszczanski-Sobieski J (2006) A parallel particle swarm optimization algorithm accelerated by asynchronous evaluations. J Aerosp Comput Inf Commun 3(3):123\u2013137","journal-title":"J Aerosp Comput Inf Commun"},{"key":"14_CR27","doi-asserted-by":"crossref","first-page":"357","DOI":"10.1016\/j.cageo.2006.09.002","volume":"33","author":"K He","year":"2006","unstructured":"He K, Zheng L, Dong S, Tang L, Wu J, Zheng C (2006) PGO: a parallel computing platform for global optimization based on genetic algorithm. Comput Geosci 33:357\u2013366","journal-title":"Comput Geosci"},{"key":"14_CR28","unstructured":"Watkins A, Bi X, Phadke A (2003) Parallelizing an immune-inspired algorithm for efficient pattern recognition. intelligent engineering systems through artificial Neural Networks: Smart Engineering System Design: Neural Networks, Fuzzy Logic, Evolutionary Programming, Complex Systems and Artificial Life 13: 225\u2013230"},{"key":"14_CR29","doi-asserted-by":"crossref","unstructured":"Watkins A, Boggess L (2002) A new classifier based on resource limited artificial immune systems. In: 2002 IEEE world congress on computational intelligence, Honolulu, USA, pp 225\u2013230","DOI":"10.1109\/CEC.2002.1004472"},{"key":"14_CR30","unstructured":"Watkins A (2005) Exploiting immunological metaphors in the development of serial, parallel, and distributed learning algorithms. University of Kent, Canterbury"},{"key":"14_CR31","doi-asserted-by":"crossref","first-page":"467","DOI":"10.1007\/3-540-33521-8_51","volume":"5","author":"V Cutello","year":"2006","unstructured":"Cutello V, Nicosia G, Pavia E (2006) A parallel immune algorithm for global optimization. Adv Soft Comput 5:467\u2013475","journal-title":"Adv Soft Comput"},{"key":"14_CR32","unstructured":"Ko AWY, Lau HYK, Lau TL (2004) A general suppression framework for distributed control. In: Tenth IEEE international conference on methods and models in automation and robotics, Miedzyzdroje, Poland"},{"key":"14_CR33","unstructured":"Male D, Brostoff J, Roitt I, Rotth DB (2006) Immunolohy, 7th edn. Mosby"},{"key":"14_CR34","doi-asserted-by":"crossref","unstructured":"Ko AWY, Lau HYK, Lau TL (2004) An immuno control framework for decentralized mechatronic control. In: Third international conference on artificial immune systems (ICARIS-2004), Catania, Italy, pp 91\u2013105","DOI":"10.1007\/978-3-540-30220-9_8"},{"key":"14_CR35","unstructured":"Ko AWY, Lau HYK, Lau TL (2005) General suppression control framework: application in selfbalancing robots. In: Fourth international conference on artificial immune systems (ICARIS-2005), Banff, Canada, pp 375\u2013388"},{"key":"14_CR36","unstructured":"de Castro LN (2001) Demo file for Matlab. In: Artificial immune systems. Available via Department of Computer Engineering and Industrial Automation, State University of Campinas. http:\/\/www.dca.fee.unicamp.br\/~lnunes\/immune.html . Accessed on 1 April 2007"},{"key":"14_CR37","unstructured":"Kepner J (2001) MatlabMPI. In: Parallel programming with MatlabMPI. Available via Lincoln Laboratory, Massachusetts Institute of Technology. http:\/\/www.ll.mit.edu\/MatlabMPI . Accessed on 1 April 2007"},{"key":"14_CR38","doi-asserted-by":"crossref","unstructured":"Cutello V, Narzisi G, Nicosia G, Pavone M (2005) Clonal selection algorithms: a comparative case study using effective mutation potentials. In: Fourth international conference on artificial immune systems (ICARIS-2005), Banff, Canada, pp 13\u201328","DOI":"10.1007\/11536444_2"},{"key":"14_CR39","unstructured":"Brownlee J (2007) Optimization Algorithm Toolkit (optalgtoolkit) Version 1.4. In: Optimization Algorithm Toolkit (OAT). Available via Sourceforge.net. http:\/\/sourceforge.net\/projects\/optalgtoolkit . Accessed on 12 February 2008"},{"key":"14_CR40","doi-asserted-by":"crossref","unstructured":"Vesterstrom J, Thomsen R (2004) A comparative study of differential evolution, particle swarm optimization, and evolutionary algorithms on numerical benchmark problems. In: 2004 Congress on evolutionary computation (CEC 2004), Portland, USA","DOI":"10.1109\/CEC.2004.1331139"}],"container-title":["Evolutionary Intelligence"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12065-008-0014-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s12065-008-0014-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s12065-008-0014-8","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,1]],"date-time":"2019-06-01T23:33:25Z","timestamp":1559432005000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s12065-008-0014-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,8,5]]},"references-count":40,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2008,10]]}},"alternative-id":["14"],"URL":"https:\/\/doi.org\/10.1007\/s12065-008-0014-8","relation":{},"ISSN":["1864-5909","1864-5917"],"issn-type":[{"value":"1864-5909","type":"print"},{"value":"1864-5917","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,8,5]]}}}