{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,10]],"date-time":"2026-06-10T15:24:12Z","timestamp":1781105052568,"version":"3.54.1"},"reference-count":21,"publisher":"IGI Global Scientific Publishing","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2010,10,1]]},"abstract":"<p>Currently, two very similar versions of PSO are available that could be called \u201cstandard\u201d. While it is easy to merge them, their common drawbacks still remain. Therefore, in this paper, the author goes beyond simple merging by suggesting simple yet robust changes and solving a few well-known, common problems, while retaining the classical structure. The results can be proposed to the \u201cswarmer community\u201d as a new standard.<\/p>","DOI":"10.4018\/jsir.2010100103","type":"journal-article","created":{"date-parts":[[2011,2,15]],"date-time":"2011-02-15T16:02:51Z","timestamp":1297785771000},"page":"46-61","source":"Crossref","is-referenced-by-count":26,"title":["Beyond Standard Particle Swarm Optimisation"],"prefix":"10.4018","volume":"1","author":[{"given":"Maurice","family":"Clerc","sequence":"first","affiliation":[{"name":"Independent Consultant, France"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"2432","reference":[{"key":"jsir.2010100103-0","unstructured":"Blackwell, T., & Richer, T. J. (2006). The L\u00e9vy particle swarm. In Proceedings of the IEEE Congress on Evolutionary Computation (CEC '06), Vancouver, BC, Canada (pp. 808-815). Washington, DC: IEEE Computer Society."},{"key":"jsir.2010100103-1","doi-asserted-by":"crossref","unstructured":"Bratton, D., & Kennedy, J. (2007). Defining a standard for particle swarm optimization. In Proceedings of the IEEE Swarm Intelligence Symposium (pp. 120-127). Washington, DC: IEEE Computer Society.","DOI":"10.1109\/SIS.2007.368035"},{"key":"jsir.2010100103-2","unstructured":"Clerc, M. (2003, October). TRIBES - Un exemple d'optimisation par essaim particulaire sans param\u00e8tres de contr\u00f4le. Paper presented at OEP'03 (Optimisation par Essaim Particulaire), Paris, France."},{"key":"jsir.2010100103-3","doi-asserted-by":"publisher","DOI":"10.1002\/9780470612163"},{"key":"jsir.2010100103-4","unstructured":"Clerc, M. (2006b). Stagnation analysis in particle swarm optimization or what happens when nothing happens. Retrieved July 25, 2010, from http:\/\/hal.archives-ouvertes.fr\/hal-00122031"},{"key":"jsir.2010100103-5","unstructured":"Clerc, M. (2010). Balanced PSO, variable PSO. Retrieved July 23, 2010, from http:\/\/clerc.maurice.free.fr\/pso\/"},{"key":"jsir.2010100103-6","doi-asserted-by":"publisher","DOI":"10.1109\/4235.985692"},{"key":"jsir.2010100103-7","doi-asserted-by":"publisher","DOI":"10.1007\/s11721-009-0026-8"},{"key":"jsir.2010100103-8","unstructured":"Gac\u00f4gne, L. (2002). Steady state evolutionary algorithm with an operator family. In Proceedings of EISCI (pp. 373-379), Kosice, Slovakia."},{"key":"jsir.2010100103-9","unstructured":"Hansen, N., Ros, R., Mauny, N., Schoenauer, M., & Auger, A. (2008, Februar). PSO facing non-separable and ill conditioned problems (Technical Rep. No. 6447). Paris: INRIA."},{"key":"jsir.2010100103-10","doi-asserted-by":"crossref","unstructured":"Helwig, S., & Wanka, R. (2007). Particle Swarm Optimization in High-Dimensional Bounded Search Spaces. In Proceedings of the IEEE Swarm Intelligence Symposium (pp.198-205). Washington, DC: IEEE Computer Society.","DOI":"10.1109\/SIS.2007.368046"},{"key":"jsir.2010100103-11","doi-asserted-by":"crossref","unstructured":"Helwig, S., & Wanka, R. (2008). Theoretical analysis of initial particle swarm behavior. In Proceedings of the 10th International Conference on Parallel Problem Solving from Nature (PPSN 2008), Dortmund, Germany (pp. 889-898). Berlin: Springer.","DOI":"10.1007\/978-3-540-87700-4_88"},{"key":"jsir.2010100103-12","doi-asserted-by":"crossref","unstructured":"Langdon, W., & Poli, R. (2005). Evolving problems to learn about particle swarm and other optimisers. In Proceedings of the Congress on Evolutionary Computation (pp. 81-88).","DOI":"10.1109\/CEC.2005.1554670"},{"key":"jsir.2010100103-13","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-540-39930-8","author":"G. C.Onwubolu","year":"2004","journal-title":"New Optimization Techniques in Engineering"},{"key":"jsir.2010100103-14","unstructured":"PSC. (2010). Particle Swarm Central. Retrieved July 25, 2010, from http:\/\/www.particleswarm.info"},{"key":"jsir.2010100103-15","doi-asserted-by":"publisher","DOI":"10.1115\/1.2912596"},{"key":"jsir.2010100103-16","doi-asserted-by":"publisher","DOI":"10.1162\/evco.2006.14.1.119"},{"key":"jsir.2010100103-17","unstructured":"Shi, Y. H., & Eberhart, R. C. (1998, May 4-9). A Modified Particle Swarm Optimizer. In Proceedings of the International Conference on Evolutionary Computation, Anchorage, AK (pp. 69-73). Washington, DC: IEEE Computer Society."},{"key":"jsir.2010100103-18","unstructured":"Souad Larabi, M.-S., Ruiz-Gazen, A., & Berro, A. (2010). Tribes: une m\u00e9thode d'optimisation efficace pour r\u00e9v\u00e9ler des optima locaux d'un indice de projection. Paper presented at ROADEF, Toulouse, France."},{"key":"jsir.2010100103-19","author":"S.Tindle","year":"2002","journal-title":"Particle Swarm Optimization with Restart"},{"key":"jsir.2010100103-20","unstructured":"Van den Bergh, F. (2002). An Analysis of Particle Swarm Optimizers. Unpublished doctoral dissertation, University of Pretoria, Pretoria, South Africa."}],"container-title":["International Journal of Swarm Intelligence Research"],"original-title":[],"language":"ng","link":[{"URL":"https:\/\/www.igi-global.com\/viewtitle.aspx?TitleId=50311","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,5]],"date-time":"2023-06-05T02:53:08Z","timestamp":1685933588000},"score":1,"resource":{"primary":{"URL":"https:\/\/services.igi-global.com\/resolvedoi\/resolve.aspx?doi=10.4018\/jsir.2010100103"}},"subtitle":[""],"short-title":[],"issued":{"date-parts":[[2010,10,1]]},"references-count":21,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2010,10]]}},"URL":"https:\/\/doi.org\/10.4018\/jsir.2010100103","relation":{},"ISSN":["1947-9263","1947-9271"],"issn-type":[{"value":"1947-9263","type":"print"},{"value":"1947-9271","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,10,1]]}}}