{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,25]],"date-time":"2026-07-25T02:26:50Z","timestamp":1784946410897,"version":"3.55.0"},"reference-count":64,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,10,20]],"date-time":"2021-10-20T00:00:00Z","timestamp":1634688000000},"content-version":"vor","delay-in-days":292,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62101590"],"award-info":[{"award-number":["62101590"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Computational Intelligence and Neuroscience"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>In this paper, a novel swarm\u2010based metaheuristic algorithm is proposed, which is called tuna swarm optimization (TSO). The main inspiration for TSO is based on the cooperative foraging behavior of tuna swarm. The work mimics two foraging behaviors of tuna swarm, including spiral foraging and parabolic foraging, for developing an effective metaheuristic algorithm. The performance of TSO is evaluated by comparison with other metaheuristics on a set of benchmark functions and several real engineering problems. Sensitivity, scalability, robustness, and convergence analyses were used and combined with the Wilcoxon rank\u2010sum test and Friedman test. The simulation results show that TSO performs better compared to other comparative algorithms.<\/jats:p>","DOI":"10.1155\/2021\/9210050","type":"journal-article","created":{"date-parts":[[2021,10,20]],"date-time":"2021-10-20T22:50:09Z","timestamp":1634770209000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":330,"title":["Tuna Swarm Optimization: A Novel Swarm\u2010Based Metaheuristic Algorithm for Global Optimization"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8837-8977","authenticated-orcid":false,"given":"Lei","family":"Xie","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tong","family":"Han","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0185-3289","authenticated-orcid":false,"given":"Huan","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhuo-Ran","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bo","family":"Han","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4694-5053","authenticated-orcid":false,"given":"Andi","family":"Tang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"311","published-online":{"date-parts":[[2021,10,20]]},"reference":[{"key":"e_1_2_10_1_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2015.09.051"},{"key":"e_1_2_10_2_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2015.09.007"},{"key":"e_1_2_10_3_2","doi-asserted-by":"publisher","DOI":"10.3390\/s21051814"},{"key":"e_1_2_10_4_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115651"},{"key":"e_1_2_10_5_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2020.104105"},{"key":"e_1_2_10_6_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115655"},{"key":"e_1_2_10_7_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-020-05210-0"},{"key":"e_1_2_10_8_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2933661"},{"key":"e_1_2_10_9_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2019.02.037"},{"key":"e_1_2_10_10_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.enconman.2020.113614"},{"key":"e_1_2_10_11_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2975078"},{"key":"e_1_2_10_12_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115422"},{"key":"e_1_2_10_13_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115307"},{"key":"e_1_2_10_14_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2013.03.001"},{"key":"e_1_2_10_15_2","doi-asserted-by":"publisher","DOI":"10.7551\/mitpress\/1090.001.0001"},{"key":"e_1_2_10_16_2","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2013.2281528"},{"key":"e_1_2_10_17_2","unstructured":"KozaJ. R.andRiceJ. P. Automatic programming of robots using genetic programming Proceedings of the Tenth National Conference on Artificial Intelligence July 1992 San Jose CA USA."},{"key":"e_1_2_10_18_2","doi-asserted-by":"publisher","DOI":"10.1023\/A:1015059928466"},{"key":"e_1_2_10_19_2","doi-asserted-by":"publisher","DOI":"10.1109\/4235.771163"},{"key":"e_1_2_10_20_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2015.03.003"},{"key":"e_1_2_10_21_2","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2008.919004"},{"key":"e_1_2_10_22_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2016.01.009"},{"key":"e_1_2_10_23_2","doi-asserted-by":"publisher","DOI":"10.1126\/science.220.4598.671"},{"key":"e_1_2_10_24_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2009.03.004"},{"key":"e_1_2_10_25_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2918406"},{"key":"e_1_2_10_26_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.compstruc.2012.07.010"},{"key":"e_1_2_10_27_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2015.12.022"},{"key":"e_1_2_10_28_2","unstructured":"KennedyJ.andEberhartR. Particle swarm optimization Proceedings of the IEEE International Conference on Neural Networks - Conference Proceedings August 1995 Shenzhen China."},{"key":"e_1_2_10_29_2","unstructured":"DorigoM.andDi CaroG. Ant colony optimization: a new meta-heuristic Proceedings of the 1999 Congress on Evolutionary Computation July 1999 Washington DC USA."},{"key":"e_1_2_10_30_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2013.12.007"},{"key":"e_1_2_10_31_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-015-1923-y"},{"key":"e_1_2_10_32_2","doi-asserted-by":"crossref","unstructured":"WangG. G. DebS. andCoelhoL. D. S. Elephant herding optimization Proceedings of the 2015 3rd International Symposium on Computational and Business Intelligence December 2015 Washington DC USA https:\/\/doi.org\/10.1109\/iscbi.2015.8 2-s2.0-84964829151.","DOI":"10.1109\/ISCBI.2015.8"},{"key":"e_1_2_10_33_2","doi-asserted-by":"publisher","DOI":"10.1007\/s12293-016-0212-3"},{"key":"e_1_2_10_34_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2019.103300"},{"key":"e_1_2_10_35_2","doi-asserted-by":"publisher","DOI":"10.1504\/ijbic.2018.093328"},{"key":"e_1_2_10_36_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.cad.2010.12.015"},{"key":"e_1_2_10_37_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2017.10.052"},{"key":"e_1_2_10_38_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113246"},{"key":"e_1_2_10_39_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113702"},{"key":"e_1_2_10_40_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.105709"},{"key":"e_1_2_10_41_2","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2005.843751"},{"key":"e_1_2_10_42_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-008-0303-2"},{"key":"e_1_2_10_43_2","doi-asserted-by":"publisher","DOI":"10.1109\/4235.585893"},{"key":"e_1_2_10_44_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2016.01.008"},{"key":"e_1_2_10_45_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2017.07.002"},{"key":"e_1_2_10_46_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2019.02.028"},{"key":"e_1_2_10_47_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2019.105190"},{"key":"e_1_2_10_48_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2020.103541"},{"key":"e_1_2_10_49_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3113323"},{"key":"e_1_2_10_50_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2020.106933"},{"key":"e_1_2_10_51_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2018.12.008"},{"key":"e_1_2_10_52_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2012.11.026"},{"key":"e_1_2_10_53_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2006.03.003"},{"key":"e_1_2_10_54_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2017.03.014"},{"key":"e_1_2_10_55_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2019.106018"},{"key":"e_1_2_10_56_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2006.07.134"},{"key":"e_1_2_10_57_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-015-1870-7"},{"key":"e_1_2_10_58_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2015.06.056"},{"key":"e_1_2_10_59_2","doi-asserted-by":"publisher","DOI":"10.1016\/S1474-0346(02)00011-3"},{"key":"e_1_2_10_60_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.amc.2006.07.105"},{"key":"e_1_2_10_61_2","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-019-04452-x"},{"key":"e_1_2_10_62_2","doi-asserted-by":"publisher","DOI":"10.1007\/s10586-016-0680-8"},{"key":"e_1_2_10_63_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.advengsoft.2017.05.008"},{"key":"e_1_2_10_64_2","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2015.10.048"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2021\/9210050.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2021\/9210050.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/pdf\/10.1155\/2021\/9210050","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,8,6]],"date-time":"2024-08-06T11:11:20Z","timestamp":1722942680000},"score":1,"resource":{"primary":{"URL":"https:\/\/onlinelibrary.wiley.com\/doi\/10.1155\/2021\/9210050"}},"subtitle":[],"editor":[{"given":"Ahmed Mostafa","family":"Khalil","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"editor"}]}],"short-title":[],"issued":{"date-parts":[[2021,1]]},"references-count":64,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,1]]}},"alternative-id":["10.1155\/2021\/9210050"],"URL":"https:\/\/doi.org\/10.1155\/2021\/9210050","archive":["Portico"],"relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"value":"1687-5265","type":"print"},{"value":"1687-5273","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021,1]]},"assertion":[{"value":"2021-09-16","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-09-25","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2021-10-20","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}],"article-number":"9210050"}}