{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,5]],"date-time":"2025-10-05T12:13:50Z","timestamp":1759666430078,"version":"3.37.3"},"reference-count":39,"publisher":"Wiley","license":[{"start":{"date-parts":[[2019,12,17]],"date-time":"2019-12-17T00:00:00Z","timestamp":1576540800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003815","name":"Huaqiao University","doi-asserted-by":"publisher","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}],"id":[{"id":"10.13039\/501100003815","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003392","name":"Natural Science Foundation of Fujian Province","doi-asserted-by":"publisher","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}],"id":[{"id":"10.13039\/501100003392","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Quanzhou Scientific and Technological Planning Projects of Fujian, China","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}]},{"name":"Quanzhou Scientific and Technological Planning Projects of Fujian, China","award":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"],"award-info":[{"award-number":["ZQN-PY518","1611422002","61605048","61603144","2015J01256","2016J01300","2015Z120","2017G024"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational Intelligence and Neuroscience"],"published-print":{"date-parts":[[2019,12,17]]},"abstract":"<jats:p>A multiscale cooperative differential evolution algorithm is proposed to solve the problems of narrow search range at the early stage and slow convergence at the later stage in the performance of the traditional differential evolution algorithms. Firstly, the population structure of multipopulation mechanism is adopted so that each subpopulation is combined with a corresponding mutation strategy to ensure the individual diversity during evolution. Then, the covariance learning among populations is developed to establish a suitable rotating coordinate system for cross operation. Meanwhile, an adaptive parameter adjustment strategy is introduced to balance the population survey and convergence. Finally, the proposed algorithm is tested on the CEC 2005 benchmark function and compared with other state-of-the-art evolutionary algorithms. The experiment results showed that the proposed algorithm has better performance in solving global optimization problems than other compared algorithms.<\/jats:p>","DOI":"10.1155\/2019\/5259129","type":"journal-article","created":{"date-parts":[[2019,12,17]],"date-time":"2019-12-17T18:31:03Z","timestamp":1576607463000},"page":"1-17","source":"Crossref","is-referenced-by-count":13,"title":["Multiscale Cooperative Differential Evolution Algorithm"],"prefix":"10.1155","volume":"2019","author":[{"given":"Yongzhao","family":"Du","sequence":"first","affiliation":[{"name":"College of Engineering, Huaqiao University, Quanzhou 362021, China"},{"name":"Research Center of Apply Statistics and Big Data, Huaqiao University, Xiamen 361021, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuling","family":"Fan","sequence":"additional","affiliation":[{"name":"College of Engineering, Huaqiao University, Quanzhou 362021, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaofang","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Engineering, Huaqiao University, Quanzhou 362021, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7596-3299","authenticated-orcid":true,"given":"Yanmin","family":"Luo","sequence":"additional","affiliation":[{"name":"College of Computer Science and Technology, Huaqiao University, Xiamen 361021, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4822-8437","authenticated-orcid":true,"given":"Jianeng","family":"Tang","sequence":"additional","affiliation":[{"name":"College of Engineering, Huaqiao University, Quanzhou 362021, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2619-1629","authenticated-orcid":true,"given":"Peizhong","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Engineering, Huaqiao University, Quanzhou 362021, China"},{"name":"Research Center of Apply Statistics and Big Data, Huaqiao University, Xiamen 361021, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"issue":"4","key":"1","doi-asserted-by":"crossref","first-page":"341","DOI":"10.1023\/A:1008202821328","volume":"11","year":"1997","journal-title":"Journal of Global Optimization"},{"key":"2","first-page":"18","volume":"22","year":"1997","journal-title":"Dr. Dobb\u2019s Journal"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1109\/tcyb.2013.2292971"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/j.swevo.2014.07.001"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2014.2360890"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1109\/tcyb.2014.2316552"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2012.10.008"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2012.12.014"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2012.08.075"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2013.06.011"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1109\/tcyb.2014.2339495"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2012.09.019"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2013.2250977"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1049\/iet-map.2013.0132"},{"key":"15","doi-asserted-by":"publisher","DOI":"10.1049\/iet-smt.2014.0082"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1109\/lgrs.2013.2285476"},{"key":"17","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2010.04.024"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2014.05.019"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2010.2059031"},{"key":"21","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2006.872133"},{"key":"22","doi-asserted-by":"publisher","DOI":"10.1109\/tsmcb.2010.2056367"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2008.927706"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2009.2014613"},{"key":"25","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2006.06.043"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1016\/j.swevo.2016.01.004"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2010.2087271"},{"issue":"1","key":"28","doi-asserted-by":"crossref","first-page":"105","DOI":"10.1023\/A:1024653025686","volume":"27","year":"2003","journal-title":"Journal of Global Optimization"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2011.09.001"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2015.09.009"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1109\/tsmcb.2005.856724"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1109\/4235.843494"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2005.843751"},{"key":"37","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2007.906658"},{"key":"39","doi-asserted-by":"publisher","DOI":"10.1504\/ijbic.2011.038701"},{"key":"41","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-013-1022-x"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.1016\/j.engappai.2011.05.010"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2010.09.032"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2005.857610"},{"key":"48","doi-asserted-by":"publisher","DOI":"10.1162\/106365601750190398"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/5259129.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/5259129.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2019\/5259129.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,12,17]],"date-time":"2019-12-17T18:31:08Z","timestamp":1576607468000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/cin\/2019\/5259129\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,12,17]]},"references-count":39,"alternative-id":["5259129","5259129"],"URL":"https:\/\/doi.org\/10.1155\/2019\/5259129","relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"type":"print","value":"1687-5265"},{"type":"electronic","value":"1687-5273"}],"subject":[],"published":{"date-parts":[[2019,12,17]]}}}