{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,26]],"date-time":"2026-06-26T02:45:46Z","timestamp":1782441946304,"version":"3.54.5"},"reference-count":42,"publisher":"Hindawi Limited","license":[{"start":{"date-parts":[[2016,1,1]],"date-time":"2016-01-01T00:00:00Z","timestamp":1451606400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational Intelligence and Neuroscience"],"published-print":{"date-parts":[[2016]]},"abstract":"<jats:p>Multiobjective evolutionary algorithms have incorporated surrogate models in order to reduce the number of required evaluations to approximate the Pareto front of computationally expensive multiobjective optimization problems. Currently, few works have reviewed the state of the art in this topic. However, the existing reviews have focused on classifying the evolutionary multiobjective optimization algorithms with respect to the type of underlying surrogate model. In this paper, we center our focus on classifying multiobjective evolutionary algorithms with respect to their integration with surrogate models. This interaction has led us to classify similar approaches and identify advantages and disadvantages of each class.<\/jats:p>","DOI":"10.1155\/2016\/9420460","type":"journal-article","created":{"date-parts":[[2016,6,12]],"date-time":"2016-06-12T21:01:13Z","timestamp":1465765273000},"page":"1-14","source":"Crossref","is-referenced-by-count":77,"title":["A Review of Surrogate Assisted Multiobjective Evolutionary Algorithms"],"prefix":"10.1155","volume":"2016","author":[{"given":"Alan","family":"D\u00edaz-Manr\u00edquez","sequence":"first","affiliation":[{"name":"Facultad de Ingenier\u00eda y Ciencias, Universidad Aut\u00f3noma de Tamaulipas, 87000 Victoria, TAMPS, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Gregorio","family":"Toscano","sequence":"additional","affiliation":[{"name":"Information Technology Laboratory, CINVESTAV-Tamaulipas, 87130 Victoria, TAMPS, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jose Hugo","family":"Barron-Zambrano","sequence":"additional","affiliation":[{"name":"Facultad de Ingenier\u00eda y Ciencias, Universidad Aut\u00f3noma de Tamaulipas, 87000 Victoria, TAMPS, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Edgar","family":"Tello-Leal","sequence":"additional","affiliation":[{"name":"Facultad de Ingenier\u00eda y Ciencias, Universidad Aut\u00f3noma de Tamaulipas, 87000 Victoria, TAMPS, Mexico"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"98","reference":[{"key":"12","year":"2002"},{"key":"54","series-title":"Adaptation Learning and Optimization","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1007\/978-3-642-10701-6_2","volume-title":"A review of techniques for handling expensive functions in evolutionary multi-objective optimization","volume":"2","year":"2010"},{"key":"32","series-title":"Studies in Computational Intelligence","doi-asserted-by":"crossref","first-page":"23","DOI":"10.1007\/978-3-540-77467-9_2","volume-title":"Knowledge incorporation in multi-objective evolutionary algorithms","volume":"98","year":"2008"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-003-0328-5"},{"key":"56","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-10701-6_1"},{"key":"49","year":"2007"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1029\/JB076i008p01905"},{"issue":"4","key":"53","doi-asserted-by":"crossref","first-page":"409","DOI":"10.1214\/ss\/1177012413","volume":"4","year":"1989","journal-title":"Statistical Science"},{"key":"60","series-title":"Adaptive and Learning Systems for Signal Processing, Communications, and Control","year":"1998"},{"key":"41","volume":"705","year":"2009"},{"key":"55","doi-asserted-by":"publisher","DOI":"10.1017\/cbo9780511618994"},{"key":"17","year":"1981"},{"key":"38","doi-asserted-by":"publisher","DOI":"10.2113\/gsecongeo.58.8.1246"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1109\/4235.996017"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.2514\/1.14667"},{"key":"62","doi-asserted-by":"publisher","DOI":"10.1299\/jsmeb.45.23"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1016\/j.cma.2006.07.010"},{"key":"35","doi-asserted-by":"publisher","DOI":"10.1007\/s00158-007-0163-x"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1016\/j.applthermaleng.2010.03.027"},{"key":"33","doi-asserted-by":"publisher","DOI":"10.1162\/106365602760234108"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1162\/evco_a_00009"},{"key":"68","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-30217-9_84"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2004.826067"},{"key":"40","year":"1999"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1099-1360(199801)7:1<34::AID-MCDA161>3.0.CO;2-6"},{"issue":"2","key":"43","first-page":"87","volume":"2","year":"2000","journal-title":"International Journal of Fuzzy Systems"},{"key":"51","doi-asserted-by":"publisher","DOI":"10.1007\/BFb0056852"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-76931-6_23"},{"key":"59","doi-asserted-by":"publisher","DOI":"10.2514\/1.34548"},{"key":"36","doi-asserted-by":"publisher","DOI":"10.1016\/j.cma.2007.12.014"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-10701-6_9"},{"key":"66","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2007.892759"},{"issue":"1","key":"21","first-page":"18","volume":"6","year":"2005","journal-title":"International Journal of Computers, Systems, and Signals"},{"key":"57","doi-asserted-by":"publisher","DOI":"10.1016\/j.jhydrol.2010.08.023"},{"key":"8","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2004.841905"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2005.859463"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2005.851274"},{"key":"30","doi-asserted-by":"publisher","DOI":"10.1023\/a:1008306431147"},{"key":"23","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-88051-6_8"},{"key":"67","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2009.2033671"},{"key":"63","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-15844-5_58"},{"key":"47","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2012.06.043"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2016\/9420460.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2016\/9420460.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2016\/9420460.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,24]],"date-time":"2017-06-24T16:14:52Z","timestamp":1498320892000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/cin\/2016\/9420460\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016]]},"references-count":42,"alternative-id":["9420460","9420460"],"URL":"https:\/\/doi.org\/10.1155\/2016\/9420460","relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"value":"1687-5265","type":"print"},{"value":"1687-5273","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016]]}}}