{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,8]],"date-time":"2025-11-08T13:12:40Z","timestamp":1762607560708,"version":"3.37.3"},"reference-count":38,"publisher":"Wiley","license":[{"start":{"date-parts":[[2019,6,23]],"date-time":"2019-06-23T00:00:00Z","timestamp":1561248000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"crossref","award":["2017YFC0803400","ZR2018MF003"],"award-info":[{"award-number":["2017YFC0803400","ZR2018MF003"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Research and demonstration on key technologies for intelligent monitoring and early warning of supervision sites","award":["2017YFC0803400","ZR2018MF003"],"award-info":[{"award-number":["2017YFC0803400","ZR2018MF003"]}]},{"DOI":"10.13039\/501100007129","name":"Natural Science Foundation of Shandong Province","doi-asserted-by":"publisher","award":["2017YFC0803400","ZR2018MF003"],"award-info":[{"award-number":["2017YFC0803400","ZR2018MF003"]}],"id":[{"id":"10.13039\/501100007129","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Wireless Communications and Mobile Computing"],"published-print":{"date-parts":[[2019,6,23]]},"abstract":"<jats:p>There are many issues to consider when integrating 5G networks and the Internet of things to build a future smart city, such as how to schedule resources and how to reduce costs. This has a lot to do with dynamic multiobjective optimization. In order to deal with this kind of problem, it is necessary to design a good processing strategy. Evolutionary algorithm can handle this problem well. The prediction in the dynamic environment has been the very challenging work. In the previous literature, the location and distribution of PF or PS are mostly predicted by the center point. The center point generally refers to the center point of the population in the decision space. However, the center point of the decision space cannot meet the needs of various problems. In fact, there are many points with special meanings in objective space, such as ideal point and CTI. In this paper, a hybrid prediction strategy carried through from both decision space and objective space (DOPS) is proposed to handle all kinds of optimization problems. The prediction in decision space is based on the center point. And the prediction in objective space is based on CTI. In addition, for handling the problems with periodic changes, a kind of memory method is added. Finally, to compensate for the inaccuracy of the prediction in particularly complex problems, a self-adaptive diversity maintenance method is adopted. The proposed strategy was compared with other four state-of-the-art strategies on 13 classic dynamic multiobjective optimization problems (DMOPs). The experimental results show that DOPS is effective in dynamic multiobjective optimization.<\/jats:p>","DOI":"10.1155\/2019\/5190879","type":"journal-article","created":{"date-parts":[[2019,6,23]],"date-time":"2019-06-23T19:32:07Z","timestamp":1561318327000},"page":"1-17","source":"Crossref","is-referenced-by-count":2,"title":["A Hybrid Predictive Strategy Carried through Simultaneously from Decision Space and Objective Space for Evolutionary Dynamic Multiobjective Optimization"],"prefix":"10.1155","volume":"2019","author":[{"given":"Peng","family":"Xu","sequence":"first","affiliation":[{"name":"School of Information Science and Engineering, Shandong University, Qingdao, Shandong Province 266237, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Xiaoming","family":"Wu","sequence":"additional","affiliation":[{"name":"Qilu University of Technology (Shandong Academy of Sciences), Jinan, Shandong Province, China"},{"name":"Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, Shandong Province, China"},{"name":"Shandong Provincial Key Laboratory of Computer Networks, Jinan, Shandong Province, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Man","family":"Guo","sequence":"additional","affiliation":[{"name":"TORCH High Technology Industry Development Center, Ministry of Science and Technology 18A, Section 2 of Sanlihe Community, Xicheng District, Beijing 100045, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shuai","family":"Wang","sequence":"additional","affiliation":[{"name":"Qilu University of Technology (Shandong Academy of Sciences), Jinan, Shandong Province, China"},{"name":"Heze Branch of Shandong Academy of Sciences, Heze, Shandong Province 274009, China"},{"name":"Biological Engineering Technology Innovation Center of Shandong Province, Heze, Shandong Province 274009, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4915-3660","authenticated-orcid":true,"given":"Qingya","family":"Li","sequence":"additional","affiliation":[{"name":"Qilu University of Technology (Shandong Academy of Sciences), Jinan, Shandong Province, China"},{"name":"Shandong Computer Science Center (National Supercomputer Center in Jinan), Jinan, Shandong Province, China"},{"name":"Shandong Provincial Key Laboratory of Computer Networks, Jinan, Shandong Province, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Weiping","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Information Science and Engineering, Shandong University, Qingdao, Shandong Province 266237, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","reference":[{"key":"12","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2019.2893736"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1016\/j.cag.2015.05.019"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2019.2894362"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1109\/TMAG.2007.916502"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2018.2840824"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-01020-0_27"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-19893-9_28"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCB.2010.2061225"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1631\/jzus.2004.0378"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2007.07.005"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1080\/0305215X.2011.573853"},{"key":"27","doi-asserted-by":"publisher","DOI":"10.1016\/j.patcog.2019.01.017"},{"key":"28","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-014-0960-3"},{"key":"34","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2018.1700292"},{"key":"24","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2018.2877671"},{"key":"31","doi-asserted-by":"publisher","DOI":"10.1007\/s00371-017-1387-4"},{"key":"29","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2010.2104156"},{"year":"2007","key":"4"},{"issue":"1","key":"32","first-page":"204","volume":"20","year":"2009","journal-title":"Journal of Systems Engineering and Electronics"},{"key":"37","doi-asserted-by":"publisher","DOI":"10.1109\/TCYB.2013.2245892"},{"key":"38","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-014-1477-4"},{"issue":"5","key":"39","first-page":"677","volume":"28","year":"2013","journal-title":"Control Decis"},{"issue":"9","key":"40","first-page":"1816","volume":"43","year":"2015","journal-title":"Acta Electronica Sinica"},{"key":"41","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2016.2574621"},{"key":"42","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2010.2041060"},{"key":"43","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2008.07.015"},{"key":"44","doi-asserted-by":"publisher","DOI":"10.1162\/evco.2009.17.3.411"},{"key":"58","first-page":"1","volume":"1","year":"2018","journal-title":"Soft Computing"},{"key":"59","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2017.08.004"},{"key":"62","doi-asserted-by":"publisher","DOI":"10.1109\/tevc.2014.2378512"},{"key":"63","doi-asserted-by":"publisher","DOI":"10.1007\/s001580050111"},{"key":"65","doi-asserted-by":"publisher","DOI":"10.1080\/0305215X.2010.548863"},{"key":"53","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2007.894202"},{"key":"54","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2004.831456"},{"key":"55","doi-asserted-by":"publisher","DOI":"10.1109\/TEVC.2008.920671"},{"key":"45","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-014-1433-3"},{"key":"60","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2017.05.008"},{"key":"66","doi-asserted-by":"publisher","DOI":"10.2307\/3001968"}],"container-title":["Wireless Communications and Mobile Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2019\/5190879.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2019\/5190879.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/wcmc\/2019\/5190879.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,9,20]],"date-time":"2019-09-20T08:40:55Z","timestamp":1568968855000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.hindawi.com\/journals\/wcmc\/2019\/5190879\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,6,23]]},"references-count":38,"alternative-id":["5190879","5190879"],"URL":"https:\/\/doi.org\/10.1155\/2019\/5190879","relation":{},"ISSN":["1530-8669","1530-8677"],"issn-type":[{"type":"print","value":"1530-8669"},{"type":"electronic","value":"1530-8677"}],"subject":[],"published":{"date-parts":[[2019,6,23]]}}}