{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T21:54:10Z","timestamp":1740174850400,"version":"3.37.3"},"reference-count":25,"publisher":"Wiley","license":[{"start":{"date-parts":[[2017,1,1]],"date-time":"2017-01-01T00:00:00Z","timestamp":1483228800000},"content-version":"unspecified","delay-in-days":0,"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":["61601482","2016B010125003","2016B010108010","2015581"],"award-info":[{"award-number":["61601482","2016B010125003","2016B010108010","2015581"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Guangdong Technology Project","award":["61601482","2016B010125003","2016B010108010","2015581"],"award-info":[{"award-number":["61601482","2016B010125003","2016B010108010","2015581"]}]},{"name":"Guangdong Technology Project","award":["61601482","2016B010125003","2016B010108010","2015581"],"award-info":[{"award-number":["61601482","2016B010125003","2016B010108010","2015581"]}]},{"DOI":"10.13039\/501100010453","name":"National Development and Reform Commission","doi-asserted-by":"crossref","award":["61601482","2016B010125003","2016B010108010","2015581"],"award-info":[{"award-number":["61601482","2016B010125003","2016B010108010","2015581"]}],"id":[{"id":"10.13039\/501100010453","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Mobile Information Systems"],"published-print":{"date-parts":[[2017]]},"abstract":"<jats:p>Both the densification of small base stations and the diversity of user activities bring huge challenges for today\u2019s heterogeneous networks, either heavy burdens on base stations or serious energy waste. In order to ensure coverage of the network while reducing the total energy consumption, we adopt a green mobile cyberphysical system (MCPS) to handle this problem. In this paper, we propose a feature extraction method using sliding window to extract the distribution feature of mobile user equipment (UE), and a case study is presented to demonstrate that the method is efficacious in reserving the clustering distribution feature. Furthermore, we present traffic clustering analysis to categorize collected traffic distribution samples into a limited set of traffic patterns, where the patterns and corresponding optimized control strategies are used to similar traffic distributions for the rapid control of base station state. Experimental results show that the sliding window is more superior in enabling higher UE coverage over the grid method. Besides, the optimized control strategy obtained from the traffic pattern is capable of achieving a high coverage that can well serve over 98% of all mobile UE for similar traffic distributions.<\/jats:p>","DOI":"10.1155\/2017\/2409830","type":"journal-article","created":{"date-parts":[[2017,5,30]],"date-time":"2017-05-30T21:03:14Z","timestamp":1496178194000},"page":"1-10","source":"Crossref","is-referenced-by-count":0,"title":["Sliding Window Based Feature Extraction and Traffic Clustering for Green Mobile Cyberphysical Systems"],"prefix":"10.1155","volume":"2017","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0277-9145","authenticated-orcid":true,"given":"Jiao","family":"Zhang","sequence":"first","affiliation":[{"name":"College of Electronic Science and Engineering, National University of Defense Technology, Changsha, China"},{"name":"Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, Shenzhen, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4099-6917","authenticated-orcid":true,"given":"Li","family":"Zhou","sequence":"additional","affiliation":[{"name":"College of Electronic Science and Engineering, National University of Defense Technology, Changsha, China"},{"name":"Science and Technology on Information Transmission and Dissemination in Communication Networks Laboratory, Shijiazhuang, China"}]},{"given":"Angran","family":"Xiao","sequence":"additional","affiliation":[{"name":"Department of Mechanical Engineering Technology, New York City College of Technology, City University of New York, Brooklyn, NY 11201, USA"}]},{"given":"Sai","family":"Zeng","sequence":"additional","affiliation":[{"name":"IBM Thomas J. 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