{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,10]],"date-time":"2025-09-10T21:44:10Z","timestamp":1757540650018,"version":"3.41.2"},"reference-count":35,"publisher":"Wiley","issue":"1","license":[{"start":{"date-parts":[[2021,8,10]],"date-time":"2021-08-10T00:00:00Z","timestamp":1628553600000},"content-version":"vor","delay-in-days":221,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Wireless Communications and Mobile Computing"],"published-print":{"date-parts":[[2021,1]]},"abstract":"<jats:p>Mobile edge caching is an emerging approach to manage high mobile data traffic in fifth\u2010generation wireless networks that reduces content access latency and offloading data traffic of backhaul links. This paper proposes a novel cooperative caching policy based on long short\u2010term memory (LSTM) neural networks considering the characteristics between the features of the heterogeneous layers and the user moving speed. Specifically, LSTM is applied to predict content popularity. Size\u2010weighted content popularity is utilised to balance the impact of the predicted content popularity and content size. We also consider the moving speeds of mobile users and introduce a two\u2010level caching architecture consisting of several small base stations (SBSs) and macro base stations (MBSs). To avoid content requests of fast\u2010moving users affecting the content popularity distribution of the SBS since fast\u2010moving users frequently handover among SBSs, fast\u2010moving users are served by MBSs no matter which SBS they are in. SBSs serve low\u2010speed users, and SBSs in the same cluster can communicate with one another. The simulation results show that compared to common cache methods, for example, the least frequently used and least recently used methods, our proposed policy is at least 8.9% lower and 6.8% higher in terms of the average content access latency and offloading ratio, respectively.<\/jats:p>","DOI":"10.1155\/2021\/5568935","type":"journal-article","created":{"date-parts":[[2021,8,11]],"date-time":"2021-08-11T03:52:50Z","timestamp":1628653970000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["A Novel Cooperative Cache Policy for Wireless Networks"],"prefix":"10.1155","volume":"2021","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-3774-8878","authenticated-orcid":false,"given":"Lincan","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7857-511X","authenticated-orcid":false,"given":"Chiew Foong","family":"Kwong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2660-7287","authenticated-orcid":false,"given":"Qianyu","family":"Liu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0896-0650","authenticated-orcid":false,"given":"Pushpendu","family":"Kar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8062-6617","authenticated-orcid":false,"given":"Saeid Pourroostaei","family":"Ardakani","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2021,8,10]]},"reference":[{"key":"e_1_2_9_1_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2840040"},{"key":"e_1_2_9_2_2","doi-asserted-by":"publisher","DOI":"10.1109\/tmm.2019.2929004"},{"key":"e_1_2_9_3_2","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2808242"},{"key":"e_1_2_9_4_2","doi-asserted-by":"publisher","DOI":"10.1109\/JPROC.2020.2988595"},{"key":"e_1_2_9_5_2","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2016.7537180"},{"key":"e_1_2_9_6_2","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2019.2930601"},{"key":"e_1_2_9_7_2","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2016.2575837"},{"key":"e_1_2_9_8_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2884913"},{"key":"e_1_2_9_9_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2852278"},{"key":"e_1_2_9_10_2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2685434"},{"key":"e_1_2_9_11_2","doi-asserted-by":"publisher","DOI":"10.1109\/TMC.2019.2892419"},{"key":"e_1_2_9_12_2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2866709"},{"key":"e_1_2_9_13_2","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2018.2880482"},{"key":"e_1_2_9_14_2","doi-asserted-by":"crossref","unstructured":"NiuY. 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