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The cache-enabled device-to-device communication has been proven to effectively enhance the performance of wireless communication networks. This article investigates the caching deployment problem from the energy efficiency in the cache-enabled device-to-device networks. According to the random geometry theory modeling, the closed form expression of energy efficiency is derived, which measures the average number of successful transmitted file bits per unit time and per unit power consumption. And then we establish an optimization problem to maximize energy efficiency. As the formulated optimization problem is a multiple-ratio fractional programming problem that cannot be solved conveniently, we propose a quadratic transformation method to nest in the energy efficiency maximization problem. To tackle this problem, an iterative optimization algorithm is proposed to optimize the caching policy and network energy efficiency. The simulation results demonstrate that the proposed policy can achieve higher energy efficiency and hit probability in the cache-enabled device-to-device network. <\/jats:p>","DOI":"10.1177\/1550147720984659","type":"journal-article","created":{"date-parts":[[2020,12,28]],"date-time":"2020-12-28T07:23:23Z","timestamp":1609140203000},"page":"155014772098465","update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":2,"title":["Caching deployment based on energy efficiency in device-to-device cooperative networks"],"prefix":"10.1177","volume":"16","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7989-4937","authenticated-orcid":false,"given":"Weiguang","family":"Wang","sequence":"first","affiliation":[{"name":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hui","family":"Li","sequence":"additional","affiliation":[{"name":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yang","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0874-9927","authenticated-orcid":false,"given":"Wei","family":"Cheng","sequence":"additional","affiliation":[{"name":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Haoyang","family":"Qin","sequence":"additional","affiliation":[{"name":"School of Electronics and Information, Northwestern Polytechnical University, Xi\u2019an, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2020,12,27]]},"reference":[{"key":"bibr2-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1177\/155014772834652"},{"key":"bibr3-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2935495"},{"volume-title":"2012 IEEE global communications conference (GLOBECOM)","author":"Golrezaei N","key":"bibr4-1550147720984659"},{"key":"bibr5-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1007\/s11276-020-02248-9"},{"key":"bibr6-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2799546"},{"key":"bibr7-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2014.2319555"},{"key":"bibr8-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2017.2659701"},{"key":"bibr9-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2014.2316817"},{"key":"bibr10-1550147720984659","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2013.6495773"},{"key":"bibr11-1550147720984659","first-page":"110301","volume":"64","author":"You XH","year":"2020","journal-title":"Towards 6G wireless communication networks: vision, enabling technologies, and new paradigm shifts. 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