{"id":3759,"date":"2019-05-29T06:31:22","date_gmt":"2019-05-29T06:31:22","guid":{"rendered":"http:\/\/network.ee.tsinghua.edu.cn\/niulab\/?p=3759"},"modified":"2020-09-04T07:03:03","modified_gmt":"2020-09-04T07:03:03","slug":"exploiting-moving-intelligence-delay-optimized-computation-offloading-in-vehicular-fog-networks","status":"publish","type":"post","link":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/?p=3759","title":{"rendered":"Exploiting Moving Intelligence: Delay-Optimized Computation Offloading in Vehicular Fog Networks"},"content":{"rendered":"<p><span class=\"paper_subtitle\">LANGUAGE English <\/span><\/p>\n<p><span class=\"paper_subtitle\"><span class=\"paper_subtitle\">SOURCE<\/span>\u00a0 <strong><em>IEEE COMMUNICATIONS MAGAZINE<\/em><\/strong>, Vol: 57 No: 5 pp: 49-55<\/span><\/p>\n<p><span class=\"paper_subtitle\"><span class=\"paper_subtitle\">Published Date<\/span>: MAY 2019<\/span><\/p>\n<p><span class=\"paper_subtitle\">ABSTRACT<\/span><\/p>\n<p>Future vehicles will have rich computing resources to support autonomous driving and be connected by wireless technologies. Vehicular fog networks (VeFNs) have thus emerged to enable computing resource sharing via computation task offloading, providing a wide range of fog applications.\u00a0 However, the high mobility of vehicles makes it hard to guarantee the delay that accounts for both communication and computation throughout\u00a0 the whole task offloading procedure. In this article, we first review the state of the art of task offloading in VeFNs, and argue that mobility is not only\u00a0 an obstacle for timely computing in VeFNs, but can also benefit the delay performance. We then identify machine learning and coded computing as\u00a0 key enabling technologies to address and exploit mobility in VeFNs. Case studies are provided to illustrate how to adapt learning algorithms to suit\u00a0 the dynamic environment in VeFNs, and how to exploit the mobility with opportunistic computation offloading and task replication.<\/p>\n","protected":false},"excerpt":{"rendered":"<p><a href=\"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/wp-content\/uploads\/2019\/12\/Exploiting-Moving-Intelligence-Delay-Optimized-Computation-Offloading-in-Vehicular-Fog-Networks.pdf\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" class=\"alignleft size-full wp-image-117\" title=\"pdf\" src=\"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/wp-content\/uploads\/2010\/08\/pdf.gif\"alt=\"\" width=\"95\" height=\"50\" \/><\/a>\tSheng Zhou, Yuxuan Sun, Zhiyuan Jiang, Zhisheng Niu, Exploiting Moving Intelligence: Delay-Optimized Computation Offloading in Vehicular Fog Networks, <span class=\"papersource\">IEEE COMMUNICATIONS MAGAZINE, Vol: 57 No: 5 pp: 49-55, MAY 2019 <\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[7],"tags":[100],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=\/wp\/v2\/posts\/3759"}],"collection":[{"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3759"}],"version-history":[{"count":0,"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=\/wp\/v2\/posts\/3759\/revisions"}],"wp:attachment":[{"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3759"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3759"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/network.ee.tsinghua.edu.cn\/niulab\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3759"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}