{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,11]],"date-time":"2026-04-11T13:16:32Z","timestamp":1775913392031,"version":"3.50.1"},"reference-count":37,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"7","license":[{"start":{"date-parts":[[2023,7,1]],"date-time":"2023-07-01T00:00:00Z","timestamp":1688169600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,7,1]],"date-time":"2023-07-01T00:00:00Z","timestamp":1688169600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,7,1]],"date-time":"2023-07-01T00:00:00Z","timestamp":1688169600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Chenguang Program","award":["20CG47"],"award-info":[{"award-number":["20CG47"]}]},{"name":"Shanghai Education Development Foundation and Shanghai Municipal Education Commission"},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62072304"],"award-info":[{"award-number":["62072304"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772341"],"award-info":[{"award-number":["61772341"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61972253"],"award-info":[{"award-number":["61972253"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U1908212"],"award-info":[{"award-number":["U1908212"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["72061127001"],"award-info":[{"award-number":["72061127001"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003399","name":"Science and Technology Commission of Shanghai Municipality","doi-asserted-by":"publisher","award":["21511100600"],"award-info":[{"award-number":["21511100600"]}],"id":[{"id":"10.13039\/501100003399","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003399","name":"Science and Technology Commission of Shanghai Municipality","doi-asserted-by":"publisher","award":["19510760500"],"award-info":[{"award-number":["19510760500"]}],"id":[{"id":"10.13039\/501100003399","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003399","name":"Science and Technology Commission of Shanghai Municipality","doi-asserted-by":"publisher","award":["19511101500"],"award-info":[{"award-number":["19511101500"]}],"id":[{"id":"10.13039\/501100003399","id-type":"DOI","asserted-by":"publisher"}]},{"name":"High Performance Computing Center of Shanghai University and Shanghai Engineering Research Center of Intelligent Computing System","award":["19DZ2252600"],"award-info":[{"award-number":["19DZ2252600"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. on Mobile Comput."],"published-print":{"date-parts":[[2023,7,1]]},"DOI":"10.1109\/tmc.2022.3148254","type":"journal-article","created":{"date-parts":[[2022,2,4]],"date-time":"2022-02-04T20:36:39Z","timestamp":1644006999000},"page":"3870-3881","source":"Crossref","is-referenced-by-count":103,"title":["Deep Reinforcement Learning Based Approach for Online Service Placement and Computation Resource Allocation in Edge Computing"],"prefix":"10.1109","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0485-839X","authenticated-orcid":false,"given":"Tong","family":"Liu","sequence":"first","affiliation":[{"name":"School of Computer Engineering and Science, Shanghai University, Shanghai, China"}]},{"given":"Shenggang","family":"Ni","sequence":"additional","affiliation":[{"name":"School of Computer Engineering and Science, Shanghai University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7243-2783","authenticated-orcid":false,"given":"Xiaoqiang","family":"Li","sequence":"additional","affiliation":[{"name":"School of Computer Engineering and Science, Shanghai University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6406-4992","authenticated-orcid":false,"given":"Yanmin","family":"Zhu","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"}]},{"given":"Linghe","family":"Kong","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7296-9222","authenticated-orcid":false,"given":"Yuanyuan","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, Department of Computer Science, Stony Brook University, Stony Brook, NY, USA"}]}],"member":"263","reference":[{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8486411"},{"key":"ref35","author":"sutton","year":"1998","journal-title":"Introduction to Reinforcement Learning"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155455"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1126\/science.153.3731.34"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2016.7511148"},{"key":"ref37","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014","journal-title":"CoRR"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM41043.2020.9155365"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1023\/A:1022628806385"},{"key":"ref31","article-title":"Playing Atari with deep reinforcement learning","author":"mnih","year":"2013","journal-title":"CoRR"},{"key":"ref30","doi-asserted-by":"crossref","first-page":"436","DOI":"10.1038\/nature14539","article-title":"Deep learning","volume":"521","author":"lecun","year":"2015","journal-title":"Nature"},{"key":"ref11","article-title":"Collaborative service caching for edge computing in dense small cell networks","author":"chen","year":"2017","journal-title":"CoRR"},{"key":"ref33","article-title":"Parametrized deep Q-networks learning: Reinforcement learning with discrete-continuous hybrid action space","author":"xiong","year":"2018","journal-title":"CoRR"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOM.2018.8647338"},{"key":"ref32","doi-asserted-by":"crossref","first-page":"529","DOI":"10.1038\/nature14236","article-title":"Human-level control through deep reinforcement learning","volume":"518","author":"mnih","year":"2015","journal-title":"Nature"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TMM.2013.2240674"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.pmcj.2009.07.007"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2014.6883509"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2018.2805369"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2018.8485977"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/TCC.2016.2525987"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/PIMRC48278.2020.9217105"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737560"},{"key":"ref26","first-page":"169","article-title":"A DQN-based approach for online service placement in mobile edge computing","author":"jie","year":"2020","journal-title":"Proc Int Conf Collaborative Comput Netw Appl Worksharing"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2021.3081991"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737368"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737543"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2018.2869954"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.2019.1800386"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1287\/opre.38.5.870"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1023\/A:1022676722315"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ICDCS.2018.00044"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2019.8737385"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/CloudCom.2017.46"},{"key":"ref4","first-page":"1","article-title":"Mobile edge computing–A key technology towards 5G","volume":"11","author":"hu","year":"2015","journal-title":"ETSI White Paper"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2017.2696539"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/TNET.2016.2636843"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2017.2745201"}],"container-title":["IEEE Transactions on Mobile Computing"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/7755\/10144458\/09705104.pdf?arnumber=9705104","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,26]],"date-time":"2023-06-26T18:59:00Z","timestamp":1687805940000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9705104\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,7,1]]},"references-count":37,"journal-issue":{"issue":"7"},"URL":"https:\/\/doi.org\/10.1109\/tmc.2022.3148254","relation":{},"ISSN":["1536-1233","1558-0660","2161-9875"],"issn-type":[{"value":"1536-1233","type":"print"},{"value":"1558-0660","type":"electronic"},{"value":"2161-9875","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,7,1]]}}}