{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,15]],"date-time":"2026-07-15T16:18:46Z","timestamp":1784132326685,"version":"3.55.0"},"reference-count":48,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2023,6,15]],"date-time":"2023-06-15T00:00:00Z","timestamp":1686787200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2023,6,15]],"date-time":"2023-06-15T00:00:00Z","timestamp":1686787200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2023,6,15]],"date-time":"2023-06-15T00:00:00Z","timestamp":1686787200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62071078"],"award-info":[{"award-number":["62071078"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100012542","name":"Sichuan Science and Technology Program","doi-asserted-by":"publisher","award":["2021YFQ0053"],"award-info":[{"award-number":["2021YFQ0053"]}],"id":[{"id":"10.13039\/100012542","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100013078","name":"Natural Science Research Project of Guizhou Provincial Department of Education","doi-asserted-by":"publisher","award":["QJHKYZ[2021]236"],"award-info":[{"award-number":["QJHKYZ[2021]236"]}],"id":[{"id":"10.13039\/501100013078","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Internet Things J."],"published-print":{"date-parts":[[2023,6,15]]},"DOI":"10.1109\/jiot.2023.3241925","type":"journal-article","created":{"date-parts":[[2023,2,10]],"date-time":"2023-02-10T19:54:53Z","timestamp":1676058893000},"page":"10708-10724","source":"Crossref","is-referenced-by-count":27,"title":["DTN-Assisted Dynamic Cooperative Slicing for Delay-Sensitive Service in MEC-Enabled IoT via Deep Deterministic Policy Gradient With Variable Action"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0309-2695","authenticated-orcid":false,"given":"Li","family":"Li","sequence":"first","affiliation":[{"name":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1622-2401","authenticated-orcid":false,"given":"Lun","family":"Tang","sequence":"additional","affiliation":[{"name":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Qinghai","family":"Liu","sequence":"additional","affiliation":[{"name":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yaqing","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xiaoqiang","family":"He","sequence":"additional","affiliation":[{"name":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6868-6860","authenticated-orcid":false,"given":"Qianbin","family":"Chen","sequence":"additional","affiliation":[{"name":"School of Communication and Information Engineering, Chongqing University of Posts and Telecommunications, Chongqing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref13","first-page":"1","article-title":"Utility optimization for resource allocation in edge network slicing using DRL","author":"zhao","year":"2020","journal-title":"Proc IEEE Global Commun Conf (GLOBECOM)"},{"key":"ref35","article-title":"A closer look at invalid action masking in policy gradient algorithms","author":"huang","year":"2020","journal-title":"arXiv 2006 14171"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2022.3143949"},{"key":"ref34","article-title":"Policy gradient methods for reinforcement learning with function approximation and action-dependent baselines","author":"thomas","year":"2017","journal-title":"arXiv 1706 06643"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/MNET.011.2000591"},{"key":"ref37","article-title":"Sigmoid activation function in selecting the best model of artificial neural networks","author":"pratiwi","year":"2019","journal-title":"Proc 1st Bukittinggi Int Conf Educ"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2933893"},{"key":"ref36","article-title":"Learning activation functions to improve deep neural networks","author":"agostinelli","year":"2015","journal-title":"arXiv 1412 6830"},{"key":"ref31","first-page":"387","article-title":"Deterministic policy gradient algorithms","author":"silver","year":"2014","journal-title":"Proc 31st Int Conf Mach Learn (ICML)"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2021.3122941"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2020.3041405"},{"key":"ref33","doi-asserted-by":"crossref","first-page":"331","DOI":"10.1016\/S0927-0507(05)80172-0","article-title":"Markov decision processes","volume":"2","author":"puterman","year":"1990","journal-title":"Handbooks in Operations Research and Management Science"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/TCOMM.2021.3090423"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-4095-0"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/OJVT.2020.2990072"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3091674"},{"key":"ref17","article-title":"Communication and computation O-RAN resource slicing for URLLC services using deep reinforcement learning","author":"filali","year":"2022","journal-title":"arXiv 2202 06439"},{"key":"ref39","first-page":"5528","article-title":"Statistics and samples in distributional reinforcement learning","author":"rowland","year":"2019","journal-title":"Proc 36th Int Conf Mach Learn"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3103320"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.33564\/IJEAST.2020.v04i12.054"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3156100"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/GLOBECOM46510.2021.9685218"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2019.8762029"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2018.2883669"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.001.21143"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2021.3059896"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.23919\/JCIN.2022.9745481"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2021.3135829"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2019.2962798"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3079510"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2021.3088407"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2021.3068255"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2022.3163820"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2021.3083596"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2921159"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3058213"},{"key":"ref43","first-page":"1","article-title":"Deterministic policy gradient: Convergence analysis","author":"xiong","year":"2022","journal-title":"Proc Conf Uncertainty of Artificial Intelligence"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICC42927.2021.9500845"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1007\/978-94-009-5970-5"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2021.3060514"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2020.3018817"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2021.3086961"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/TNSE.2020.2978856"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.001.2000010"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2815638"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2020.3004500"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.23919\/ICN.2020.0019"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2017.2760160"}],"container-title":["IEEE Internet of Things Journal"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6488907\/10142029\/10041921.pdf?arnumber=10041921","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,6,19]],"date-time":"2023-06-19T18:14:48Z","timestamp":1687198488000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10041921\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,6,15]]},"references-count":48,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/jiot.2023.3241925","relation":{},"ISSN":["2327-4662","2372-2541"],"issn-type":[{"value":"2327-4662","type":"electronic"},{"value":"2372-2541","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,6,15]]}}}