{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T17:13:42Z","timestamp":1773249222144,"version":"3.50.1"},"reference-count":43,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/501100012166","name":"National Key Research and Development Program of China","doi-asserted-by":"publisher","award":["2021YFA1003300"],"award-info":[{"award-number":["2021YFA1003300"]}],"id":[{"id":"10.13039\/501100012166","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002920","name":"Research Grants Council","doi-asserted-by":"publisher","award":["16213119"],"award-info":[{"award-number":["16213119"]}],"id":[{"id":"10.13039\/501100002920","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Wireless Commun."],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1109\/twc.2022.3183255","type":"journal-article","created":{"date-parts":[[2022,6,22]],"date-time":"2022-06-22T19:47:21Z","timestamp":1655927241000},"page":"10271-10285","source":"Crossref","is-referenced-by-count":40,"title":["Deep Reinforcement Learning Based End-to-End Multiuser Channel Prediction and Beamforming"],"prefix":"10.1109","volume":"21","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-9943-2027","authenticated-orcid":false,"given":"Man","family":"Chu","sequence":"first","affiliation":[{"name":"Department of Engineering, Shenzhen MSU-BIT University, Shenzhen, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3943-5234","authenticated-orcid":false,"given":"An","family":"Liu","sequence":"additional","affiliation":[{"name":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7769-6008","authenticated-orcid":false,"given":"Vincent K. N.","family":"Lau","sequence":"additional","affiliation":[{"name":"Department of Electronics and Communication Engineering, The Hong Kong University of Science and Technology, Hong Kong"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8658-7011","authenticated-orcid":false,"given":"Chen","family":"Jiang","sequence":"additional","affiliation":[{"name":"DJI Creative Studio LLC, Burbank, CA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7406-2170","authenticated-orcid":false,"given":"Tingting","family":"Yang","sequence":"additional","affiliation":[{"name":"Navigation College, Dalian Maritime University, Dalian, China"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","year":"2018","journal-title":"5G NR Overall Description Stage-2 (3GPP TS 38 300 Version 15 3 1 Release 15)"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1186\/1687-6180-2014-85"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2018.2799164"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2021.3138927"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/VTCSpring.2015.7145766"},{"key":"ref30","author":"cheng","year":"2014","journal-title":"Method and arrangement for SINR feedback in MIMO based wireless communication systems"},{"key":"ref37","first-page":"387","article-title":"Deterministic policy gradient algorithms","author":"silver","year":"2014","journal-title":"Proc 31st Int Conf Mach Learn"},{"key":"ref36","first-page":"1861","article-title":"Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor","author":"haarnoja","year":"2018","journal-title":"Proc ICML"},{"key":"ref35","article-title":"Deep reinforcement learning in parameterized action space","author":"hausknecht","year":"2015","journal-title":"arXiv 1511 04143"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2935010"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2901066"},{"key":"ref40","first-page":"1","article-title":"Practical hybrid beamforming schemes in massive MIMO 5G NR systems","author":"zhao","year":"2019","journal-title":"Proc International ITG Workshop on Smart Antennas"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TCCN.2019.2943455"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/LWC.2018.2832128"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2019.2904361"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2850226"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2020.3033334"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICCChina.2018.8641085"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ALLERTON.2017.8262721"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2018.2819130"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/JSAC.2017.2699378"},{"key":"ref28","first-page":"1008","article-title":"Actor-critic algorithms","author":"konda","year":"2000","journal-title":"Proc Conf Neural Inf Process Syst"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ICC40277.2020.9149283"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2018.2872440"},{"key":"ref3","doi-asserted-by":"crossref","first-page":"2838","DOI":"10.1109\/TCOMM.2020.2974457","article-title":"Sparse channel estimation and hybrid precoding using deep learning for millimeter wave massive MIMO","volume":"68","author":"wenyan","year":"2020","journal-title":"IEEE Trans Commun"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2018.2868103"},{"key":"ref29","author":"sun","year":"2012","journal-title":"A signal-to-noise ratio feedback method and equipment"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TSP.2015.2416684"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2019.1800601"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2018.2846401"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2928837"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2019.2960242"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/GLOCOMW.2018.8644454"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TVT.2020.3017652"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1038\/nature14236"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/TWC.2020.3044462"},{"key":"ref42","first-page":"1","article-title":"Attention is all you need","author":"vaswani","year":"2017","journal-title":"Proc NIPS"},{"key":"ref24","author":"sutton","year":"2014","journal-title":"Reinforcement Learning An Introduction"},{"key":"ref41","year":"2013","journal-title":"Evolved Universal Terrestrial Radio Access (E-UTRA) Physical Channels and Modulation"},{"key":"ref23","article-title":"Playing atari with deep reinforcement learning","author":"mnih","year":"2013","journal-title":"arXiv 1312 5602"},{"key":"ref26","article-title":"Continuous control with deep reinforcement learning","author":"lillicrap","year":"2015","journal-title":"arXiv 1509 02971"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/WCNCW49093.2021.9420002"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/18.720531"}],"container-title":["IEEE Transactions on Wireless Communications"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/7693\/9978751\/09804217.pdf?arnumber=9804217","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,1,9]],"date-time":"2023-01-09T20:33:21Z","timestamp":1673296401000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9804217\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12]]},"references-count":43,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/twc.2022.3183255","relation":{},"ISSN":["1536-1276","1558-2248"],"issn-type":[{"value":"1536-1276","type":"print"},{"value":"1558-2248","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12]]}}}