dc.contributor.author | Qin, Z | en_US |
dc.contributor.author | Ye, H | en_US |
dc.contributor.author | Li, GY | en_US |
dc.contributor.author | Juang, BHF | en_US |
dc.date.accessioned | 2019-05-01T13:19:50Z | |
dc.date.issued | 2019-04-01 | en_US |
dc.identifier.issn | 1536-1284 | en_US |
dc.identifier.uri | https://qmro.qmul.ac.uk/xmlui/handle/123456789/57304 | |
dc.description.abstract | © 2002-2012 IEEE. DL has shown great potential to revolutionize communication systems. This article provides an overview of the recent advancements in DL-based physical layer communications. DL can improve the performance of each individual block in communication systems or optimize the whole transmitter/receiver. Therefore, we categorize the applications of DL in physical layer communications into systems with and without block structures. For DL-based communication systems with the block structure, we demonstrate the power of DL in signal compression and signal detection. We also discuss the recent endeavors in developing DL-based end-to-end communication systems. Finally, potential research directions are identified to boost intelligent physical layer communications. Introduction. | en_US |
dc.format.extent | 93 - 99 | en_US |
dc.relation.ispartof | IEEE Wireless Communications | en_US |
dc.title | Deep learning in physical layer communications | en_US |
dc.type | Article | |
dc.rights.holder | © 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works | |
dc.identifier.doi | 10.1109/MWC.2019.1800601 | en_US |
pubs.issue | 2 | en_US |
pubs.notes | Not known | en_US |
pubs.publication-status | Published | en_US |
pubs.volume | 26 | en_US |
rioxxterms.funder | Default funder | en_US |
rioxxterms.identifier.project | Default project | en_US |