Overview on intelligent wireless communication technology

In recent years,artificial intelligence (AI) has been applied to wireless communications,in order to address the challenges introduced by data explosion and Internet of everything.Firstly,three core technologies of AI were introduced,including deep learning,deep reinforcement learning,and federated...

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Main Authors: Yingchang LIANG, Junjie TAN, Dusit Niyato
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2020-07-01
Series:Tongxin xuebao
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Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020145/
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author Yingchang LIANG
Junjie TAN
Dusit Niyato
author_facet Yingchang LIANG
Junjie TAN
Dusit Niyato
author_sort Yingchang LIANG
collection DOAJ
description In recent years,artificial intelligence (AI) has been applied to wireless communications,in order to address the challenges introduced by data explosion and Internet of everything.Firstly,three core technologies of AI were introduced,including deep learning,deep reinforcement learning,and federated learning.Then,an overview of their applications on wireless communications was provided,from the aspects of wireless transmission,spectrum management,resource allocation,network access,network and system optimization.Based on the overview,the principle,applicability,design methodology,pros and cons on applying AI technologies to solve wireless communication problems were analyzed and summarized.Regarding the existed limitations,the future development trends and research directions on intelligent wireless communication technologies were pointed out,to hopefully provide useful help and reference for the future research in this field.
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series Tongxin xuebao
spelling doaj-art-bc6debe5f0ca455689867c9b79092cc42025-01-14T07:19:36ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2020-07-014111759736431Overview on intelligent wireless communication technologyYingchang LIANGJunjie TANDusit NiyatoIn recent years,artificial intelligence (AI) has been applied to wireless communications,in order to address the challenges introduced by data explosion and Internet of everything.Firstly,three core technologies of AI were introduced,including deep learning,deep reinforcement learning,and federated learning.Then,an overview of their applications on wireless communications was provided,from the aspects of wireless transmission,spectrum management,resource allocation,network access,network and system optimization.Based on the overview,the principle,applicability,design methodology,pros and cons on applying AI technologies to solve wireless communication problems were analyzed and summarized.Regarding the existed limitations,the future development trends and research directions on intelligent wireless communication technologies were pointed out,to hopefully provide useful help and reference for the future research in this field.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020145/artificial intelligencewireless communicationdeep learningdeep reinforcement learningfederated learning
spellingShingle Yingchang LIANG
Junjie TAN
Dusit Niyato
Overview on intelligent wireless communication technology
Tongxin xuebao
artificial intelligence
wireless communication
deep learning
deep reinforcement learning
federated learning
title Overview on intelligent wireless communication technology
title_full Overview on intelligent wireless communication technology
title_fullStr Overview on intelligent wireless communication technology
title_full_unstemmed Overview on intelligent wireless communication technology
title_short Overview on intelligent wireless communication technology
title_sort overview on intelligent wireless communication technology
topic artificial intelligence
wireless communication
deep learning
deep reinforcement learning
federated learning
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2020145/
work_keys_str_mv AT yingchangliang overviewonintelligentwirelesscommunicationtechnology
AT junjietan overviewonintelligentwirelesscommunicationtechnology
AT dusitniyato overviewonintelligentwirelesscommunicationtechnology