Uplink Precoding Optimization for NOMA Cellular-Connected UAV Networks
Unmanned aerial vehicles (UAVs) are playing an important role in wireless networks, due to their cost effectiveness and flexible deployment. Particularly, integrating UAVs into existing cellular networks has great potential to provide high-rate and ultra-reliable communications. In this paper, we in...
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Veröffentlicht in: | IEEE transactions on communications 2020-02, Vol.68 (2), p.1271-1283 |
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creator | Pang, Xiaowei Gui, Guan Zhao, Nan Zhang, Weile Chen, Yunfei Ding, Zhiguo Adachi, Fumiyuki |
description | Unmanned aerial vehicles (UAVs) are playing an important role in wireless networks, due to their cost effectiveness and flexible deployment. Particularly, integrating UAVs into existing cellular networks has great potential to provide high-rate and ultra-reliable communications. In this paper, we investigate the uplink transmission in a cellular network from a UAV using non-orthogonal multiple access (NOMA) and from ground users to base stations (BSs). Specifically, we aim to maximize the sum rate of uplink from UAV to BSs in a specific band as well as from the UAV's co-channel users to their associated BSs via optimizing the precoding vectors at the multi-antenna UAV. To mitigate the interference, we apply successive interference cancellation (SIC) not only to the UAV-connected BSs, but also to the BSs associated with ground users in the same band. The precoding optimization problem with constraints on the SIC decoding and the transmission rate requirements is formulated, which is non-convex. Thus, we introduce auxiliary variables and apply approximations based on the first-order Taylor expansion to convert it into a second-order cone programming. Accordingly, an iterative algorithm is designed to obtain the solution to the problem with low complexity. Numerical results are presented to demonstrate the effectiveness of our proposed scheme. |
doi_str_mv | 10.1109/TCOMM.2019.2954136 |
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Particularly, integrating UAVs into existing cellular networks has great potential to provide high-rate and ultra-reliable communications. In this paper, we investigate the uplink transmission in a cellular network from a UAV using non-orthogonal multiple access (NOMA) and from ground users to base stations (BSs). Specifically, we aim to maximize the sum rate of uplink from UAV to BSs in a specific band as well as from the UAV's co-channel users to their associated BSs via optimizing the precoding vectors at the multi-antenna UAV. To mitigate the interference, we apply successive interference cancellation (SIC) not only to the UAV-connected BSs, but also to the BSs associated with ground users in the same band. The precoding optimization problem with constraints on the SIC decoding and the transmission rate requirements is formulated, which is non-convex. Thus, we introduce auxiliary variables and apply approximations based on the first-order Taylor expansion to convert it into a second-order cone programming. Accordingly, an iterative algorithm is designed to obtain the solution to the problem with low complexity. Numerical results are presented to demonstrate the effectiveness of our proposed scheme.</description><identifier>ISSN: 0090-6778</identifier><identifier>EISSN: 1558-0857</identifier><identifier>DOI: 10.1109/TCOMM.2019.2954136</identifier><identifier>CODEN: IECMBT</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Cellular communication ; Cellular networks ; Cost effectiveness ; Interference ; Iterative algorithms ; Iterative methods ; NOMA ; Non-orthogonal multiple access ; Nonorthogonal multiple access ; Optimization ; Precoding ; precoding optimization ; successive interference cancellation ; Taylor series ; Transmission rate (communications) ; unmanned aerial vehicle ; Unmanned aerial vehicles ; Uplink ; Wireless networks</subject><ispartof>IEEE transactions on communications, 2020-02, Vol.68 (2), p.1271-1283</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2020</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c295t-476f7c1ce06a0b81bdc210ea2edce97bf8265e994f559b755c292c8bad105fdf3</citedby><cites>FETCH-LOGICAL-c295t-476f7c1ce06a0b81bdc210ea2edce97bf8265e994f559b755c292c8bad105fdf3</cites><orcidid>0000-0003-3888-2881 ; 0000-0002-5416-0718 ; 0000-0001-8083-1805 ; 0000-0002-6497-7799 ; 0000-0002-7962-0389 ; 0000-0001-5280-384X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8906143$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8906143$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Pang, Xiaowei</creatorcontrib><creatorcontrib>Gui, Guan</creatorcontrib><creatorcontrib>Zhao, Nan</creatorcontrib><creatorcontrib>Zhang, Weile</creatorcontrib><creatorcontrib>Chen, Yunfei</creatorcontrib><creatorcontrib>Ding, Zhiguo</creatorcontrib><creatorcontrib>Adachi, Fumiyuki</creatorcontrib><title>Uplink Precoding Optimization for NOMA Cellular-Connected UAV Networks</title><title>IEEE transactions on communications</title><addtitle>TCOMM</addtitle><description>Unmanned aerial vehicles (UAVs) are playing an important role in wireless networks, due to their cost effectiveness and flexible deployment. Particularly, integrating UAVs into existing cellular networks has great potential to provide high-rate and ultra-reliable communications. In this paper, we investigate the uplink transmission in a cellular network from a UAV using non-orthogonal multiple access (NOMA) and from ground users to base stations (BSs). Specifically, we aim to maximize the sum rate of uplink from UAV to BSs in a specific band as well as from the UAV's co-channel users to their associated BSs via optimizing the precoding vectors at the multi-antenna UAV. To mitigate the interference, we apply successive interference cancellation (SIC) not only to the UAV-connected BSs, but also to the BSs associated with ground users in the same band. The precoding optimization problem with constraints on the SIC decoding and the transmission rate requirements is formulated, which is non-convex. Thus, we introduce auxiliary variables and apply approximations based on the first-order Taylor expansion to convert it into a second-order cone programming. Accordingly, an iterative algorithm is designed to obtain the solution to the problem with low complexity. Numerical results are presented to demonstrate the effectiveness of our proposed scheme.</description><subject>Cellular communication</subject><subject>Cellular networks</subject><subject>Cost effectiveness</subject><subject>Interference</subject><subject>Iterative algorithms</subject><subject>Iterative methods</subject><subject>NOMA</subject><subject>Non-orthogonal multiple access</subject><subject>Nonorthogonal multiple access</subject><subject>Optimization</subject><subject>Precoding</subject><subject>precoding optimization</subject><subject>successive interference cancellation</subject><subject>Taylor series</subject><subject>Transmission rate (communications)</subject><subject>unmanned aerial vehicle</subject><subject>Unmanned aerial vehicles</subject><subject>Uplink</subject><subject>Wireless networks</subject><issn>0090-6778</issn><issn>1558-0857</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2020</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kMFOwzAQRC0EEqXwA3CJxDllbcdxfKwiWpDahkPL1UqcNUqbxsFJheDrSWnFaS_zZlaPkHsKE0pBPa3TbLmcMKBqwpSIKI8vyIgKkYSQCHlJRgAKwljK5JrcdN0WACLgfERmm7auml3w5tG4smo-gqztq331k_eVawLrfLDKltMgxbo-1LkPU9c0aHosg830PVhh_-X8rrslVzavO7w73zHZzJ7X6Uu4yOav6XQRmuGtPoxkbKWhBiHOoUhoURpGAXOGpUElC5uwWKBSkRVCFVKIAWMmKfKSgrCl5WPyeOptvfs8YNfrrTv4ZpjUjItEgeQUhhQ7pYx3XefR6tZX-9x_awr66Ev_-dJHX_rsa4AeTlCFiP_AUBnTiPNfIjNmmw</recordid><startdate>20200201</startdate><enddate>20200201</enddate><creator>Pang, Xiaowei</creator><creator>Gui, Guan</creator><creator>Zhao, Nan</creator><creator>Zhang, Weile</creator><creator>Chen, Yunfei</creator><creator>Ding, Zhiguo</creator><creator>Adachi, Fumiyuki</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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Thus, we introduce auxiliary variables and apply approximations based on the first-order Taylor expansion to convert it into a second-order cone programming. Accordingly, an iterative algorithm is designed to obtain the solution to the problem with low complexity. Numerical results are presented to demonstrate the effectiveness of our proposed scheme.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TCOMM.2019.2954136</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0003-3888-2881</orcidid><orcidid>https://orcid.org/0000-0002-5416-0718</orcidid><orcidid>https://orcid.org/0000-0001-8083-1805</orcidid><orcidid>https://orcid.org/0000-0002-6497-7799</orcidid><orcidid>https://orcid.org/0000-0002-7962-0389</orcidid><orcidid>https://orcid.org/0000-0001-5280-384X</orcidid></addata></record> |
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subjects | Cellular communication Cellular networks Cost effectiveness Interference Iterative algorithms Iterative methods NOMA Non-orthogonal multiple access Nonorthogonal multiple access Optimization Precoding precoding optimization successive interference cancellation Taylor series Transmission rate (communications) unmanned aerial vehicle Unmanned aerial vehicles Uplink Wireless networks |
title | Uplink Precoding Optimization for NOMA Cellular-Connected UAV Networks |
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