Joint Power Allocation and Beamforming for Non-Orthogonal Multiple Access (NOMA) in 5G Millimeter Wave Communications
In this paper, we explore non-orthogonal multiple access (NOMA) in millimeter-wave (mm-wave) communications (mm-wave-NOMA). In particular, we consider a typical problem, i.e., maximization of the sum rate of a 2-user mm-wave-NOMA system. In this problem, we need to find the beamforming vector to ste...
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Veröffentlicht in: | IEEE transactions on wireless communications 2018-05, Vol.17 (5), p.2961-2974 |
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description | In this paper, we explore non-orthogonal multiple access (NOMA) in millimeter-wave (mm-wave) communications (mm-wave-NOMA). In particular, we consider a typical problem, i.e., maximization of the sum rate of a 2-user mm-wave-NOMA system. In this problem, we need to find the beamforming vector to steer towards the two users simultaneously subject to an analog beamforming structure, while allocating appropriate power to them. As the problem is non-convex and may not be converted to a convex problem with simple manipulations, we propose a suboptimal solution to this problem. The basic idea is to decompose the original joint beamforming and power allocation problem into two sub-problems which are relatively easy to solve: one is a power and beam gain allocation problem, and the other is a beamforming problem under a constant-modulus constraint. Extension of the proposed solution from 2-user mm-wave-NOMA to more-user mm-wave-NOMA is also discussed. Extensive performance evaluations are conducted to verify the rational of the proposed solution, and the results also show that the proposed sub-optimal solution achieves close-to-bound sum-rate performance, which is significantly better than that of time-division multiple access. |
doi_str_mv | 10.1109/TWC.2018.2804953 |
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In particular, we consider a typical problem, i.e., maximization of the sum rate of a 2-user mm-wave-NOMA system. In this problem, we need to find the beamforming vector to steer towards the two users simultaneously subject to an analog beamforming structure, while allocating appropriate power to them. As the problem is non-convex and may not be converted to a convex problem with simple manipulations, we propose a suboptimal solution to this problem. The basic idea is to decompose the original joint beamforming and power allocation problem into two sub-problems which are relatively easy to solve: one is a power and beam gain allocation problem, and the other is a beamforming problem under a constant-modulus constraint. Extension of the proposed solution from 2-user mm-wave-NOMA to more-user mm-wave-NOMA is also discussed. Extensive performance evaluations are conducted to verify the rational of the proposed solution, and the results also show that the proposed sub-optimal solution achieves close-to-bound sum-rate performance, which is significantly better than that of time-division multiple access.</description><identifier>ISSN: 1536-1276</identifier><identifier>EISSN: 1558-2248</identifier><identifier>DOI: 10.1109/TWC.2018.2804953</identifier><identifier>CODEN: ITWCAX</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>5G mobile communication ; Antenna arrays ; Array signal processing ; Beamforming ; Channel models ; Decoding ; downlink beamforming ; Millimeter waves ; millimeter-wave communications ; mm-wave-NOMA ; NOMA ; non-orthogonal multiple access ; Nonorthogonal multiple access ; Optimization ; power allocation ; Power management ; Resource management ; Time Division Multiple Access</subject><ispartof>IEEE transactions on wireless communications, 2018-05, Vol.17 (5), p.2961-2974</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c357t-f56e94ed075f490ea3f829fb55485598aaaa1b0fdb6528f06b5b7910ed2264bf3</citedby><cites>FETCH-LOGICAL-c357t-f56e94ed075f490ea3f829fb55485598aaaa1b0fdb6528f06b5b7910ed2264bf3</cites><orcidid>0000-0002-4895-6680 ; 0000-0002-4884-542X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8294044$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27923,27924,54757</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8294044$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Xiao, Zhenyu</creatorcontrib><creatorcontrib>Zhu, Lipeng</creatorcontrib><creatorcontrib>Choi, Jinho</creatorcontrib><creatorcontrib>Xia, Pengfei</creatorcontrib><creatorcontrib>Xia, Xiang-Gen</creatorcontrib><title>Joint Power Allocation and Beamforming for Non-Orthogonal Multiple Access (NOMA) in 5G Millimeter Wave Communications</title><title>IEEE transactions on wireless communications</title><addtitle>TWC</addtitle><description>In this paper, we explore non-orthogonal multiple access (NOMA) in millimeter-wave (mm-wave) communications (mm-wave-NOMA). In particular, we consider a typical problem, i.e., maximization of the sum rate of a 2-user mm-wave-NOMA system. In this problem, we need to find the beamforming vector to steer towards the two users simultaneously subject to an analog beamforming structure, while allocating appropriate power to them. As the problem is non-convex and may not be converted to a convex problem with simple manipulations, we propose a suboptimal solution to this problem. The basic idea is to decompose the original joint beamforming and power allocation problem into two sub-problems which are relatively easy to solve: one is a power and beam gain allocation problem, and the other is a beamforming problem under a constant-modulus constraint. Extension of the proposed solution from 2-user mm-wave-NOMA to more-user mm-wave-NOMA is also discussed. Extensive performance evaluations are conducted to verify the rational of the proposed solution, and the results also show that the proposed sub-optimal solution achieves close-to-bound sum-rate performance, which is significantly better than that of time-division multiple access.</description><subject>5G mobile communication</subject><subject>Antenna arrays</subject><subject>Array signal processing</subject><subject>Beamforming</subject><subject>Channel models</subject><subject>Decoding</subject><subject>downlink beamforming</subject><subject>Millimeter waves</subject><subject>millimeter-wave communications</subject><subject>mm-wave-NOMA</subject><subject>NOMA</subject><subject>non-orthogonal multiple access</subject><subject>Nonorthogonal multiple access</subject><subject>Optimization</subject><subject>power allocation</subject><subject>Power management</subject><subject>Resource management</subject><subject>Time Division Multiple Access</subject><issn>1536-1276</issn><issn>1558-2248</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kD1PwzAYhC0EEqWwI7FYYoEhxd9JxhJBAfWDoahj5CR2cZXYxU5A_HtSpeJd7h3uTqcHgGuMJhij9GG9ySYE4WRCEsRSTk_ACHOeRISw5PTwUxFhEotzcBHCDiEcC85HoHtzxrbw3f0oD6d17UrZGmehtBV8VLLRzjfGbmGvcOlstPLtp9s6K2u46OrW7GsFp2WpQoB3y9Vieg-NhXwGF6auTaPavnUjvxXMXNN01gzt4RKcaVkHdXXUMfh4flpnL9F8NXvNpvOopDxuI82FSpmqUMw1S5GSVCck1QXnLOE8TWR_uEC6KgQniUai4EWcYqQqQgQrNB2D26F3791Xp0Kb71zn-_EhJ4jGlHEsSO9Cg6v0LgSvdL73ppH-N8coP8DNe7j5AW5-hNtHboaIUUr92_txDDFG_wAS03V8</recordid><startdate>201805</startdate><enddate>201805</enddate><creator>Xiao, Zhenyu</creator><creator>Zhu, Lipeng</creator><creator>Choi, Jinho</creator><creator>Xia, Pengfei</creator><creator>Xia, Xiang-Gen</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SP</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><orcidid>https://orcid.org/0000-0002-4895-6680</orcidid><orcidid>https://orcid.org/0000-0002-4884-542X</orcidid></search><sort><creationdate>201805</creationdate><title>Joint Power Allocation and Beamforming for Non-Orthogonal Multiple Access (NOMA) in 5G Millimeter Wave Communications</title><author>Xiao, Zhenyu ; Zhu, Lipeng ; Choi, Jinho ; Xia, Pengfei ; Xia, Xiang-Gen</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c357t-f56e94ed075f490ea3f829fb55485598aaaa1b0fdb6528f06b5b7910ed2264bf3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>5G mobile communication</topic><topic>Antenna arrays</topic><topic>Array signal processing</topic><topic>Beamforming</topic><topic>Channel models</topic><topic>Decoding</topic><topic>downlink beamforming</topic><topic>Millimeter waves</topic><topic>millimeter-wave communications</topic><topic>mm-wave-NOMA</topic><topic>NOMA</topic><topic>non-orthogonal multiple access</topic><topic>Nonorthogonal multiple access</topic><topic>Optimization</topic><topic>power allocation</topic><topic>Power management</topic><topic>Resource management</topic><topic>Time Division Multiple Access</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Xiao, Zhenyu</creatorcontrib><creatorcontrib>Zhu, Lipeng</creatorcontrib><creatorcontrib>Choi, Jinho</creatorcontrib><creatorcontrib>Xia, Pengfei</creatorcontrib><creatorcontrib>Xia, Xiang-Gen</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE Electronic Library (IEL)</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>IEEE transactions on wireless communications</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Xiao, Zhenyu</au><au>Zhu, Lipeng</au><au>Choi, Jinho</au><au>Xia, Pengfei</au><au>Xia, Xiang-Gen</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Joint Power Allocation and Beamforming for Non-Orthogonal Multiple Access (NOMA) in 5G Millimeter Wave Communications</atitle><jtitle>IEEE transactions on wireless communications</jtitle><stitle>TWC</stitle><date>2018-05</date><risdate>2018</risdate><volume>17</volume><issue>5</issue><spage>2961</spage><epage>2974</epage><pages>2961-2974</pages><issn>1536-1276</issn><eissn>1558-2248</eissn><coden>ITWCAX</coden><abstract>In this paper, we explore non-orthogonal multiple access (NOMA) in millimeter-wave (mm-wave) communications (mm-wave-NOMA). In particular, we consider a typical problem, i.e., maximization of the sum rate of a 2-user mm-wave-NOMA system. In this problem, we need to find the beamforming vector to steer towards the two users simultaneously subject to an analog beamforming structure, while allocating appropriate power to them. As the problem is non-convex and may not be converted to a convex problem with simple manipulations, we propose a suboptimal solution to this problem. The basic idea is to decompose the original joint beamforming and power allocation problem into two sub-problems which are relatively easy to solve: one is a power and beam gain allocation problem, and the other is a beamforming problem under a constant-modulus constraint. Extension of the proposed solution from 2-user mm-wave-NOMA to more-user mm-wave-NOMA is also discussed. Extensive performance evaluations are conducted to verify the rational of the proposed solution, and the results also show that the proposed sub-optimal solution achieves close-to-bound sum-rate performance, which is significantly better than that of time-division multiple access.</abstract><cop>New York</cop><pub>IEEE</pub><doi>10.1109/TWC.2018.2804953</doi><tpages>14</tpages><orcidid>https://orcid.org/0000-0002-4895-6680</orcidid><orcidid>https://orcid.org/0000-0002-4884-542X</orcidid></addata></record> |
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subjects | 5G mobile communication Antenna arrays Array signal processing Beamforming Channel models Decoding downlink beamforming Millimeter waves millimeter-wave communications mm-wave-NOMA NOMA non-orthogonal multiple access Nonorthogonal multiple access Optimization power allocation Power management Resource management Time Division Multiple Access |
title | Joint Power Allocation and Beamforming for Non-Orthogonal Multiple Access (NOMA) in 5G Millimeter Wave Communications |
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