Beamforming Design and Performance Analysis for Satellite and UAV Integrated Networks in IoRT Applications
Satellite and unmanned aerial vehicle (UAV) integrated networks (SUINs) are considered as a promising method to offer various Internet of Remote Things (IoRT) applications. In this article, we investigate the downlink transmission of SUINs where the satellite-to-UAV link uses the free-space optical...
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Veröffentlicht in: | IEEE internet of things journal 2022-08, Vol.9 (16), p.14965-14977 |
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creator | Kong, Huaicong Lin, Min Zhang, Jian Ouyang, Jian Zhu, Wei-Ping Alouini, Mohamed-Slim |
description | Satellite and unmanned aerial vehicle (UAV) integrated networks (SUINs) are considered as a promising method to offer various Internet of Remote Things (IoRT) applications. In this article, we investigate the downlink transmission of SUINs where the satellite-to-UAV link uses the free-space optical (FSO) technology with an equal gain combining (EGC) scheme while the links from UAV to IoRT devices exploit radio frequency (RF) with the space-division multiple access (SDMA) technique. Specifically, considering that only statistical channel state information (CSI) is available, we first formulate an optimization problem to maximize the ergodic sum rate (ESR) of the system, which is constrained by the total transmit power budget and IoRT devices' rate requirements. Then, a beamforming (BF) scheme based on the alternating direction method of multipliers (ADMM) is proposed to solve the nonconvex problem. Furthermore, a zero-forcing (ZF)-based suboptimal approach is also presented to reduce the implementation complexity. Finally, by assuming that the FSO link and RF links are subject to Gamma-Gamma fading and Nakagami- m fading, respectively, we derive closed-form ESR expressions for the considered network with the proposed BF schemes. Simulation results are provided to confirm the accuracy of the theoretical analysis. Moreover, it is revealed that our proposed EGC scheme for FSO communication and BF schemes for RF transmission can both achieve better performance than the existing works. |
doi_str_mv | 10.1109/JIOT.2022.3170429 |
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In this article, we investigate the downlink transmission of SUINs where the satellite-to-UAV link uses the free-space optical (FSO) technology with an equal gain combining (EGC) scheme while the links from UAV to IoRT devices exploit radio frequency (RF) with the space-division multiple access (SDMA) technique. Specifically, considering that only statistical channel state information (CSI) is available, we first formulate an optimization problem to maximize the ergodic sum rate (ESR) of the system, which is constrained by the total transmit power budget and IoRT devices' rate requirements. Then, a beamforming (BF) scheme based on the alternating direction method of multipliers (ADMM) is proposed to solve the nonconvex problem. Furthermore, a zero-forcing (ZF)-based suboptimal approach is also presented to reduce the implementation complexity. Finally, by assuming that the FSO link and RF links are subject to Gamma-Gamma fading and Nakagami-<inline-formula> <tex-math notation="LaTeX">m </tex-math></inline-formula> fading, respectively, we derive closed-form ESR expressions for the considered network with the proposed BF schemes. Simulation results are provided to confirm the accuracy of the theoretical analysis. Moreover, it is revealed that our proposed EGC scheme for FSO communication and BF schemes for RF transmission can both achieve better performance than the existing works.</description><identifier>ISSN: 2327-4662</identifier><identifier>EISSN: 2327-4662</identifier><identifier>DOI: 10.1109/JIOT.2022.3170429</identifier><identifier>CODEN: IITJAU</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Alternating direction method of multipliers (ADMMs) ; Autonomous aerial vehicles ; Beamforming ; ergodic sum rate (ESR) ; Fading ; Internet of Remote Things (IoRT) ; Internet of Things ; Optimization ; Protocols ; Radio frequency ; satellite and unmanned aerial vehicle-integrated networks (SUINs) ; Satellite broadcasting ; Satellites ; Smart devices ; space-division multiple access (SDMA) ; statistical channel state information (CSI) ; Unmanned aerial vehicles</subject><ispartof>IEEE internet of things journal, 2022-08, Vol.9 (16), p.14965-14977</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2022</rights><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c293t-158cad66395df173bbee5979b715b34d306f852c94d21dc29fa53eb50f17f4d93</citedby><cites>FETCH-LOGICAL-c293t-158cad66395df173bbee5979b715b34d306f852c94d21dc29fa53eb50f17f4d93</cites><orcidid>0000-0001-8299-6259 ; 0000-0002-0517-6545 ; 0000-0003-4827-1793 ; 0000-0001-7955-7044 ; 0000-0002-0296-436X ; 0000-0003-0631-947X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9766223$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,780,784,796,27923,27924,54757</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/9766223$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Kong, Huaicong</creatorcontrib><creatorcontrib>Lin, Min</creatorcontrib><creatorcontrib>Zhang, Jian</creatorcontrib><creatorcontrib>Ouyang, Jian</creatorcontrib><creatorcontrib>Zhu, Wei-Ping</creatorcontrib><creatorcontrib>Alouini, Mohamed-Slim</creatorcontrib><title>Beamforming Design and Performance Analysis for Satellite and UAV Integrated Networks in IoRT Applications</title><title>IEEE internet of things journal</title><addtitle>JIoT</addtitle><description>Satellite and unmanned aerial vehicle (UAV) integrated networks (SUINs) are considered as a promising method to offer various Internet of Remote Things (IoRT) applications. In this article, we investigate the downlink transmission of SUINs where the satellite-to-UAV link uses the free-space optical (FSO) technology with an equal gain combining (EGC) scheme while the links from UAV to IoRT devices exploit radio frequency (RF) with the space-division multiple access (SDMA) technique. Specifically, considering that only statistical channel state information (CSI) is available, we first formulate an optimization problem to maximize the ergodic sum rate (ESR) of the system, which is constrained by the total transmit power budget and IoRT devices' rate requirements. Then, a beamforming (BF) scheme based on the alternating direction method of multipliers (ADMM) is proposed to solve the nonconvex problem. Furthermore, a zero-forcing (ZF)-based suboptimal approach is also presented to reduce the implementation complexity. Finally, by assuming that the FSO link and RF links are subject to Gamma-Gamma fading and Nakagami-<inline-formula> <tex-math notation="LaTeX">m </tex-math></inline-formula> fading, respectively, we derive closed-form ESR expressions for the considered network with the proposed BF schemes. Simulation results are provided to confirm the accuracy of the theoretical analysis. Moreover, it is revealed that our proposed EGC scheme for FSO communication and BF schemes for RF transmission can both achieve better performance than the existing works.</description><subject>Alternating direction method of multipliers (ADMMs)</subject><subject>Autonomous aerial vehicles</subject><subject>Beamforming</subject><subject>ergodic sum rate (ESR)</subject><subject>Fading</subject><subject>Internet of Remote Things (IoRT)</subject><subject>Internet of Things</subject><subject>Optimization</subject><subject>Protocols</subject><subject>Radio frequency</subject><subject>satellite and unmanned aerial vehicle-integrated networks (SUINs)</subject><subject>Satellite broadcasting</subject><subject>Satellites</subject><subject>Smart devices</subject><subject>space-division multiple access (SDMA)</subject><subject>statistical channel state information (CSI)</subject><subject>Unmanned aerial vehicles</subject><issn>2327-4662</issn><issn>2327-4662</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpNkF1LwzAUhosoOOZ-gHgT8LozH027XNb5VRlOdPM2pM3pyOzSmXTI_r2pG-LVObw874HzRNElwWNCsLh5LuaLMcWUjhnJcELFSTSgjGZxkqb09N9-Ho28X2OMQ40TkQ6i9S2oTd26jbErdAferCxSVqNXcH2qbAUot6rZe-NRSNC76qBpTAe_2DL_QIXtYOVCrNELdN-t-_TIWFS0bwuUb7eNqVRnWusvorNaNR5GxzmMlg_3i-lTPJs_FtN8FldUsC4mfFIpnaZMcF2TjJUlABeZKDPCS5ZohtN6wmklEk2JDp1acQYlxwGuEy3YMLo-3N269msHvpPrdufCD17SDOOEsEnKA0UOVOVa7x3UcuvMRrm9JFj2VmVvVfZW5dFq6FwdOgYA_niRBbOUsR-yw3Mm</recordid><startdate>20220815</startdate><enddate>20220815</enddate><creator>Kong, Huaicong</creator><creator>Lin, Min</creator><creator>Zhang, Jian</creator><creator>Ouyang, Jian</creator><creator>Zhu, Wei-Ping</creator><creator>Alouini, Mohamed-Slim</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>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><orcidid>https://orcid.org/0000-0001-8299-6259</orcidid><orcidid>https://orcid.org/0000-0002-0517-6545</orcidid><orcidid>https://orcid.org/0000-0003-4827-1793</orcidid><orcidid>https://orcid.org/0000-0001-7955-7044</orcidid><orcidid>https://orcid.org/0000-0002-0296-436X</orcidid><orcidid>https://orcid.org/0000-0003-0631-947X</orcidid></search><sort><creationdate>20220815</creationdate><title>Beamforming Design and Performance Analysis for Satellite and UAV Integrated Networks in IoRT Applications</title><author>Kong, Huaicong ; Lin, Min ; Zhang, Jian ; Ouyang, Jian ; Zhu, Wei-Ping ; Alouini, Mohamed-Slim</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c293t-158cad66395df173bbee5979b715b34d306f852c94d21dc29fa53eb50f17f4d93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Alternating direction method of multipliers (ADMMs)</topic><topic>Autonomous aerial vehicles</topic><topic>Beamforming</topic><topic>ergodic sum rate (ESR)</topic><topic>Fading</topic><topic>Internet of Remote Things (IoRT)</topic><topic>Internet of Things</topic><topic>Optimization</topic><topic>Protocols</topic><topic>Radio frequency</topic><topic>satellite and unmanned aerial vehicle-integrated networks (SUINs)</topic><topic>Satellite broadcasting</topic><topic>Satellites</topic><topic>Smart devices</topic><topic>space-division multiple access (SDMA)</topic><topic>statistical channel state information (CSI)</topic><topic>Unmanned aerial vehicles</topic><toplevel>online_resources</toplevel><creatorcontrib>Kong, Huaicong</creatorcontrib><creatorcontrib>Lin, Min</creatorcontrib><creatorcontrib>Zhang, Jian</creatorcontrib><creatorcontrib>Ouyang, Jian</creatorcontrib><creatorcontrib>Zhu, Wei-Ping</creatorcontrib><creatorcontrib>Alouini, Mohamed-Slim</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>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 internet of things journal</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Kong, Huaicong</au><au>Lin, Min</au><au>Zhang, Jian</au><au>Ouyang, Jian</au><au>Zhu, Wei-Ping</au><au>Alouini, Mohamed-Slim</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Beamforming Design and Performance Analysis for Satellite and UAV Integrated Networks in IoRT Applications</atitle><jtitle>IEEE internet of things journal</jtitle><stitle>JIoT</stitle><date>2022-08-15</date><risdate>2022</risdate><volume>9</volume><issue>16</issue><spage>14965</spage><epage>14977</epage><pages>14965-14977</pages><issn>2327-4662</issn><eissn>2327-4662</eissn><coden>IITJAU</coden><abstract>Satellite and unmanned aerial vehicle (UAV) integrated networks (SUINs) are considered as a promising method to offer various Internet of Remote Things (IoRT) applications. In this article, we investigate the downlink transmission of SUINs where the satellite-to-UAV link uses the free-space optical (FSO) technology with an equal gain combining (EGC) scheme while the links from UAV to IoRT devices exploit radio frequency (RF) with the space-division multiple access (SDMA) technique. Specifically, considering that only statistical channel state information (CSI) is available, we first formulate an optimization problem to maximize the ergodic sum rate (ESR) of the system, which is constrained by the total transmit power budget and IoRT devices' rate requirements. Then, a beamforming (BF) scheme based on the alternating direction method of multipliers (ADMM) is proposed to solve the nonconvex problem. Furthermore, a zero-forcing (ZF)-based suboptimal approach is also presented to reduce the implementation complexity. Finally, by assuming that the FSO link and RF links are subject to Gamma-Gamma fading and Nakagami-<inline-formula> <tex-math notation="LaTeX">m </tex-math></inline-formula> fading, respectively, we derive closed-form ESR expressions for the considered network with the proposed BF schemes. Simulation results are provided to confirm the accuracy of the theoretical analysis. Moreover, it is revealed that our proposed EGC scheme for FSO communication and BF schemes for RF transmission can both achieve better performance than the existing works.</abstract><cop>Piscataway</cop><pub>IEEE</pub><doi>10.1109/JIOT.2022.3170429</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0001-8299-6259</orcidid><orcidid>https://orcid.org/0000-0002-0517-6545</orcidid><orcidid>https://orcid.org/0000-0003-4827-1793</orcidid><orcidid>https://orcid.org/0000-0001-7955-7044</orcidid><orcidid>https://orcid.org/0000-0002-0296-436X</orcidid><orcidid>https://orcid.org/0000-0003-0631-947X</orcidid><oa>free_for_read</oa></addata></record> |
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subjects | Alternating direction method of multipliers (ADMMs) Autonomous aerial vehicles Beamforming ergodic sum rate (ESR) Fading Internet of Remote Things (IoRT) Internet of Things Optimization Protocols Radio frequency satellite and unmanned aerial vehicle-integrated networks (SUINs) Satellite broadcasting Satellites Smart devices space-division multiple access (SDMA) statistical channel state information (CSI) Unmanned aerial vehicles |
title | Beamforming Design and Performance Analysis for Satellite and UAV Integrated Networks in IoRT Applications |
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