Degrees of Freedom of the Circular Multirelay MIMO Interference Channel in IoT Networks
In this paper, we study the degrees of freedom (DoF) of a new network information flow model named the circular multirelay multiple-input multiple-output interference channel (CMMI). In this model, there are two clusters and each of them contains three users. Each user equipped with M antennas in on...
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Veröffentlicht in: | IEEE internet of things journal 2018-06, Vol.5 (3), p.1957-1966 |
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creator | Lv, Wenjing Wang, Rui Wu, Jun Xu, Jun Li, Ping Dou, Jianwu |
description | In this paper, we study the degrees of freedom (DoF) of a new network information flow model named the circular multirelay multiple-input multiple-output interference channel (CMMI). In this model, there are two clusters and each of them contains three users. Each user equipped with M antennas in one cluster intends to deliver data streams to another user in the same cluster in a circular one-way transmission via the common distributed K N-antenna relay nodes. The CMMI network model can be considered as a basic component to construct the complicated Internet of Things networks. By assuming linear processing at the users and the relays, we show that the original analysis of DoF comes down in finding solutions of some nonlinear matrix equations with rank constraints. Toward this end, by using linear precoding and post-processing techniques, we propose two different approaches to solve the nonlinear matrix equations based on different antenna configurations. We show that a √ DoF of max{min{M, (√6K/12)}, min{(M/3), (KN/2)}} is achievable for ∀(M/N) ∈ (0, +∞). In addition, to assess the optimal DoF, the cut-set approach is used for deriving the DoF upper bound by innovatively separating certain users to form two-pair two-way relay channels. We show that the DoF of CMMI is upper bounded by max{min{M, (KN/3)}, min{(2M/3), (KN/2)}}. By combining the achievable DoF and the upper bound, we finally show that the optimal DoF of CMMI can be achieved √ for (M/N)∈[0, (√6K/12)]∪[(3K/2), +∞), ∀K ≥ 1. |
doi_str_mv | 10.1109/JIOT.2018.2817580 |
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In this model, there are two clusters and each of them contains three users. Each user equipped with M antennas in one cluster intends to deliver data streams to another user in the same cluster in a circular one-way transmission via the common distributed K N-antenna relay nodes. The CMMI network model can be considered as a basic component to construct the complicated Internet of Things networks. By assuming linear processing at the users and the relays, we show that the original analysis of DoF comes down in finding solutions of some nonlinear matrix equations with rank constraints. Toward this end, by using linear precoding and post-processing techniques, we propose two different approaches to solve the nonlinear matrix equations based on different antenna configurations. We show that a √ DoF of max{min{M, (√6K/12)}, min{(M/3), (KN/2)}} is achievable for ∀(M/N) ∈ (0, +∞). In addition, to assess the optimal DoF, the cut-set approach is used for deriving the DoF upper bound by innovatively separating certain users to form two-pair two-way relay channels. We show that the DoF of CMMI is upper bounded by max{min{M, (KN/3)}, min{(2M/3), (KN/2)}}. By combining the achievable DoF and the upper bound, we finally show that the optimal DoF of CMMI can be achieved √ for (M/N)∈[0, (√6K/12)]∪[(3K/2), +∞), ∀K ≥ 1.</description><identifier>ISSN: 2327-4662</identifier><identifier>EISSN: 2327-4662</identifier><identifier>DOI: 10.1109/JIOT.2018.2817580</identifier><identifier>CODEN: IITJAU</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Antennas ; Circularity ; Clusters ; Data transmission ; Degrees of freedom ; Degrees of freedom (DoFs) ; Digital media ; Formulas (mathematics) ; Information flow ; Interference ; Internet of Things ; Internet of Things (IoT) ; Mathematical models ; Matrix methods ; multiple-input multiple-output (MIMO) ; Nonlinear equations ; Post-production processing ; signal alignment ; the circular multirelay multiple-input multiple-output interference channel (CMMI) ; Upper bounds</subject><ispartof>IEEE internet of things journal, 2018-06, Vol.5 (3), p.1957-1966</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018</rights><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c293t-ceebb4be464825fef67a173da97227ce229725f8ec9a566f74fe6ad642d44dfd3</citedby><cites>FETCH-LOGICAL-c293t-ceebb4be464825fef67a173da97227ce229725f8ec9a566f74fe6ad642d44dfd3</cites><orcidid>0000-0002-2974-0972 ; 0000-0001-7090-8653 ; 0000-0003-1243-7982</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8320513$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8320513$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Lv, Wenjing</creatorcontrib><creatorcontrib>Wang, Rui</creatorcontrib><creatorcontrib>Wu, Jun</creatorcontrib><creatorcontrib>Xu, Jun</creatorcontrib><creatorcontrib>Li, Ping</creatorcontrib><creatorcontrib>Dou, Jianwu</creatorcontrib><title>Degrees of Freedom of the Circular Multirelay MIMO Interference Channel in IoT Networks</title><title>IEEE internet of things journal</title><addtitle>JIoT</addtitle><description>In this paper, we study the degrees of freedom (DoF) of a new network information flow model named the circular multirelay multiple-input multiple-output interference channel (CMMI). In this model, there are two clusters and each of them contains three users. Each user equipped with M antennas in one cluster intends to deliver data streams to another user in the same cluster in a circular one-way transmission via the common distributed K N-antenna relay nodes. The CMMI network model can be considered as a basic component to construct the complicated Internet of Things networks. By assuming linear processing at the users and the relays, we show that the original analysis of DoF comes down in finding solutions of some nonlinear matrix equations with rank constraints. Toward this end, by using linear precoding and post-processing techniques, we propose two different approaches to solve the nonlinear matrix equations based on different antenna configurations. We show that a √ DoF of max{min{M, (√6K/12)}, min{(M/3), (KN/2)}} is achievable for ∀(M/N) ∈ (0, +∞). In addition, to assess the optimal DoF, the cut-set approach is used for deriving the DoF upper bound by innovatively separating certain users to form two-pair two-way relay channels. We show that the DoF of CMMI is upper bounded by max{min{M, (KN/3)}, min{(2M/3), (KN/2)}}. By combining the achievable DoF and the upper bound, we finally show that the optimal DoF of CMMI can be achieved √ for (M/N)∈[0, (√6K/12)]∪[(3K/2), +∞), ∀K ≥ 1.</description><subject>Antennas</subject><subject>Circularity</subject><subject>Clusters</subject><subject>Data transmission</subject><subject>Degrees of freedom</subject><subject>Degrees of freedom (DoFs)</subject><subject>Digital media</subject><subject>Formulas (mathematics)</subject><subject>Information flow</subject><subject>Interference</subject><subject>Internet of Things</subject><subject>Internet of Things (IoT)</subject><subject>Mathematical models</subject><subject>Matrix methods</subject><subject>multiple-input multiple-output (MIMO)</subject><subject>Nonlinear equations</subject><subject>Post-production processing</subject><subject>signal alignment</subject><subject>the circular multirelay multiple-input multiple-output interference channel (CMMI)</subject><subject>Upper bounds</subject><issn>2327-4662</issn><issn>2327-4662</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNpNkEtLw0AUhQdRsNT-AHEz4Dp13pMspb4ird1UXA7T5I5NTZM6kyD9905oEVf3W3znXDgIXVMypZRkd6_5cjVlhKZTllItU3KGRowznQil2Pk_vkSTELaEkBiTNFMj9PEAnx4g4Nbhpwhluxuw2wCeVb7oa-vxoq-7ykNtD3iRL5Y4bzrwDjw0RbQ2tmmgxlWD83aF36D7af1XuEIXztYBJqc7Ru9Pj6vZSzJfPuez-3lSsIx3SQGwXos1CCVSJh04pS3VvLSZZkwXwFgE6VIoMiuVclo4ULZUgpVClK7kY3R77N379ruH0Jlt2_smvjSMSEkoI4RHix6twrcheHBm76ud9QdDiRkmNMOEZpjQnCaMmZtjpgKAPz_lsZZy_gvUkmxM</recordid><startdate>20180601</startdate><enddate>20180601</enddate><creator>Lv, Wenjing</creator><creator>Wang, Rui</creator><creator>Wu, Jun</creator><creator>Xu, Jun</creator><creator>Li, Ping</creator><creator>Dou, Jianwu</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/0000-0002-2974-0972</orcidid><orcidid>https://orcid.org/0000-0001-7090-8653</orcidid><orcidid>https://orcid.org/0000-0003-1243-7982</orcidid></search><sort><creationdate>20180601</creationdate><title>Degrees of Freedom of the Circular Multirelay MIMO Interference Channel in IoT Networks</title><author>Lv, Wenjing ; Wang, Rui ; Wu, Jun ; Xu, Jun ; Li, Ping ; Dou, Jianwu</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c293t-ceebb4be464825fef67a173da97227ce229725f8ec9a566f74fe6ad642d44dfd3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2018</creationdate><topic>Antennas</topic><topic>Circularity</topic><topic>Clusters</topic><topic>Data transmission</topic><topic>Degrees of freedom</topic><topic>Degrees of freedom (DoFs)</topic><topic>Digital media</topic><topic>Formulas (mathematics)</topic><topic>Information flow</topic><topic>Interference</topic><topic>Internet of Things</topic><topic>Internet of Things (IoT)</topic><topic>Mathematical models</topic><topic>Matrix methods</topic><topic>multiple-input multiple-output (MIMO)</topic><topic>Nonlinear equations</topic><topic>Post-production processing</topic><topic>signal alignment</topic><topic>the circular multirelay multiple-input multiple-output interference channel (CMMI)</topic><topic>Upper bounds</topic><toplevel>online_resources</toplevel><creatorcontrib>Lv, Wenjing</creatorcontrib><creatorcontrib>Wang, Rui</creatorcontrib><creatorcontrib>Wu, Jun</creatorcontrib><creatorcontrib>Xu, Jun</creatorcontrib><creatorcontrib>Li, Ping</creatorcontrib><creatorcontrib>Dou, Jianwu</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>Lv, Wenjing</au><au>Wang, Rui</au><au>Wu, Jun</au><au>Xu, Jun</au><au>Li, Ping</au><au>Dou, Jianwu</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Degrees of Freedom of the Circular Multirelay MIMO Interference Channel in IoT Networks</atitle><jtitle>IEEE internet of things journal</jtitle><stitle>JIoT</stitle><date>2018-06-01</date><risdate>2018</risdate><volume>5</volume><issue>3</issue><spage>1957</spage><epage>1966</epage><pages>1957-1966</pages><issn>2327-4662</issn><eissn>2327-4662</eissn><coden>IITJAU</coden><abstract>In this paper, we study the degrees of freedom (DoF) of a new network information flow model named the circular multirelay multiple-input multiple-output interference channel (CMMI). In this model, there are two clusters and each of them contains three users. Each user equipped with M antennas in one cluster intends to deliver data streams to another user in the same cluster in a circular one-way transmission via the common distributed K N-antenna relay nodes. The CMMI network model can be considered as a basic component to construct the complicated Internet of Things networks. By assuming linear processing at the users and the relays, we show that the original analysis of DoF comes down in finding solutions of some nonlinear matrix equations with rank constraints. Toward this end, by using linear precoding and post-processing techniques, we propose two different approaches to solve the nonlinear matrix equations based on different antenna configurations. We show that a √ DoF of max{min{M, (√6K/12)}, min{(M/3), (KN/2)}} is achievable for ∀(M/N) ∈ (0, +∞). In addition, to assess the optimal DoF, the cut-set approach is used for deriving the DoF upper bound by innovatively separating certain users to form two-pair two-way relay channels. We show that the DoF of CMMI is upper bounded by max{min{M, (KN/3)}, min{(2M/3), (KN/2)}}. By combining the achievable DoF and the upper bound, we finally show that the optimal DoF of CMMI can be achieved √ for (M/N)∈[0, (√6K/12)]∪[(3K/2), +∞), ∀K ≥ 1.</abstract><cop>Piscataway</cop><pub>IEEE</pub><doi>10.1109/JIOT.2018.2817580</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-2974-0972</orcidid><orcidid>https://orcid.org/0000-0001-7090-8653</orcidid><orcidid>https://orcid.org/0000-0003-1243-7982</orcidid></addata></record> |
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subjects | Antennas Circularity Clusters Data transmission Degrees of freedom Degrees of freedom (DoFs) Digital media Formulas (mathematics) Information flow Interference Internet of Things Internet of Things (IoT) Mathematical models Matrix methods multiple-input multiple-output (MIMO) Nonlinear equations Post-production processing signal alignment the circular multirelay multiple-input multiple-output interference channel (CMMI) Upper bounds |
title | Degrees of Freedom of the Circular Multirelay MIMO Interference Channel in IoT Networks |
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