Polynomial-time DC (POTDC) for sum-rate maximization in two-way AF MIMO relaying
The problem of sum-rate maximization in two-way amplify-and-forward (AF) multiple-input multiple-output (MIMO) relaying is considered. Mathematically, this problem is equivalent to the constrained maximization of the product of quadratic ratios that is a non-convex problem. Such problems appear also...
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creator | Khabbazibasmenj, A. Vorobyov, S. A. Roemer, F. Haardt, M. |
description | The problem of sum-rate maximization in two-way amplify-and-forward (AF) multiple-input multiple-output (MIMO) relaying is considered. Mathematically, this problem is equivalent to the constrained maximization of the product of quadratic ratios that is a non-convex problem. Such problems appear also in many other applications. This problem can be further relaxed into a difference-of-convex functions (DC) programming problem, which is typically solved using the branch-and-bound method without polynomial-time complexity guarantees. We, however, develop a polynomial-time convex optimization-based algorithm for solving the corresponding DC programming problem named polynomial-time DC (POTDC). POTDC is based on a specific parameterization of the problem, semi-definite programming (SDP) relaxation, linearization, and iterations over a single parameter. The complexity of the problem solved at each iteration of the algorithm is equivalent to that of the SDP problem. The effectiveness of the proposed POTDC method for the sum-rate maximization in two-way AF MIMO relay systems is shown. |
doi_str_mv | 10.1109/ICASSP.2012.6288520 |
format | Conference Proceeding |
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A. ; Roemer, F. ; Haardt, M.</creator><creatorcontrib>Khabbazibasmenj, A. ; Vorobyov, S. A. ; Roemer, F. ; Haardt, M.</creatorcontrib><description>The problem of sum-rate maximization in two-way amplify-and-forward (AF) multiple-input multiple-output (MIMO) relaying is considered. Mathematically, this problem is equivalent to the constrained maximization of the product of quadratic ratios that is a non-convex problem. Such problems appear also in many other applications. This problem can be further relaxed into a difference-of-convex functions (DC) programming problem, which is typically solved using the branch-and-bound method without polynomial-time complexity guarantees. We, however, develop a polynomial-time convex optimization-based algorithm for solving the corresponding DC programming problem named polynomial-time DC (POTDC). POTDC is based on a specific parameterization of the problem, semi-definite programming (SDP) relaxation, linearization, and iterations over a single parameter. The complexity of the problem solved at each iteration of the algorithm is equivalent to that of the SDP problem. The effectiveness of the proposed POTDC method for the sum-rate maximization in two-way AF MIMO relay systems is shown.</description><identifier>ISSN: 1520-6149</identifier><identifier>ISBN: 1467300454</identifier><identifier>ISBN: 9781467300452</identifier><identifier>EISSN: 2379-190X</identifier><identifier>EISBN: 9781467300469</identifier><identifier>EISBN: 1467300446</identifier><identifier>EISBN: 9781467300445</identifier><identifier>EISBN: 1467300462</identifier><identifier>DOI: 10.1109/ICASSP.2012.6288520</identifier><language>eng</language><publisher>IEEE</publisher><subject>Complexity theory ; difference-of-convex functions ; Discrete Fourier transforms ; MIMO ; Noise ; Optimization ; Programming ; Relays ; semi-definite relaxation ; sum-rate ; Two-way relaying</subject><ispartof>2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2012, p.2889-2892</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/6288520$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,776,780,785,786,2051,27904,54898</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/6288520$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Khabbazibasmenj, A.</creatorcontrib><creatorcontrib>Vorobyov, S. A.</creatorcontrib><creatorcontrib>Roemer, F.</creatorcontrib><creatorcontrib>Haardt, M.</creatorcontrib><title>Polynomial-time DC (POTDC) for sum-rate maximization in two-way AF MIMO relaying</title><title>2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</title><addtitle>ICASSP</addtitle><description>The problem of sum-rate maximization in two-way amplify-and-forward (AF) multiple-input multiple-output (MIMO) relaying is considered. Mathematically, this problem is equivalent to the constrained maximization of the product of quadratic ratios that is a non-convex problem. Such problems appear also in many other applications. This problem can be further relaxed into a difference-of-convex functions (DC) programming problem, which is typically solved using the branch-and-bound method without polynomial-time complexity guarantees. We, however, develop a polynomial-time convex optimization-based algorithm for solving the corresponding DC programming problem named polynomial-time DC (POTDC). POTDC is based on a specific parameterization of the problem, semi-definite programming (SDP) relaxation, linearization, and iterations over a single parameter. The complexity of the problem solved at each iteration of the algorithm is equivalent to that of the SDP problem. The effectiveness of the proposed POTDC method for the sum-rate maximization in two-way AF MIMO relay systems is shown.</description><subject>Complexity theory</subject><subject>difference-of-convex functions</subject><subject>Discrete Fourier transforms</subject><subject>MIMO</subject><subject>Noise</subject><subject>Optimization</subject><subject>Programming</subject><subject>Relays</subject><subject>semi-definite relaxation</subject><subject>sum-rate</subject><subject>Two-way relaying</subject><issn>1520-6149</issn><issn>2379-190X</issn><isbn>1467300454</isbn><isbn>9781467300452</isbn><isbn>9781467300469</isbn><isbn>1467300446</isbn><isbn>9781467300445</isbn><isbn>1467300462</isbn><fulltext>true</fulltext><rsrctype>conference_proceeding</rsrctype><creationdate>2012</creationdate><recordtype>conference_proceeding</recordtype><sourceid>6IE</sourceid><sourceid>RIE</sourceid><recordid>eNo1UMlOwzAUNJtEKPmCXnyEg4uft9jHKqVQqVUitUjcKqdxkFEWlKQq4euJRJnLHN7MaN4gNAU6A6DmaRXPt9t0xiiwmWJaS0YvUGgiDUJFnFKhzCUKGI8MAUPfr9Dd_0GKaxTAqCcKhLlFYdd90hGjlXIVoDRtyqFuKm9L0vvK4UWMH9Jkt4gfcdG0uDtWpLW9w5X99pX_sb1vauxr3J8acrIDni_xZrVJcOtKO_j64x7dFLbsXHjmCXpbPu_iV7JOXsY31sRDJHuSqYN2IPODlJLxvJAZV0wYnulibJszaUw2lsyAOaUiSxkwlmtqhKRKRAXwCZr-5Xrn3P6r9ZVth_15HP4LHY9RVg</recordid><startdate>201203</startdate><enddate>201203</enddate><creator>Khabbazibasmenj, A.</creator><creator>Vorobyov, S. A.</creator><creator>Roemer, F.</creator><creator>Haardt, M.</creator><general>IEEE</general><scope>6IE</scope><scope>6IH</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIO</scope></search><sort><creationdate>201203</creationdate><title>Polynomial-time DC (POTDC) for sum-rate maximization in two-way AF MIMO relaying</title><author>Khabbazibasmenj, A. ; Vorobyov, S. A. ; Roemer, F. ; Haardt, M.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-i175t-b6c8e15dc55523df5b362493b8f152d2599b078b12e667a02122d809450647f13</frbrgroupid><rsrctype>conference_proceedings</rsrctype><prefilter>conference_proceedings</prefilter><language>eng</language><creationdate>2012</creationdate><topic>Complexity theory</topic><topic>difference-of-convex functions</topic><topic>Discrete Fourier transforms</topic><topic>MIMO</topic><topic>Noise</topic><topic>Optimization</topic><topic>Programming</topic><topic>Relays</topic><topic>semi-definite relaxation</topic><topic>sum-rate</topic><topic>Two-way relaying</topic><toplevel>online_resources</toplevel><creatorcontrib>Khabbazibasmenj, A.</creatorcontrib><creatorcontrib>Vorobyov, S. A.</creatorcontrib><creatorcontrib>Roemer, F.</creatorcontrib><creatorcontrib>Haardt, M.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan (POP) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Electronic Library (IEL)</collection><collection>IEEE Proceedings Order Plans (POP) 1998-present</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Khabbazibasmenj, A.</au><au>Vorobyov, S. A.</au><au>Roemer, F.</au><au>Haardt, M.</au><format>book</format><genre>proceeding</genre><ristype>CONF</ristype><atitle>Polynomial-time DC (POTDC) for sum-rate maximization in two-way AF MIMO relaying</atitle><btitle>2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</btitle><stitle>ICASSP</stitle><date>2012-03</date><risdate>2012</risdate><spage>2889</spage><epage>2892</epage><pages>2889-2892</pages><issn>1520-6149</issn><eissn>2379-190X</eissn><isbn>1467300454</isbn><isbn>9781467300452</isbn><eisbn>9781467300469</eisbn><eisbn>1467300446</eisbn><eisbn>9781467300445</eisbn><eisbn>1467300462</eisbn><abstract>The problem of sum-rate maximization in two-way amplify-and-forward (AF) multiple-input multiple-output (MIMO) relaying is considered. Mathematically, this problem is equivalent to the constrained maximization of the product of quadratic ratios that is a non-convex problem. Such problems appear also in many other applications. This problem can be further relaxed into a difference-of-convex functions (DC) programming problem, which is typically solved using the branch-and-bound method without polynomial-time complexity guarantees. We, however, develop a polynomial-time convex optimization-based algorithm for solving the corresponding DC programming problem named polynomial-time DC (POTDC). POTDC is based on a specific parameterization of the problem, semi-definite programming (SDP) relaxation, linearization, and iterations over a single parameter. The complexity of the problem solved at each iteration of the algorithm is equivalent to that of the SDP problem. The effectiveness of the proposed POTDC method for the sum-rate maximization in two-way AF MIMO relay systems is shown.</abstract><pub>IEEE</pub><doi>10.1109/ICASSP.2012.6288520</doi><tpages>4</tpages></addata></record> |
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identifier | ISSN: 1520-6149 |
ispartof | 2012 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2012, p.2889-2892 |
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language | eng |
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source | IEEE Electronic Library (IEL) Conference Proceedings |
subjects | Complexity theory difference-of-convex functions Discrete Fourier transforms MIMO Noise Optimization Programming Relays semi-definite relaxation sum-rate Two-way relaying |
title | Polynomial-time DC (POTDC) for sum-rate maximization in two-way AF MIMO relaying |
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