Asymptotic Analysis of RZF Over Double Scattering Channels With MMSE Estimation
This paper studies the ergodic rate performance of regularized zero-forcing (RZF) precoding in the downlink of a multi-user multiple-input single-output (MISO) system, where the channel between the base station (BS) and each user is modeled by the double scattering model. This non-Gaussian channel m...
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Veröffentlicht in: | IEEE transactions on signal processing 2019-05, Vol.18 (5), p.2509-2526 |
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description | This paper studies the ergodic rate performance of regularized zero-forcing (RZF) precoding in the downlink of a multi-user multiple-input single-output (MISO) system, where the channel between the base station (BS) and each user is modeled by the double scattering model. This non-Gaussian channel model is a function of both the antenna correlation and the structure of scattering in the propagation environment. This paper makes the preliminary contribution of deriving the minimum-mean-square-error (MMSE) channel estimate for this model. Then under the assumption that the users are divided into groups of common correlation matrices, this paper derives deterministic approximations of the signal-to-interference-plus-noise ratio (SINR) and the ergodic rate, which are almost surely tight in the limit that the number of BS antennas, the number of users, and the number of scatterers in each group grow infinitely large. The derived results are expressed in a closed-form for the special case of multi-keyhole channels. The simulation results confirm the close match provided by the asymptotic analysis for moderate system dimensions. We show that the maximum number of users that can be supported simultaneously, while realizing large-scale MIMO gains, is equal to the number of scatterers. |
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This non-Gaussian channel model is a function of both the antenna correlation and the structure of scattering in the propagation environment. This paper makes the preliminary contribution of deriving the minimum-mean-square-error (MMSE) channel estimate for this model. Then under the assumption that the users are divided into groups of common correlation matrices, this paper derives deterministic approximations of the signal-to-interference-plus-noise ratio (SINR) and the ergodic rate, which are almost surely tight in the limit that the number of BS antennas, the number of users, and the number of scatterers in each group grow infinitely large. The derived results are expressed in a closed-form for the special case of multi-keyhole channels. The simulation results confirm the close match provided by the asymptotic analysis for moderate system dimensions. We show that the maximum number of users that can be supported simultaneously, while realizing large-scale MIMO gains, is equal to the number of scatterers.</description><identifier>ISSN: 1536-1276</identifier><identifier>ISSN: 1053-587X</identifier><identifier>EISSN: 1558-2248</identifier><identifier>DOI: 10.1109/TWC.2019.2904495</identifier><identifier>CODEN: ITWCAX</identifier><language>eng</language><publisher>New York: IEEE</publisher><subject>Analytical models ; Antennas ; Asymptotic properties ; Channel estimation ; Channels ; Computer simulation ; Correlation ; Engineering Sciences ; Ergodic processes ; Massive multiple-input multiple-output (MIMO) ; MIMO communication ; minimum-mean-square-error (MMSE) channel estimation ; MISO (control systems) ; multi-user systems ; Precoding ; random matrix theory (RMT) ; regularized zero-forcing (RZF) precoding ; Scattering</subject><ispartof>IEEE transactions on signal processing, 2019-05, Vol.18 (5), p.2509-2526</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2019</rights><rights>Distributed under a Creative Commons Attribution 4.0 International License</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c367t-dc8c691cba3f696b86ebd1d828f73af49b7a9e1ad6474bef82eddd21721896f3</citedby><cites>FETCH-LOGICAL-c367t-dc8c691cba3f696b86ebd1d828f73af49b7a9e1ad6474bef82eddd21721896f3</cites><orcidid>0000-0001-8423-3482 ; 0000-0003-4827-1793 ; 0000-0002-0195-3159</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/8671514$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>230,314,776,780,792,881,27903,27904,54737</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/8671514$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc><backlink>$$Uhttps://centralesupelec.hal.science/hal-01985056$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Nadeem, Qurrat-Ul-Ain</creatorcontrib><creatorcontrib>Kammoun, Abla</creatorcontrib><creatorcontrib>Debbah, Merouane</creatorcontrib><creatorcontrib>Alouini, Mohamed-Slim</creatorcontrib><title>Asymptotic Analysis of RZF Over Double Scattering Channels With MMSE Estimation</title><title>IEEE transactions on signal processing</title><addtitle>TWC</addtitle><description>This paper studies the ergodic rate performance of regularized zero-forcing (RZF) precoding in the downlink of a multi-user multiple-input single-output (MISO) system, where the channel between the base station (BS) and each user is modeled by the double scattering model. This non-Gaussian channel model is a function of both the antenna correlation and the structure of scattering in the propagation environment. This paper makes the preliminary contribution of deriving the minimum-mean-square-error (MMSE) channel estimate for this model. Then under the assumption that the users are divided into groups of common correlation matrices, this paper derives deterministic approximations of the signal-to-interference-plus-noise ratio (SINR) and the ergodic rate, which are almost surely tight in the limit that the number of BS antennas, the number of users, and the number of scatterers in each group grow infinitely large. The derived results are expressed in a closed-form for the special case of multi-keyhole channels. The simulation results confirm the close match provided by the asymptotic analysis for moderate system dimensions. We show that the maximum number of users that can be supported simultaneously, while realizing large-scale MIMO gains, is equal to the number of scatterers.</description><subject>Analytical models</subject><subject>Antennas</subject><subject>Asymptotic properties</subject><subject>Channel estimation</subject><subject>Channels</subject><subject>Computer simulation</subject><subject>Correlation</subject><subject>Engineering Sciences</subject><subject>Ergodic processes</subject><subject>Massive multiple-input multiple-output (MIMO)</subject><subject>MIMO communication</subject><subject>minimum-mean-square-error (MMSE) channel estimation</subject><subject>MISO (control systems)</subject><subject>multi-user systems</subject><subject>Precoding</subject><subject>random matrix theory (RMT)</subject><subject>regularized zero-forcing (RZF) precoding</subject><subject>Scattering</subject><issn>1536-1276</issn><issn>1053-587X</issn><issn>1558-2248</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2019</creationdate><recordtype>article</recordtype><sourceid>RIE</sourceid><recordid>eNo9kE1rwkAQQENpodb2XuhloaceYnc2yX4cg9VaUIQqCL0sm2RTIzFrd1fBf9-EiHOZYXgzw7wgeAY8AsDifb0ZjwgGMSICx7FIboIBJAkPCYn5bVdHNATC6H3w4NwOY2A0SQbBMnXn_cEbX-UobVR9dpVDpkTfP1O0PGmLPswxqzVa5cp7bavmF423qml07dCm8lu0WKwmaOJ8tVe-Ms1jcFeq2umnSx4G6-lkPZ6F8-Xn1zidh3lEmQ-LnOdUQJ6pqKSCZpzqrICCE16ySJWxyJgSGlRBYxZnuuREF0VBgBHggpbRMHjr125VLQ-2PW7P0qhKztK57HqtCZ7ghJ6gZV979mDN31E7L3fmaNtfnSRd4NYfbincU7k1zlldXtcClp1h2RqWnWF5MdyOvPQjldb6inPKIIE4-gecS3Xk</recordid><startdate>201905</startdate><enddate>201905</enddate><creator>Nadeem, Qurrat-Ul-Ain</creator><creator>Kammoun, Abla</creator><creator>Debbah, Merouane</creator><creator>Alouini, Mohamed-Slim</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. 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This non-Gaussian channel model is a function of both the antenna correlation and the structure of scattering in the propagation environment. This paper makes the preliminary contribution of deriving the minimum-mean-square-error (MMSE) channel estimate for this model. Then under the assumption that the users are divided into groups of common correlation matrices, this paper derives deterministic approximations of the signal-to-interference-plus-noise ratio (SINR) and the ergodic rate, which are almost surely tight in the limit that the number of BS antennas, the number of users, and the number of scatterers in each group grow infinitely large. The derived results are expressed in a closed-form for the special case of multi-keyhole channels. The simulation results confirm the close match provided by the asymptotic analysis for moderate system dimensions. 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subjects | Analytical models Antennas Asymptotic properties Channel estimation Channels Computer simulation Correlation Engineering Sciences Ergodic processes Massive multiple-input multiple-output (MIMO) MIMO communication minimum-mean-square-error (MMSE) channel estimation MISO (control systems) multi-user systems Precoding random matrix theory (RMT) regularized zero-forcing (RZF) precoding Scattering |
title | Asymptotic Analysis of RZF Over Double Scattering Channels With MMSE Estimation |
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