Massive MIMO Asymptotics for Ray-Based Propagation Channels
Favorable propagation (FP) and channel hardening (CH) are desired properties in massive multiple-input multiple-output (MIMO) systems. To date, these properties have primarily been analyzed for classical statistical channel models, or ray-based models with very specific angular parameters and distri...
Saved in:
Published in | IEEE transactions on wireless communications Vol. 19; no. 6; pp. 3977 - 3991 |
---|---|
Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
New York
IEEE
01.06.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subjects | |
Online Access | Get full text |
ISSN | 1536-1276 1558-2248 |
DOI | 10.1109/TWC.2020.2979146 |
Cover
Abstract | Favorable propagation (FP) and channel hardening (CH) are desired properties in massive multiple-input multiple-output (MIMO) systems. To date, these properties have primarily been analyzed for classical statistical channel models, or ray-based models with very specific angular parameters and distributions. This paper presents a thorough mathematical analysis of the asymptotic system behavior for ray-based channels with arbitrary ray distributions, and considers two types of antenna array structures at the cellular base station: a uniform linear array (ULA) and a uniform planar array (UPA). In addition to FP and channel hardening, we analyze the large system potential (LSP) which measures the asymptotic ratio of the expected power in the desired channel to the expected total interference power when both the antenna and user numbers grow. LSP is said to hold when this ratio converges to a positive constant. The results demonstrate that while FP is guaranteed in ray-based channels, CH may or may not occur depending on the nature of the model. Furthermore, we demonstrate that LSP will not normally hold as the expected interference power grows logarithmically for both ULAs and UPAs relative to the power in the desired channel as the system size increases. Nevertheless, we identify some fundamental and attractive properties of massive MIMO in this limiting regime. |
---|---|
AbstractList | Favorable propagation (FP) and channel hardening (CH) are desired properties in massive multiple-input multiple-output (MIMO) systems. To date, these properties have primarily been analyzed for classical statistical channel models, or ray-based models with very specific angular parameters and distributions. This paper presents a thorough mathematical analysis of the asymptotic system behavior for ray-based channels with arbitrary ray distributions, and considers two types of antenna array structures at the cellular base station: a uniform linear array (ULA) and a uniform planar array (UPA). In addition to FP and channel hardening, we analyze the large system potential (LSP) which measures the asymptotic ratio of the expected power in the desired channel to the expected total interference power when both the antenna and user numbers grow. LSP is said to hold when this ratio converges to a positive constant. The results demonstrate that while FP is guaranteed in ray-based channels, CH may or may not occur depending on the nature of the model. Furthermore, we demonstrate that LSP will not normally hold as the expected interference power grows logarithmically for both ULAs and UPAs relative to the power in the desired channel as the system size increases. Nevertheless, we identify some fundamental and attractive properties of massive MIMO in this limiting regime. |
Author | Tataria, Harsh Dmochowski, Pawel A. Smith, Peter J. Yin, Jingwei Li, Shuang Matthaiou, Michail |
Author_xml | – sequence: 1 givenname: Shuang orcidid: 0000-0003-3179-4168 surname: Li fullname: Li, Shuang email: lishua@ecs.vuw.ac.nz organization: School of Engineering and Computer Science, Victoria University of Wellington, Wellington, New Zealand – sequence: 2 givenname: Peter J. orcidid: 0000-0001-8707-2581 surname: Smith fullname: Smith, Peter J. email: peter.smith@ecs.vuw.ac.nz organization: School of Mathematics and Statistics, Victoria University of Wellington, Wellington, New Zealand – sequence: 3 givenname: Pawel A. orcidid: 0000-0002-9802-0821 surname: Dmochowski fullname: Dmochowski, Pawel A. email: pawel.dmochowski@ecs.vuw.ac.nz organization: School of Engineering and Computer Science, Victoria University of Wellington, Wellington, New Zealand – sequence: 4 givenname: Harsh orcidid: 0000-0002-5005-1418 surname: Tataria fullname: Tataria, Harsh email: harsh.tataria@eit.ith.se organization: Department of Electrical and Information Technology, Lund University, Lund, Sweden – sequence: 5 givenname: Michail orcidid: 0000-0001-9235-7741 surname: Matthaiou fullname: Matthaiou, Michail email: m.matthaiou@qub.ac.uk organization: Institute of Electronics, Communications and Information Technology (ECIT), Queen's University Belfast, Belfast, U.K – sequence: 6 givenname: Jingwei orcidid: 0000-0002-8401-0980 surname: Yin fullname: Yin, Jingwei email: yinjingwei@hrbeu.edu.cn organization: College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China |
BookMark | eNp9kUFv1DAQhS1UJNrCHYlLJM5ZxnZsJ-JUVhQqddWqKuI4mjhjmiqNg52l2n9Ptlv1wIHTzOG9ed_onYijMY4sxHsJKymh-XT7c71SoGClGtfIyr4Sx9KYulSqqo_2u7alVM6-ESc53wNIZ405Fp83lHP_h4vNxeaqOMu7h2mOc-9zEWIqbmhXfqHMXXGd4kS_aO7jWKzvaBx5yG_F60BD5nfP81T8OP96u_5eXl59u1ifXZZe13IuXQe1JA6WtJJWBQhtZX1DRneaFIFqfAdWGt-ytzbIwOBCLWUHxoNzoE8FHe7mR562LU6pf6C0w0g9TjHNNGDizJT8HQ5bzIyLauj9E21Ga0LXmVaj9lWLVWdbJPKEoV4InK9Dw_uMj4eMKcXfW84z3sdtGpe3UFVyAXemMYsKDiqfYs6JwwuLBNzXgEsNuK8Bn2tYLPYfi-_nJ7I5UT_8z_jhYOyZ-SWnAW3Baf0X_baXsQ |
CODEN | ITWCAX |
CitedBy_id | crossref_primary_10_1109_TVT_2022_3208064 crossref_primary_10_1109_LAWP_2022_3193613 crossref_primary_10_1109_TVT_2022_3141055 crossref_primary_10_1109_OJCOMS_2021_3113088 crossref_primary_10_1016_j_phycom_2024_102402 crossref_primary_10_1109_TVT_2023_3285074 |
Cites_doi | 10.1109/SPAWC.2018.8445925 10.1109/VTCFall.2012.6399093 10.1109/TWC.2015.2414413 10.1017/CBO9781139171427 10.1109/JSAC.2014.2328154 10.1109/JSAC.1987.1146527 10.1109/TWC.2017.2672540 10.1109/TGCN.2018.2800537 10.1109/ICC.2019.8761057 10.1109/ISWCS.2012.6328480 10.1109/TWC.2018.2837088 10.1109/LWC.2018.2853131 10.1109/LCOMM.2017.2756037 10.1109/MCOM.2016.7402270 10.1109/LCOMM.2015.2460243 10.1109/LWC.2014.2363831 10.1017/CBO9780511994746 10.1109/ACCESS.2017.2695007 10.1109/MSP.2011.2178495 10.1109/ICC.2017.7996528 10.1109/TAP.2017.2759958 10.1109/MCOM.2014.6736761 10.1109/TCOMM.2013.020413.110848 10.1109/TWC.2017.2660489 10.1109/JSTSP.2014.2324534 10.1109/ICCW.2019.8756994 |
ContentType | Journal Article |
Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2020 |
Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2020 |
CorporateAuthor | Institutioner vid LTH Departments at LTH Lunds universitet Institutionen för elektro- och informationsteknik Profile areas and other strong research environments Faculty of Engineering, LTH Lunds Tekniska Högskola Lund University Department of Electrical and Information Technology ELLIIT: the Linköping-Lund initiative on IT and mobile communication Strategiska forskningsområden (SFO) Strategic research areas (SRA) Communications Engineering Kommunikationsteknologi Profilområden och andra starka forskningsmiljöer |
CorporateAuthor_xml | – name: ELLIIT: the Linköping-Lund initiative on IT and mobile communication – name: Strategiska forskningsområden (SFO) – name: Strategic research areas (SRA) – name: Lunds Tekniska Högskola – name: Departments at LTH – name: Lunds universitet – name: Faculty of Engineering, LTH – name: Profilområden och andra starka forskningsmiljöer – name: Communications Engineering – name: Lund University – name: Kommunikationsteknologi – name: Profile areas and other strong research environments – name: Institutioner vid LTH – name: Department of Electrical and Information Technology – name: Institutionen för elektro- och informationsteknik |
DBID | 97E RIA RIE AAYXX CITATION 7SC 7SP 8FD JQ2 L7M L~C L~D ADTPV AOWAS D95 |
DOI | 10.1109/TWC.2020.2979146 |
DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Computer and Information Systems Abstracts Electronics & Communications Abstracts Technology Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional SwePub SwePub Articles SWEPUB Lunds universitet |
DatabaseTitle | CrossRef Technology Research Database Computer and Information Systems Abstracts – Academic Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Professional |
DatabaseTitleList | Technology Research Database |
Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
EISSN | 1558-2248 |
EndPage | 3991 |
ExternalDocumentID | oai_portal_research_lu_se_publications_65fdd5b3_3c4b_4d6b_aaca_f853d7c8f9e0 10_1109_TWC_2020_2979146 9036073 |
Genre | orig-research |
GrantInformation_xml | – fundername: China Scholarship Council funderid: 10.13039/501100004543 – fundername: National Natural Science Foundations of China grantid: 51779061; 61631008 funderid: 10.13039/501100001809 – fundername: EPSRC, U.K. grantid: EP/P000673/1 funderid: 10.13039/501100000266 |
GroupedDBID | -~X 0R~ 29I 4.4 5GY 5VS 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFO ACGFS ACIWK AENEX AETIX AGQYO AGSQL AHBIQ AIBXA AKJIK AKQYR ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD HZ~ H~9 IES IFIPE IPLJI JAVBF LAI M43 O9- OCL P2P RIA RIE RNS AAYXX CITATION RIG 7SC 7SP 8FD JQ2 L7M L~C L~D ADTPV AOWAS D95 |
ID | FETCH-LOGICAL-c381t-7d081aef6a32162f0fb46c9a53d3a2a029cd0615cbec66f1fe07f811d05c07703 |
IEDL.DBID | RIE |
ISSN | 1536-1276 |
IngestDate | Tue Sep 09 23:46:43 EDT 2025 Fri Jul 25 12:19:56 EDT 2025 Thu Apr 24 22:48:45 EDT 2025 Tue Jul 01 04:13:27 EDT 2025 Wed Aug 27 02:38:42 EDT 2025 |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 6 |
Language | English |
License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html https://doi.org/10.15223/policy-029 https://doi.org/10.15223/policy-037 |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c381t-7d081aef6a32162f0fb46c9a53d3a2a029cd0615cbec66f1fe07f811d05c07703 |
Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
ORCID | 0000-0002-9802-0821 0000-0002-5005-1418 0000-0002-8401-0980 0000-0001-8707-2581 0000-0003-3179-4168 0000-0001-9235-7741 |
PQID | 2413217595 |
PQPubID | 105736 |
PageCount | 15 |
ParticipantIDs | swepub_primary_oai_portal_research_lu_se_publications_65fdd5b3_3c4b_4d6b_aaca_f853d7c8f9e0 crossref_citationtrail_10_1109_TWC_2020_2979146 proquest_journals_2413217595 ieee_primary_9036073 crossref_primary_10_1109_TWC_2020_2979146 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2020-06-01 |
PublicationDateYYYYMMDD | 2020-06-01 |
PublicationDate_xml | – month: 06 year: 2020 text: 2020-06-01 day: 01 |
PublicationDecade | 2020 |
PublicationPlace | New York |
PublicationPlace_xml | – name: New York |
PublicationTitle | IEEE transactions on wireless communications |
PublicationTitleAbbrev | TWC |
PublicationYear | 2020 |
Publisher | IEEE The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher_xml | – name: IEEE – name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
References | ref13 ref12 ref15 ref14 ref31 ref11 ref10 ref1 larson (ref32) 2009 ref17 roy (ref22) 2018 ref16 ref19 tataria (ref27) 2019 ref18 abramowitz (ref26) 1964; 55 gradshteyn (ref33) 2014 olver (ref34) 2010 ref24 ref25 ref20 ref21 (ref30) 2017 ref28 ngo (ref2) 2013; 61 ref29 ngo (ref23) 2014 ref8 ref7 ref9 ref4 ref3 ref6 ref5 |
References_xml | – ident: ref29 doi: 10.1109/SPAWC.2018.8445925 – ident: ref28 doi: 10.1109/VTCFall.2012.6399093 – ident: ref15 doi: 10.1109/TWC.2015.2414413 – year: 2017 ident: ref30 publication-title: Study on Channel Model for Frequencies From 0 5 to 100 GHz – year: 2018 ident: ref22 article-title: MIMO channel hardening: A physical model based analysis publication-title: arXiv 1804 07491 – ident: ref31 doi: 10.1017/CBO9781139171427 – ident: ref18 doi: 10.1109/JSAC.2014.2328154 – ident: ref19 doi: 10.1109/JSAC.1987.1146527 – year: 2009 ident: ref32 publication-title: Calculus – ident: ref4 doi: 10.1109/TWC.2017.2672540 – ident: ref25 doi: 10.1109/TGCN.2018.2800537 – ident: ref1 doi: 10.1109/ICC.2019.8761057 – ident: ref14 doi: 10.1109/ISWCS.2012.6328480 – ident: ref17 doi: 10.1109/TWC.2018.2837088 – ident: ref11 doi: 10.1109/LWC.2018.2853131 – ident: ref13 doi: 10.1109/LCOMM.2017.2756037 – ident: ref7 doi: 10.1109/MCOM.2016.7402270 – ident: ref21 doi: 10.1109/LCOMM.2015.2460243 – start-page: 1 year: 2019 ident: ref27 article-title: Impact of spatial consistency on dynamic beamforming for millimeter-wave cellular systems publication-title: Proc 9th MC Tech Meeting COST IRACON Action – ident: ref5 doi: 10.1109/LWC.2014.2363831 – ident: ref9 doi: 10.1017/CBO9780511994746 – ident: ref20 doi: 10.1109/ACCESS.2017.2695007 – start-page: 76 year: 2014 ident: ref23 article-title: Aspects of favorable propagation in massive MIMO publication-title: Proc EUSIPCO – ident: ref6 doi: 10.1109/MSP.2011.2178495 – year: 2010 ident: ref34 publication-title: NIST Handbook of Mathematical Functions – ident: ref12 doi: 10.1109/ICC.2017.7996528 – ident: ref16 doi: 10.1109/TAP.2017.2759958 – ident: ref3 doi: 10.1109/MCOM.2014.6736761 – volume: 61 start-page: 1436 year: 2013 ident: ref2 article-title: Energy and spectral efficiency of very large multiuser MIMO systems publication-title: IEEE Trans Commun doi: 10.1109/TCOMM.2013.020413.110848 – ident: ref8 doi: 10.1109/TWC.2017.2660489 – ident: ref10 doi: 10.1109/JSTSP.2014.2324534 – year: 2014 ident: ref33 publication-title: Table of Integrals Series and Products – ident: ref24 doi: 10.1109/ICCW.2019.8756994 – volume: 55 year: 1964 ident: ref26 publication-title: Handbook of Mathematical Functions with Formulas Graphs and Mathematical Tables |
SSID | ssj0017655 |
Score | 2.3714585 |
Snippet | Favorable propagation (FP) and channel hardening (CH) are desired properties in massive multiple-input multiple-output (MIMO) systems. To date, these... |
SourceID | swepub proquest crossref ieee |
SourceType | Open Access Repository Aggregation Database Enrichment Source Index Database Publisher |
StartPage | 3977 |
SubjectTerms | Antenna arrays Antenna measurements Antennas Asymptotic methods Asymptotic properties Cellular structure Channel hardening Channel models Channels Communication Systems Electrical Engineering, Electronic Engineering, Information Engineering Elektroteknik och elektronik Engineering and Technology favorable propagation Hardening Interference Kommunikationssystem Linear antenna arrays Linear arrays Massive MIMO MIMO (control systems) Propagation ray-based Teknik ULA UPA Wireless communication |
Title | Massive MIMO Asymptotics for Ray-Based Propagation Channels |
URI | https://ieeexplore.ieee.org/document/9036073 https://www.proquest.com/docview/2413217595 |
Volume | 19 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LTxsxEB4RTu2BR6FqeFR76AWJTbwPe2NxAlREK21BFYioF8tPkAhJlGwO8OsZezerFFUVh5X2sF7ZnvHM93nsGYBv6IW0U0zH1uZ5nCuJdhAddWyoNMwqrYnxRLH8xS5v859DOlyD4_YujLU2HD6zPf8aYvlmohd-q6zP0dyiSnagg2pW39VqIwYFCxVOcQH7ujJFG5IkvH9zd45EMCW9lBc8QN0VFxRqqvwNL1dThgY3c7EJ5bKD9emSx96iUj398iZ343tHsAUbDd6MTmsF2YY1O_4EH1eyEO7ASYkAGo1eVP4or6LT-fPTtJr47M0RAtrot3yOz9DVmeh6hgT7Pkgy8pcSxuhWd-H24vvN-WXc1FSINfrmKi4MYgBpHZNZmrDUEadyprmkmclkKknKtfEoR6NsGXOJs6RwgyQxhGpSoHn4DOvjydh-gYg6YvDJCsU1skQjtbRItJOBU1Qqk3ehv5xmoZuE477uxUgE4kG4QMEILxjRCKYLR22LaZ1s4z_f7vjpbb9rZrYLB0tJimY1zoWPHSL1opx24U8t3badT69dMx3RpFd6EKOFmOOfV_ZNBaPOGKoykelcidwwJSQOWDiEO6bQA8ct2ft3l_bhg-94fb7sANar2cIeIpKp1Negwq-SsPGW |
linkProvider | IEEE |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3NTxQxFH_h4yAcFEXjKsIcvJg4u52ZtrONJySQRRk0ZgmES9NPTcBdws4e8K_3tTM7WQkxHCaZQ9u0fe17v9fX_h7Ae7RCxmtuUucoTalWqAfRUKeWKcudNobY4ChWp3x0Rr9csIsV-Ni9hXHOxctnrh9-YyzfTs08HJUNBKpbXJKrsI7NUdq81upiBiWPOU5xC4fMMmUXlCRiMD4_QFcwJ_1clCKC3SUjFLOq_Aswl0lDo6E5egbVoovN_ZKr_rzWffPnHnvjY8ewBU9bxJnsN0vkOay4yQvYXOIh3IZPFUJoVHtJdVx9S_Znd79v6mngb04Q0iY_1F36GY2dTb7foov9M8oyCc8SJmhYX8LZ0eH4YJS2WRVSg9a5TkuLKEA5z1WRZzz3xGvKjVCssIXKFcmFsQHnGJQu5z7zjpR-mGWWMENKVBCvYG0ynbjXkDBPLH5FqYVBP9Eqoxy62tnQa6a0pT0YLKZZmpZyPGS-uJbR9SBComBkEIxsBdODD12Nm4Zu4z9lt8P0duXame3BzkKSst2PMxmih-h8McF6cNlIt6sXCLYbX0e2BEu_5PVczrDlpZNTyZm3lulCFoZqSS3XUuGApUfAY0sz9MKRNw93aQ-ejMbViTw5Pv36FjbCIJrbZjuwVt_O3TvENbXejcv5L1hF9OI |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=Massive+MIMO+Asymptotics+for+Ray-Based+Propagation+Channels&rft.jtitle=IEEE+transactions+on+wireless+communications&rft.au=Li%2C+Shuang&rft.au=Smith%2C+Peter+J&rft.au=Dmochowski%2C+Pawel+A&rft.au=Tataria%2C+Harsh&rft.date=2020-06-01&rft.issn=1536-1276&rft.volume=19&rft.issue=6&rft.spage=3977&rft_id=info:doi/10.1109%2FTWC.2020.2979146&rft.externalDocID=oai_portal_research_lu_se_publications_65fdd5b3_3c4b_4d6b_aaca_f853d7c8f9e0 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1536-1276&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1536-1276&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1536-1276&client=summon |