Pilot Assignment for Joint Uplink-Downlink Spectral Efficiency Enhancement in Massive MIMO Systems With Spatial Correlation
This paper proposes a flexible pilot assignment method to jointly optimize the uplink and downlink data transmission in multi-cell Massive multiple input multiple output (MIMO) systems with correlated Rayleigh fading channels. By utilizing a closed-form expression of the ergodic spectral efficiency...
Gespeichert in:
| Veröffentlicht in: | IEEE transactions on vehicular technology Jg. 70; H. 8; S. 8292 - 8297 |
|---|---|
| Hauptverfasser: | , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
| Veröffentlicht: |
New York
IEEE
01.08.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Schlagworte: | |
| ISSN: | 0018-9545, 1939-9359, 1939-9359 |
| Online-Zugang: | Volltext |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| Abstract | This paper proposes a flexible pilot assignment method to jointly optimize the uplink and downlink data transmission in multi-cell Massive multiple input multiple output (MIMO) systems with correlated Rayleigh fading channels. By utilizing a closed-form expression of the ergodic spectral efficiency (SE) achieved with maximum ratio processing, we formulate an optimization problem for maximizing the minimum weighted sum of the uplink and downlink SEs subject to the transmit powers and pilot assignment sets. This combinatiorial optimization problem is solved by two sequential algorithms: a heuristic pilot assignment is first proposed to obtain a good pilot reuse set and the data power control is then implemented. Numerical results manifest that the proposed algorithm converges fast to a better minimum sum SE per user than the algorithms in previous works. |
|---|---|
| AbstractList | This paper proposes a flexible pilot assignment method to jointly optimize the uplink and downlink data transmission in multi-cell Massive multiple input multiple output (MIMO) systems with correlated Rayleigh fading channels. By utilizing a closed-form expression of the ergodic spectral efficiency (SE) achieved with maximum ratio processing, we formulate an optimization problem for maximizing the minimum weighted sum of the uplink and downlink SEs subject to the transmit powers and pilot assignment sets. This combinatiorial optimization problem is solved by two sequential algorithms: a heuristic pilot assignment is first proposed to obtain a good pilot reuse set and the data power control is then implemented. Numerical results manifest that the proposed algorithm converges fast to a better minimum sum SE per user than the algorithms in previous works. |
| Author | Ngo, Hien Quoc Bjornson, Emil Chien, Trinh Van Tran, Xuan Nam Nguyen, Tien Hoa |
| Author_xml | – sequence: 1 givenname: Tien Hoa orcidid: 0000-0003-4743-5012 surname: Nguyen fullname: Nguyen, Tien Hoa email: hoa.nguyentien@hust.edu.vn organization: School of Electronics and Telecommunications (SET), Hanoi University of Science and Technology, Hanoi, Vietnam – sequence: 2 givenname: Trinh Van orcidid: 0000-0002-5675-8414 surname: Chien fullname: Chien, Trinh Van email: trinhchien.dt3@gmail.com organization: School of Information and Communication Technology (SoICT), Hanoi University of Science and Technology (HUST), Hanoi, Vietnam – sequence: 3 givenname: Hien Quoc orcidid: 0000-0002-3367-2220 surname: Ngo fullname: Ngo, Hien Quoc email: hien.ngo@qub.ac.uk organization: Institute of Electronics, Communications and Information Technology (ECIT), Queen's University Belfast, Belfast, U.K – sequence: 4 givenname: Xuan Nam surname: Tran fullname: Tran, Xuan Nam email: namtx@lqdtu.edu.vn organization: Advanced Wireless Communications Group, Le Quy Don Technical University, Hanoi, Vietnam – sequence: 5 givenname: Emil orcidid: 0000-0002-5954-434X surname: Bjornson fullname: Bjornson, Emil email: emil.bjornson@liu.se organization: Department of Electrical Engineering, Linköping University, Linköping, Sweden |
| BackLink | https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-313390$$DView record from Swedish Publication Index (Kungliga Tekniska Högskolan) https://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-178776$$DView record from Swedish Publication Index (Linköpings universitet) |
| BookMark | eNqNkU1vEzEURS1UJNLCHomNJdaT-tmeDy-jNIWiRkVqWpbWjHnTuJ3Yg-1QRfz5Ok1hwQKx8rV0zpP97jE5ct4hIe-BTQGYOl3drqaccZgKpoBx9opMQAlVKFGqIzJhDJpClbJ8Q45jvM9XKRVMyK-vdvCJzmK0d26DLtHeB_rF25xuxsG6h-LMP7p9oNcjmhTagS763hqLzuzowq1bZ_DZtI4u2zzoJ9LlxfKKXu9iwk2k32xaZ7lNNrtzHwIOOXv3lrzu2yHiu5fzhNycL1bzz8Xl1aeL-eyyMJKpVCATdcsAQNTG1IC8YZx3palAIe9yVKbqoGubpmN5E4YpyQRgz00pm-8SxAkpDnPjI47bTo_Bbtqw0761-szezrQPd3qwWw11U9fV__EPaa0FCKFY5j8e-DH4H1uMSd_7bXD5S5qXFRegynpPVQfKBB9jwF4bm573kHdqBw1M74vUuUi9L1K_FJlF9pf4-0H_UD4cFIuIf3AlK16WUjwBvMGrMQ |
| CODEN | ITVTAB |
| CitedBy_id | crossref_primary_10_1109_ACCESS_2022_3164432 crossref_primary_10_1007_s10922_025_09961_w crossref_primary_10_1109_JSTSP_2022_3174701 crossref_primary_10_1002_ett_70079 crossref_primary_10_1109_ACCESS_2022_3196641 crossref_primary_10_1109_ACCESS_2022_3151168 crossref_primary_10_1016_j_icte_2022_09_005 crossref_primary_10_1109_LCOMM_2024_3404267 crossref_primary_10_1109_ACCESS_2023_3247342 crossref_primary_10_1016_j_aeue_2023_154747 crossref_primary_10_1109_ACCESS_2022_3149095 crossref_primary_10_1109_JSTSP_2022_3176140 crossref_primary_10_1007_s11235_022_00889_z crossref_primary_10_1109_TVT_2023_3235980 crossref_primary_10_1109_TCOMM_2024_3511718 crossref_primary_10_1007_s11235_025_01291_1 crossref_primary_10_1109_ACCESS_2022_3185746 crossref_primary_10_1109_ACCESS_2022_3172290 crossref_primary_10_1109_TVT_2023_3245566 crossref_primary_10_3390_s22041456 crossref_primary_10_1007_s11276_025_03905_7 crossref_primary_10_1109_JSAC_2023_3240788 crossref_primary_10_1109_ACCESS_2022_3158623 crossref_primary_10_1007_s11277_025_11777_5 crossref_primary_10_1109_ACCESS_2023_3280049 |
| Cites_doi | 10.1109/TVT.2020.3021766 10.1017/CBO9781316799895 10.1017/CBO9780511804441 10.1049/iet-com.2014.0842 10.1561/2000000093 10.1109/TWC.2015.2404839 10.1109/TWC.2015.2414413 10.1109/TWC.2017.2787702 10.1109/LCOMM.2015.2409176 10.1109/VETECF.2002.1040308 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2021 |
| DBID | 97E RIA RIE AAYXX CITATION 7SP 8FD FR3 KR7 L7M ADTPV AOWAS D8V DG8 |
| DOI | 10.1109/TVT.2021.3091020 |
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) Online IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Technology Research Database Engineering Research Database Civil Engineering Abstracts Advanced Technologies Database with Aerospace SwePub SwePub Articles SWEPUB Kungliga Tekniska Högskolan SWEPUB Linköpings universitet |
| DatabaseTitle | CrossRef Civil Engineering Abstracts Engineering Research Database Technology Research Database Advanced Technologies Database with Aerospace Electronics & Communications Abstracts |
| DatabaseTitleList | Civil Engineering Abstracts |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1939-9359 |
| EndPage | 8297 |
| ExternalDocumentID | oai_DiVA_org_liu_178776 oai_DiVA_org_kth_313390 10_1109_TVT_2021_3091020 9462554 |
| Genre | orig-research |
| GrantInformation_xml | – fundername: National Foundation for Science and Technology Development; Vietnam National Foundation for Science and Technology Development grantid: 102.01-2019.07 funderid: 10.13039/100007224 |
| GroupedDBID | -~X .DC 0R~ 29I 3EH 4.4 5GY 5VS 6IK 97E AAIKC AAJGR AAMNW AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFO ACGFS ACIWK ACNCT AENEX AETIX AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ASUFR ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD HZ~ H~9 IAAWW IBMZZ ICLAB IFIPE IFJZH IPLJI JAVBF LAI M43 MS~ O9- OCL P2P RIA RIE RNS RXW TAE TN5 VH1 AAYXX CITATION 7SP 8FD AARMG FR3 KR7 L7M ADTPV AOWAS D8V DG8 |
| ID | FETCH-LOGICAL-c409t-e037a011137cc71e28022b5c619e2b22b9c6b1ba88b0109c094031ef2c548d413 |
| IEDL.DBID | RIE |
| ISICitedReferencesCount | 28 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000685892200081&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0018-9545 1939-9359 |
| IngestDate | Tue Nov 04 16:52:07 EST 2025 Tue Nov 04 16:48:03 EST 2025 Mon Jun 30 10:23:24 EDT 2025 Sat Nov 29 07:21:54 EST 2025 Tue Nov 18 20:52:06 EST 2025 Wed Oct 08 06:20:35 EDT 2025 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 8 |
| Keywords | max-min fairness optimization pilot assignment Channel estimation Interference Massive MIMO Downlink Data communication Uplink Contamination Signal to noise ratio |
| 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-c409t-e037a011137cc71e28022b5c619e2b22b9c6b1ba88b0109c094031ef2c548d413 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0003-4743-5012 0000-0002-3367-2220 0000-0002-5954-434X 0000-0002-5675-8414 |
| OpenAccessLink | https://pure.qub.ac.uk/en/publications/e93cb7dd-fa33-4cea-8294-a3952e90c3cd |
| PQID | 2562319570 |
| PQPubID | 85454 |
| PageCount | 6 |
| ParticipantIDs | proquest_journals_2562319570 crossref_primary_10_1109_TVT_2021_3091020 crossref_citationtrail_10_1109_TVT_2021_3091020 swepub_primary_oai_DiVA_org_kth_313390 swepub_primary_oai_DiVA_org_liu_178776 ieee_primary_9462554 |
| PublicationCentury | 2000 |
| PublicationDate | 2021-08-01 |
| PublicationDateYYYYMMDD | 2021-08-01 |
| PublicationDate_xml | – month: 08 year: 2021 text: 2021-08-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | New York |
| PublicationPlace_xml | – name: New York |
| PublicationTitle | IEEE transactions on vehicular technology |
| PublicationTitleAbbrev | TVT |
| PublicationYear | 2021 |
| 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 | ref8 ref12 ref7 krishnamoorthy (ref11) 2013 ref9 ref4 filho (ref6) 2017; 28 ref3 ref10 ref5 ref2 ref1 |
| References_xml | – ident: ref2 doi: 10.1109/TVT.2020.3021766 – ident: ref1 doi: 10.1017/CBO9781316799895 – ident: ref10 doi: 10.1017/CBO9780511804441 – ident: ref5 doi: 10.1049/iet-com.2014.0842 – ident: ref4 doi: 10.1561/2000000093 – ident: ref8 doi: 10.1109/TWC.2015.2404839 – ident: ref7 doi: 10.1109/TWC.2015.2414413 – ident: ref3 doi: 10.1109/TWC.2017.2787702 – ident: ref9 doi: 10.1109/LCOMM.2015.2409176 – volume: 28 start-page: 1 year: 2017 ident: ref6 article-title: Joint uplink and downlink optimization of pilot assignment for massive mimo with power control publication-title: Transactions on Emerging Telecommunications Technologies – start-page: 70 year: 2013 ident: ref11 article-title: Matrix inversion using cholesky decomposition publication-title: Proc IEEE SPA – ident: ref12 doi: 10.1109/VETECF.2002.1040308 |
| SSID | ssj0014491 |
| Score | 2.522241 |
| Snippet | This paper proposes a flexible pilot assignment method to jointly optimize the uplink and downlink data transmission in multi-cell Massive multiple input... |
| SourceID | swepub proquest crossref ieee |
| SourceType | Open Access Repository Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 8292 |
| SubjectTerms | Algorithms Channel estimation Closed-form expression Combinatorial optimization Combinatorial optimization problems Contamination Correlated Rayleigh fading channels Data communication Data transmission Downlink Downlinking Efficiency Ergodic spectral efficiencies Fading channels Heuristic algorithms Interference Massive MIMO Massive multiple-input- multiple-output system (MIMO) max-min fairness optimization MIMO systems Optimization Optimization problems pilot assignment Power control Rayleigh fading Sequential algorithm Signal to noise ratio Spectral efficiencies Uplink |
| Title | Pilot Assignment for Joint Uplink-Downlink Spectral Efficiency Enhancement in Massive MIMO Systems With Spatial Correlation |
| URI | https://ieeexplore.ieee.org/document/9462554 https://www.proquest.com/docview/2562319570 https://urn.kb.se/resolve?urn=urn:nbn:se:kth:diva-313390 https://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-178776 |
| Volume | 70 |
| WOSCitedRecordID | wos000685892200081&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVIEE databaseName: IEEE Electronic Library (IEL) customDbUrl: eissn: 1939-9359 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0014491 issn: 0018-9545 databaseCode: RIE dateStart: 19670101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3PS8MwFH7o8KAHf4vTKTmIIFjXdu2yHIdOVNjcYf64hSbNXHF04jov_vO-l3Zlgijeckgg8CV538tLvg_gxA9jP3absaMir-mQFqYjjIgcpTA6mkBRzLFmE7zXaz0_i_4SnJd_YYwx9vGZuaCmreXHEz2jq7K6CJCth8EyLHPO879aZcUgCAp3PA83MNKCeUnSFfXB4wATQd-7aFBwJGfvhRBkPVW-08tFyVAbZq43_jfBTVgv6CRr5_hvwZJJt2FtQWRwBz77yXiSMcQhebGlf4Y8ld1NEmw9vFn1_itSzMcGIzd6uvpgHassQd8yWScd0cqwI5OUdZFt4wnJurfde1bonbOnJBsxcjfG1cwuyfAjf2K3Cw_XncHljVNYLjgaE73MMW6DR9Z-nmvNPePTT1wVakyzjK-wKXRTeSpqtRTV1DSp7zU8M_Q1Zj4xBsQ9qKST1OwDQ9rOh0NXBypyAyOMEnGgVSj81jDSyJKqUJ-jIHWhR062GGNp8xJXSMRNEm6ywK0KZ-WIt1yL45e-OwRP2a9Apgq1OdCy2KxT6RMH9ETIcdRpDn45jtS3r5LHtkSc5Ws2kg1M6sVfHcfJTHp4FPLmwc_zOIRVmm3-krAGlex9Zo5gRX9kyfT92K7sL9GO91Q |
| linkProvider | IEEE |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1NTxsxEB1RQCocoC1UpHz5UFWq1CVrx5uNjwiCgJLAIVBu1trrNCuiDYINF_58Z7ybVZAQFTcfbMnSsz1vPPZ7AN9FlIo0bKeBSXg7IC3MQDmVBMZgdHTSUMzxZhNxv9-5vVVXC_Cr_gvjnPOPz9wBNX0tP53YKV2VNZVEth7JD7AUSSl4-VurrhlIWfnjcdzCSAxmRclQNQc3A0wFBT9oUXgkb--5IORdVV4SzHnRUB9oTtbfN8VPsFYRSnZYroDPsODyL7A6JzO4Ac9X2XhSMEQi--uL_wyZKjufZNi6vvf6_cekmY8NRn70dPnBul5bgj5msm4-orXhR2Y56yHfxjOS9c56l6xSPGd_smLEyN8Y1zM7IsuP8pHdJlyfdAdHp0FluhBYTPWKwIWtOPEG9LG1MXeC_uKayGKi5YTBprJtw03S6RiqqlnS32txNxQWc58UQ-JXWMwnudsChsQ9Hg5DK00SSqecUam0JlKiM0ws8qQGNGcoaFspkpMxxlj7zCRUGnHThJuucGvAz3rEfanG8UbfDYKn7lch04CdGdC62q6PWhAL5CqKcdSPEvx6HOlvH2c3hxpx1nfFSLcwrVf_6zjOpprjYRi3v70-j334eDroXeiLs_7vbVihmZfvCndgsXiYul1Ytk9F9viw51f5P803-ps |
| 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=Pilot+Assignment+for+Joint+Uplink-Downlink+Spectral+Efficiency+Enhancement+in+Massive+MIMO+Systems+With+Spatial+Correlation&rft.jtitle=IEEE+transactions+on+vehicular+technology&rft.au=Nguyen%2C+Tien+Hoa&rft.au=Chien%2C+Trinh+Van&rft.au=Ngo%2C+Hien+Quoc&rft.au=Tran%2C+Xuan+Nam&rft.date=2021-08-01&rft.issn=0018-9545&rft.eissn=1939-9359&rft.volume=70&rft.issue=8&rft.spage=8292&rft.epage=8297&rft_id=info:doi/10.1109%2FTVT.2021.3091020&rft.externalDBID=n%2Fa&rft.externalDocID=10_1109_TVT_2021_3091020 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0018-9545&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0018-9545&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0018-9545&client=summon |