Design and Experimental Evaluation of Equalization Algorithms for Line-of-Sight Spatial Multiplexing at 60 GHz
With large bandwidths, millimeter wave (mmWave) line-of-sight (LoS) multi-input multi-output (MIMO) technology employing parallel stream transmission is well suited for future wireless backhaul systems. However, hardware imperfections of mmWave transceivers cause additional signal processing challen...
Saved in:
| Published in | IEEE journal on selected areas in communications Vol. 36; no. 11; pp. 2570 - 2580 |
|---|---|
| Main Authors | , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
New York
IEEE
01.11.2018
The Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0733-8716 1558-0008 |
| DOI | 10.1109/JSAC.2018.2872286 |
Cover
| Abstract | With large bandwidths, millimeter wave (mmWave) line-of-sight (LoS) multi-input multi-output (MIMO) technology employing parallel stream transmission is well suited for future wireless backhaul systems. However, hardware imperfections of mmWave transceivers cause additional signal processing challenges. Considering the channel and hardware properties, this paper proposes a novel frame structure with high temporal efficiency. The required MIMO processing can be decomposed into two steps. The first one removes the interantenna interference including the carrier frequency offsets. In the second step, the intersymbol interference brought by the frequency-selective components is canceled with a parallel structure. As a comparison, a more general decision-directed least-mean-square approach (DD-LMS) for joint processing of all effects is introduced. With a 60 GHz <inline-formula> <tex-math notation="LaTeX">2 \times 2 </tex-math></inline-formula> LoS MIMO demonstrator, only the widely linear version of DD-LMS achieves performance of about 0.2-0.6 dB better than the proposed method but requires approximately four times more complexity. The proposed method with parallel processing chains is well suited especially for larger LoS MIMO systems, e.g., for a system with 16 streams, its required complexity is less than 7% of the widely linear DD-LMS. |
|---|---|
| AbstractList | With large bandwidths, millimeter wave (mmWave) line-of-sight (LoS) multi-input multi-output (MIMO) technology employing parallel stream transmission is well suited for future wireless backhaul systems. However, hardware imperfections of mmWave transceivers cause additional signal processing challenges. Considering the channel and hardware properties, this paper proposes a novel frame structure with high temporal efficiency. The required MIMO processing can be decomposed into two steps. The first one removes the interantenna interference including the carrier frequency offsets. In the second step, the intersymbol interference brought by the frequency-selective components is canceled with a parallel structure. As a comparison, a more general decision-directed least-mean-square approach (DD-LMS) for joint processing of all effects is introduced. With a 60 GHz <inline-formula> <tex-math notation="LaTeX">2 \times 2 </tex-math></inline-formula> LoS MIMO demonstrator, only the widely linear version of DD-LMS achieves performance of about 0.2-0.6 dB better than the proposed method but requires approximately four times more complexity. The proposed method with parallel processing chains is well suited especially for larger LoS MIMO systems, e.g., for a system with 16 streams, its required complexity is less than 7% of the widely linear DD-LMS. With large bandwidths, millimeter wave (mmWave) line-of-sight (LoS) multi-input multi-output (MIMO) technology employing parallel stream transmission is well suited for future wireless backhaul systems. However, hardware imperfections of mmWave transceivers cause additional signal processing challenges. Considering the channel and hardware properties, this paper proposes a novel frame structure with high temporal efficiency. The required MIMO processing can be decomposed into two steps. The first one removes the interantenna interference including the carrier frequency offsets. In the second step, the intersymbol interference brought by the frequency-selective components is canceled with a parallel structure. As a comparison, a more general decision-directed least-mean-square approach (DD-LMS) for joint processing of all effects is introduced. With a 60 GHz [Formula Omitted] LoS MIMO demonstrator, only the widely linear version of DD-LMS achieves performance of about 0.2–0.6 dB better than the proposed method but requires approximately four times more complexity. The proposed method with parallel processing chains is well suited especially for larger LoS MIMO systems, e.g., for a system with 16 streams, its required complexity is less than 7% of the widely linear DD-LMS. |
| Author | Lankl, Berthold Fettweis, Gerhard Cvetkovski, Darko Rave, Wolfgang Song, Xiaohang Grass, Eckhard Halsig, Tim |
| Author_xml | – sequence: 1 givenname: Xiaohang orcidid: 0000-0001-5959-8703 surname: Song fullname: Song, Xiaohang email: xiaohang.song@tu-dresden.de organization: Vodafone Chair Mobile Communications Systems, Technische Universität Dresden, Dresden, Germany – sequence: 2 givenname: Tim orcidid: 0000-0002-1312-3259 surname: Halsig fullname: Halsig, Tim email: tim.haelsig@unibw.de organization: Chair of Communication Systems, Universität der Bundeswehr München, Neubiberg, Germany – sequence: 3 givenname: Darko orcidid: 0000-0003-1133-376X surname: Cvetkovski fullname: Cvetkovski, Darko email: darko.cvetkovski@informatik.hu-berlin.de organization: Department of Computer Science, Humboldt-Universität zu Berlin, Berlin, Germany – sequence: 4 givenname: Wolfgang orcidid: 0000-0002-7920-0923 surname: Rave fullname: Rave, Wolfgang email: wolfgang.rave@tu-dresden.de organization: Vodafone Chair Mobile Communications Systems, Technische Universität Dresden, Dresden, Germany – sequence: 5 givenname: Berthold surname: Lankl fullname: Lankl, Berthold email: berthold.lankl@unibw.de organization: Chair of Communication Systems, Universität der Bundeswehr München, Neubiberg, Germany – sequence: 6 givenname: Eckhard orcidid: 0000-0002-9718-4170 surname: Grass fullname: Grass, Eckhard email: grass@informatik.hu-berlin.de organization: Department of Computer Science, Humboldt-Universität zu Berlin, Berlin, Germany – sequence: 7 givenname: Gerhard orcidid: 0000-0003-4622-1311 surname: Fettweis fullname: Fettweis, Gerhard email: gerhard.fettweis@tu-dresden.de organization: Vodafone Chair Mobile Communications Systems, Technische Universität Dresden, Dresden, Germany |
| BookMark | eNp9kE1PAjEURRuDiYD-AOOmievBfgz9WBJE0GBcoOtJKR0oGdqh0zHIr3dwiAsXrl5ecs97uacHOs47A8AtRgOMkXx4WYzGA4KwGBDBCRHsAnTxcCgShJDogC7ilCaCY3YFelW1RQinqSBd4B5NZdcOKreCk0Npgt0ZF1UBJ5-qqFW03kGfw8m-VoU9tvuoWPtg42ZXwdwHOLfOJD5PFna9iXBRNqGGf62LaMvCHKxbQxUhQ3A6O16Dy1wVlbk5zz74eJq8j2fJ_G36PB7NE02HMibaENl0kZRqTeRKiiHhZCW4QpqtqGJEGiMZRkvBlohISbmWjAnO8xzpFCnaB_ft3TL4fW2qmG19HVzzMiO4KS7TlNAmxduUDr6qgskzbeNPxxiULTKMspPc7CQ3O8nNznIbEv8hy8acCl__MnctY40xv3mR8pRyTL8B7hyGYw |
| CODEN | ISACEM |
| CitedBy_id | crossref_primary_10_1109_TWC_2022_3190243 crossref_primary_10_1109_OJITS_2021_3132725 crossref_primary_10_1109_TCOMM_2022_3177779 crossref_primary_10_3390_s22239514 crossref_primary_10_1109_TWC_2018_2879661 crossref_primary_10_1587_transcom_2023EBP3091 crossref_primary_10_1109_TMC_2021_3082209 crossref_primary_10_1109_TAP_2022_3168724 crossref_primary_10_3390_electronics9091429 crossref_primary_10_1109_LWC_2021_3076161 crossref_primary_10_1109_LWC_2020_3022592 |
| Cites_doi | 10.1109/JPROC.2015.2492539 10.1109/WCNC.2010.5506714 10.1109/VETECS.2005.1543276 10.1109/ICCW.2015.7247069 10.1109/TSP.2002.808102 10.1109/JSSC.2017.2740264 10.1078/1434-8411-54100116 10.1109/TMTT.2015.2467390 10.1109/WCNC.2017.7925749 10.1109/TTHZ.2015.2488486 10.1109/TCOMM.2002.806555 10.1109/MCOM.2014.6736747 10.1109/TSP.2012.2202652 10.1109/TVT.2007.909269 10.1109/TSP.2006.879318 10.1109/GEMIC.2016.7461558 10.1109/49.840191 10.1109/LWC.2015.2424952 10.1109/TWC.2004.843063 10.1002/9780470374122 10.1109/ACCESS.2013.2260813 |
| ContentType | Journal Article |
| Copyright | Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018 |
| Copyright_xml | – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2018 |
| DBID | 97E RIA RIE AAYXX CITATION 7SP 8FD L7M |
| DOI | 10.1109/JSAC.2018.2872286 |
| DatabaseName | IEEE All-Society Periodicals Package (ASPP) 2005–Present IEEE All-Society Periodicals Package (ASPP) 1998–Present IEEE Electronic Library (IEL) CrossRef Electronics & Communications Abstracts Technology Research Database Advanced Technologies Database with Aerospace |
| DatabaseTitle | CrossRef Technology Research Database Advanced Technologies Database with Aerospace Electronics & Communications Abstracts |
| DatabaseTitleList | Technology Research Database |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE/IET Electronic Library url: https://proxy.k.utb.cz/login?url=https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1558-0008 |
| EndPage | 2580 |
| ExternalDocumentID | 10_1109_JSAC_2018_2872286 8474371 |
| Genre | orig-research |
| GrantInformation_xml | – fundername: German Research Foundation in the framework of priority program DFG SPP 1655 Wireless Ultra High Data Rate Communication for Mobile Internet Access |
| GroupedDBID | -~X .DC 0R~ 29I 3EH 4.4 41~ 5GY 5VS 6IK 97E AAJGR AARMG AASAJ AAWTH ABAZT ABQJQ ABVLG ACGFO ACGFS ACIWK ACNCT ADRHT AENEX AETIX AGQYO AGSQL AHBIQ AI. AIBXA AKJIK AKQYR ALLEH ALMA_UNASSIGNED_HOLDINGS ATWAV BEFXN BFFAM BGNUA BKEBE BPEOZ CS3 DU5 EBS EJD HZ~ H~9 IBMZZ ICLAB IES IFIPE IFJZH IPLJI JAVBF LAI M43 O9- OCL P2P RIA RIE RNS TN5 VH1 AAYXX CITATION 7SP 8FD L7M RIG |
| ID | FETCH-LOGICAL-c359t-ce29018933cc29d985272d87a0c6d3a629ee9610b86b029937c966877ff0c40a3 |
| IEDL.DBID | RIE |
| ISSN | 0733-8716 |
| IngestDate | Mon Jun 30 10:17:08 EDT 2025 Thu Apr 24 23:04:34 EDT 2025 Wed Oct 01 02:47:39 EDT 2025 Wed Aug 27 02:51:24 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 11 |
| Language | English |
| License | https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c359t-ce29018933cc29d985272d87a0c6d3a629ee9610b86b029937c966877ff0c40a3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| ORCID | 0000-0003-4622-1311 0000-0003-1133-376X 0000-0002-7920-0923 0000-0002-9718-4170 0000-0001-5959-8703 0000-0002-1312-3259 |
| PQID | 2148294423 |
| PQPubID | 85481 |
| PageCount | 11 |
| ParticipantIDs | crossref_citationtrail_10_1109_JSAC_2018_2872286 proquest_journals_2148294423 crossref_primary_10_1109_JSAC_2018_2872286 ieee_primary_8474371 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2018-11-01 |
| PublicationDateYYYYMMDD | 2018-11-01 |
| PublicationDate_xml | – month: 11 year: 2018 text: 2018-11-01 day: 01 |
| PublicationDecade | 2010 |
| PublicationPlace | New York |
| PublicationPlace_xml | – name: New York |
| PublicationTitle | IEEE journal on selected areas in communications |
| PublicationTitleAbbrev | J-SAC |
| PublicationYear | 2018 |
| 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 | ref15 ref14 hälsig (ref17) 2018 ref11 ref2 ref1 ref16 ref19 ref18 du (ref12) 2017 ref24 ref23 ref26 song (ref8) 2015 ref25 ref20 ref21 ref27 ref7 ref9 ref4 bøhagen (ref13) 2006 ref3 ref6 cvetkovski (ref22) 2017 ref5 sheldon (ref10) 2008 |
| References_xml | – start-page: 1 year: 2015 ident: ref8 article-title: A 60 GHz LOS MIMO Backhaul design combining spatial multiplexing and beamforming for a 100 Gbps throughput publication-title: Proc IEEE Global Commun Conf (GLOBECOM) – ident: ref19 doi: 10.1109/JPROC.2015.2492539 – ident: ref4 doi: 10.1109/WCNC.2010.5506714 – ident: ref7 doi: 10.1109/VETECS.2005.1543276 – ident: ref15 doi: 10.1109/ICCW.2015.7247069 – start-page: 198 year: 2008 ident: ref10 article-title: Spatial multiplexing over a line-of-sight millimeter-wave MIMO link: A two-channel hardware demonstration at 1.2 Gbps over 41 m range publication-title: Proc Eur Conf Wireless Technol – ident: ref25 doi: 10.1109/TSP.2002.808102 – ident: ref2 doi: 10.1109/JSSC.2017.2740264 – start-page: 1 year: 2006 ident: ref13 article-title: Optimal design of uniform planar antenna arrays for strong line-of-sight MIMO channels publication-title: Proc IEEE Workshop Signal Process Adv Wireless Commun – start-page: 631 year: 2017 ident: ref22 article-title: Hardware-in-the-loop demonstration of a 60 GHz line-of-sight $2\times2$ MIMO link publication-title: Proc IEEE EUROCON – ident: ref23 doi: 10.1078/1434-8411-54100116 – ident: ref11 doi: 10.1109/TMTT.2015.2467390 – ident: ref16 doi: 10.1109/WCNC.2017.7925749 – start-page: 1 year: 2018 ident: ref17 article-title: Statistical properties and variations of LOS MIMO channels at millimeter wave frequencies publication-title: Proc Int ITG Workshop Smart Antennas – ident: ref3 doi: 10.1109/TTHZ.2015.2488486 – ident: ref6 doi: 10.1109/TCOMM.2002.806555 – ident: ref1 doi: 10.1109/MCOM.2014.6736747 – ident: ref20 doi: 10.1109/TSP.2012.2202652 – ident: ref26 doi: 10.1109/TVT.2007.909269 – ident: ref24 doi: 10.1109/TSP.2006.879318 – ident: ref9 doi: 10.1109/GEMIC.2016.7461558 – ident: ref18 doi: 10.1109/49.840191 – ident: ref14 doi: 10.1109/LWC.2015.2424952 – ident: ref21 doi: 10.1109/TWC.2004.843063 – ident: ref27 doi: 10.1002/9780470374122 – start-page: 372 year: 2017 ident: ref12 article-title: 5G E-band backhaul system measurements in urban street-level scenarios publication-title: Proc Eur Microw Conf (EuMC) – ident: ref5 doi: 10.1109/ACCESS.2013.2260813 |
| SSID | ssj0014482 |
| Score | 2.349617 |
| Snippet | With large bandwidths, millimeter wave (mmWave) line-of-sight (LoS) multi-input multi-output (MIMO) technology employing parallel stream transmission is well... |
| SourceID | proquest crossref ieee |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 2570 |
| SubjectTerms | Antenna arrays backhaul Carrier frequencies channel equalization Complexity Complexity theory Covariance matrices Equalization Frame structures Hardware Interference Line of sight millimeter wave Millimeter waves MIMO MIMO (control systems) MIMO communication Multiplexing Offsets Parallel processing Signal processing synchronization Transceivers Wireless communication |
| Title | Design and Experimental Evaluation of Equalization Algorithms for Line-of-Sight Spatial Multiplexing at 60 GHz |
| URI | https://ieeexplore.ieee.org/document/8474371 https://www.proquest.com/docview/2148294423 |
| Volume | 36 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVIEE databaseName: IEEE/IET Electronic Library customDbUrl: eissn: 1558-0008 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0014482 issn: 0733-8716 databaseCode: RIE dateStart: 19830101 isFulltext: true titleUrlDefault: https://ieeexplore.ieee.org/ providerName: IEEE |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3PS8MwFA5zJz34a4rTKTl4ErtlTdYmxzGnYzAvU_BWkjRVcbaydSD7681LuzJUxFspSRt4-fG9vPd9D6FLEyYgJCU8HSjtMZbYNacSuMShhsswtmcmkJMn98HokY2fek81dF1xYYwxLvnMtOHRxfLjTC_hqqxjd1JGgTC-FfKg4GpVEQPrZriIQUipB05AGcHsEtEZT_sDSOLibese-I42vXEGuaIqP3Zid7zc7qHJemBFVslbe5mrtl5902z878j30W6JM3G_mBgHqGbSQ7SzoT7YQOmNy97AMo3xcEPoHw8rBXCcJXjoeJcFWxP3Z8_Z_DV_eV9gi3ax9WSNlyXeFFx8DOWN7XTGkzJJ8dP-BsscBwTfjVZH6PF2-DAYeWX5BU_Tnsg9bSDGavEM1doXseA9P_RjHkqig5jKwBfGCIu-FA8U8QHnaOs78TBMEqIZkfQY1dMsNScIk56WnOqEK8aZYcLCENlVgnCpJLEvm4isDRLpUpscSmTMIuejEBGBDSOwYVTasImuqi4fhTDHX40bYJOqYWmOJmqtrR6VS3cR-aCMKpiFmae_9zpD2_DtgpDYQvV8vjTnFpnk6sJNyS-zXN5M |
| linkProvider | IEEE |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1LT-MwEB4h9gAc2OUlCl3wgRMixcROYh8rtlAe5QJI3CLbcQABCYJUQv3163HSqFpWiFsU2bKl8eMbz3zfAOzZJEchKRmYWJuA89ztOZ3jIw6zQiWZuzORnDy6ioe3_PwuupuDg5YLY631yWe2h58-lp-VZoxPZYfuJOUMCeM_Is55VLO12piBczR8zCBhLEA3oIlhHlF5eH7dP8Y0LtFzDkLoidMzt5Avq_LpLPYXzMlPGE2nVueVPPXGle6ZyT-qjd-d-y9YbpAm6ddLYwXmbLEKSzP6g2tQ_PH5G0QVGRnMSP2TQasBTsqcDDzzsuZrkv7zffn2WD28vBOHd4nzZW1Q5sE1OvkECxy7BU1GTZrihxuGqIrElJwOJ-twezK4OR4GTQGGwLBIVoGxGGV1iIYZE8pMiihMwkwkipo4YyoOpbXS4S8tYk1DRDrGeU8iSfKcGk4V24D5oizsJhAaGSWYyYXmglsuHRBRR1pSobSi7mcH6NQgqWnUybFIxnPqvRQqU7RhijZMGxt2YL_t8lpLc3zVeA1t0jZszNGB7tTqabN539MQtVEld0Bz6_-9dmFheDO6TC_Pri62YRHHqemJXZiv3sb2t8Mpld7xy_MvgEDhmQ |
| 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=Design+and+Experimental+Evaluation+of+Equalization+Algorithms+for+Line-of-Sight+Spatial+Multiplexing+at+60+GHz&rft.jtitle=IEEE+journal+on+selected+areas+in+communications&rft.au=Song%2C+Xiaohang&rft.au=Halsig%2C+Tim&rft.au=Cvetkovski%2C+Darko&rft.au=Rave%2C+Wolfgang&rft.date=2018-11-01&rft.pub=The+Institute+of+Electrical+and+Electronics+Engineers%2C+Inc.+%28IEEE%29&rft.issn=0733-8716&rft.eissn=1558-0008&rft.volume=36&rft.issue=11&rft.spage=2570&rft_id=info:doi/10.1109%2FJSAC.2018.2872286&rft.externalDBID=NO_FULL_TEXT |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0733-8716&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0733-8716&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0733-8716&client=summon |