Performance-Complexity Trade-Off for Low-Complexity MIMO Detection: simplified BP vs. EP Receivers
In this study, we intend to make an in-depth investigation of the performance-complexity trade-off of low complexity Multiple-Input Multiple-Output (MIMO) signal detection based on message passing algorithms. Several detection algorithms such as Belief Propagation (BP) and Expectation Propagation (E...
Uložené v:
| Vydané v: | IEEE Vehicular Technology Conference s. 1 - 7 |
|---|---|
| Hlavní autori: | , , |
| Médium: | Konferenčný príspevok.. |
| Jazyk: | English |
| Vydavateľské údaje: |
IEEE
01.06.2022
|
| Predmet: | |
| ISSN: | 2577-2465 |
| On-line prístup: | Získať plný text |
| Tagy: |
Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
|
| Abstract | In this study, we intend to make an in-depth investigation of the performance-complexity trade-off of low complexity Multiple-Input Multiple-Output (MIMO) signal detection based on message passing algorithms. Several detection algorithms such as Belief Propagation (BP) and Expectation Propagation (EP) have been proposed to approximate symbol Maximum A Posteriori (MAP) for high dimensional signaling. We propose a thorough examination of those algorithms and some of their low-complexity versions, through a complexity/performance trade-off analysis to identify modes of operation depending on the number of antennas and constellation order. Finally, we propose a new simplified BP detection scheme, which combines the advantages of QR precoding and Interference Cancellation (IC). |
|---|---|
| AbstractList | In this study, we intend to make an in-depth investigation of the performance-complexity trade-off of low complexity Multiple-Input Multiple-Output (MIMO) signal detection based on message passing algorithms. Several detection algorithms such as Belief Propagation (BP) and Expectation Propagation (EP) have been proposed to approximate symbol Maximum A Posteriori (MAP) for high dimensional signaling. We propose a thorough examination of those algorithms and some of their low-complexity versions, through a complexity/performance trade-off analysis to identify modes of operation depending on the number of antennas and constellation order. Finally, we propose a new simplified BP detection scheme, which combines the advantages of QR precoding and Interference Cancellation (IC). |
| Author | Cipriano, Antonio Maria Poulliat, Charly Mekhiche, Adam |
| Author_xml | – sequence: 1 givenname: Adam surname: Mekhiche fullname: Mekhiche, Adam email: adam.mekhiche@thalesgroup.com organization: Thales, INP Toulouse - ENSEEIHT,Gennevilliers,France – sequence: 2 givenname: Antonio Maria surname: Cipriano fullname: Cipriano, Antonio Maria email: antonio.cipriano@thalesgroup.com organization: Thales,Gennevilliers,France – sequence: 3 givenname: Charly surname: Poulliat fullname: Poulliat, Charly email: charly.poulliat@enseeiht.fr organization: INP Toulouse - ENSEEIHT,Toulouse,France |
| BookMark | eNpNkD1PwzAURQ0CCVr6C1g8sjj468U2G4QClVq1gsJaOckzGLVJlUSF_nuC6MB0pXt073AG5KSqKyTkSvBECO6u35aZ5FKyl20Tq3fQStjkt0icTbkCeURGzliRpqCt7OkxOZdgDJM6hTMyaNtPzrkQqTwn-QKbUDcbXxXIsnqzXeN37PZ02fgS2TwE2lM6rb_-w9lkNqf32GHRxbq6oW3sUQwRS3q3oLs2oeMFfcYC4w6b9oKcBr9ucXTIIXl9GC-zJzadP06y2yn7kMp0zOsSoMg9B-MArCsESouFNqhUcGWZQ-5scMKnyqhcaW600ZxbAFNiP1ZDcvn3GxFx1avZ-Ga_OihRP7KcWnI |
| ContentType | Conference Proceeding |
| DBID | 6IE 6IH CBEJK RIE RIO |
| DOI | 10.1109/VTC2022-Spring54318.2022.9860352 |
| DatabaseName | IEEE Electronic Library (IEL) Conference Proceedings IEEE Proceedings Order Plan (POP) 1998-present by volume IEEE Xplore All Conference Proceedings IEEE/IET Electronic Library (IEL) (UW System Shared) IEEE Proceedings Order Plans (POP) 1998-present |
| DatabaseTitleList | |
| Database_xml | – sequence: 1 dbid: RIE name: IEEE Electronic Library (IEL) url: https://ieeexplore.ieee.org/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISBN | 9781665482431 1665482435 |
| EISSN | 2577-2465 |
| EndPage | 7 |
| ExternalDocumentID | 9860352 |
| Genre | orig-research |
| GroupedDBID | -~X 29I 6IE 6IH AFFNX AI. ALMA_UNASSIGNED_HOLDINGS CBEJK RIE RIO RNS VH1 |
| ID | FETCH-LOGICAL-h237t-a4d55cba05795589c1e28ec47e33f9ddb5b98f91a6373b3407474008557dea4d3 |
| IEDL.DBID | RIE |
| ISICitedReferencesCount | 1 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000861825800002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| IngestDate | Wed Aug 27 02:28:26 EDT 2025 |
| IsPeerReviewed | false |
| IsScholarly | true |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-h237t-a4d55cba05795589c1e28ec47e33f9ddb5b98f91a6373b3407474008557dea4d3 |
| PageCount | 7 |
| ParticipantIDs | ieee_primary_9860352 |
| PublicationCentury | 2000 |
| PublicationDate | 2022-June |
| PublicationDateYYYYMMDD | 2022-06-01 |
| PublicationDate_xml | – month: 06 year: 2022 text: 2022-June |
| PublicationDecade | 2020 |
| PublicationTitle | IEEE Vehicular Technology Conference |
| PublicationTitleAbbrev | VTC54318 |
| PublicationYear | 2022 |
| Publisher | IEEE |
| Publisher_xml | – name: IEEE |
| SSID | ssj0001162 |
| Score | 2.1907814 |
| Snippet | In this study, we intend to make an in-depth investigation of the performance-complexity trade-off of low complexity Multiple-Input Multiple-Output (MIMO)... |
| SourceID | ieee |
| SourceType | Publisher |
| StartPage | 1 |
| SubjectTerms | Approximation algorithms Belief Propagation Complexity theory Expectation Propagation Interference cancellation Maximum A Posteriori Multiple-Input Multiple-Output Parallel Interference Cancellation Precoding QR factorisation Receivers Symbols Vehicular and wireless technologies |
| Title | Performance-Complexity Trade-Off for Low-Complexity MIMO Detection: simplified BP vs. EP Receivers |
| URI | https://ieeexplore.ieee.org/document/9860352 |
| WOSCitedRecordID | wos000861825800002&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 | |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1NTwIxEJ0gMUYvfoDxOz148GCBbfej9ShCNBHYAxpupLudjVwWAwvGf29bNoCJF2-bNm2aNu28zL73BuBW6UwHqfRo2FIpNfhWU8W4pEKphOuQaa4SV2wi6vfFaCTjCtyvtTCI6Mhn2LCf7l--nqYLmyprShFa-84d2ImicKXVWr-6nheyPbgrPTSb78M2s0T1VXrMCr4tj4uxRjnHr2IqLpZ0D_-3iiOob0R5JF6Hm2OoYH4CB1t-gjVI4o0MgNqbbt0ui29iApJGOsgyYnrJ6_Rru7P30huQJywcJyt_IPOJJZlnBpqSx5gs5w3SiYlBl-gYHHV463aG7WdaFlGgH4xHBVW-DoI0UVZ0GgRCph4ygakfIeeZ1DoJEiky6amQRzzhvjXU9x17LdJoBvNTqObTHM-AcCWtQxdHAxl99IQyWFdrJrJQIDLVOoea3a3x58onY1xu1MXfzZew707IZTSuoFrMFngNu-mymMxnN-5wfwBr_aWa |
| linkProvider | IEEE |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LTwIxEJ4gGh8XH2B824MHDxbYdh-tRxECkcce0HAj3e1s5AIGFoz_3m3ZgCZevDXbbLPpZDtfpt_3DcCd0on2YulQv6ZimuFbTRXjkgqlIq59prmKbLOJoNcTw6EMC_Cw1sIgoiWfYcUM7V2-nsYLUyqrSuEb-84t2Dads3K11vrcdRyf7cJ97qJZfRvUmaGqrwpkRvJtmFyMVfJVfrVTsdmkefi_7ziC8kaWR8J1wjmGAk5O4OCHo2AJonAjBKDmXzd-l-kXyVKSRtpPEpLNks708-dkt93tk2dMLStr8kjmY0MzTzJwSp5CspxXSCMkGb5Ey-Eow2uzMai3aN5Ggb4zHqRUudrz4kgZ2annCRk7yATGboCcJ1LryIukSKSjfB7wiLvGUt-1_LVAY_YyP4XiZDrBMyBcSePRxTEDjS46QmVoV2smEl8gMlU7h5LZrdHHyiljlG_Uxd-Pb2GvNeh2Rp127-US9m20bH3jCorpbIHXsBMv0_F8dmMD_Q08hqjj |
| 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%3Abook&rft.genre=proceeding&rft.title=IEEE+Vehicular+Technology+Conference&rft.atitle=Performance-Complexity+Trade-Off+for+Low-Complexity+MIMO+Detection%3A+simplified+BP+vs.+EP+Receivers&rft.au=Mekhiche%2C+Adam&rft.au=Cipriano%2C+Antonio+Maria&rft.au=Poulliat%2C+Charly&rft.date=2022-06-01&rft.pub=IEEE&rft.eissn=2577-2465&rft.spage=1&rft.epage=7&rft_id=info:doi/10.1109%2FVTC2022-Spring54318.2022.9860352&rft.externalDocID=9860352 |