Pilot Allocation Technique for Massive MIMO Systems Based on Clustering

preprint OA: closed
Full text JSON View at publisher
AI-generated summary by claude@2026-07, 2026-07-16

This paper proposes a clustering-based pilot reuse technique for massive MIMO systems that assigns identical pilot signals to users in different clusters to mitigate pilot contamination and improve system sum-rate.

One-sentence paraphrase of the abstract; not a substitute for reading it. No clinical advice. How this works

AI-generated deep summary by claude@2026-07, 2026-07-16 · read from full text

This preprint studies pilot contamination as a bottleneck in massive MIMO cellular networks and proposes a cluster-based pilot reuse technique inspired by co-channel frequency reuse, where users in different clusters reuse the same pilots if they are at considerable distance. The authors’ method is evaluated via simulations in an inter-cluster network, focusing on channel state information effects and resulting system sum-rate. The key reported finding is improved suppression of pilot contamination’s limiting impact on system sum-rate using the proposed cluster-based allocation. A major caveat is that the results are based on simulation and the work is a preprint that has not been peer reviewed. The paper does not explicitly discuss endometriosis or adenomyosis; it was included in the corpus via a keyword match in the upstream search index.

Read from the paper's body, not the abstract. Not a substitute for reading the paper. No clinical advice. How this works

Abstract

Abstract Pilot contamination has been identified as one of the major bottlenecks for the functioning of massive multiple-input-multiple-output (MIMO) cellular network. It is caused by the reuse of similar pilot signals by various users present in the cellular network required for channel estimation. In this paper, a cluster-based pilot reuse technique has been proposed where users present in different cluster reuse the same pilot signal. The technique is inspired from co-channel frequency reuse and allocates similar pilots to users which are at a considerable distance from each other. The simulation results presented substantiate the profficiency of the technique in eliminating the resisting effects of pilot contamination on system sum-rate in inter-cluster network.
Full text 9,375 characters · extracted from preprint-html · click to expand
Pilot Allocation Technique for Massive MIMO Systems Based on Clustering | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Pilot Allocation Technique for Massive MIMO Systems Based on Clustering Abhinaba Dey, Prabina Pattanayak This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-1440938/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Pilot contamination has been identified as one of the major bottlenecks for the functioning of massive multiple-input-multiple-output (MIMO) cellular network. It is caused by the reuse of similar pilot signals by various users present in the cellular network required for channel estimation. In this paper, a cluster-based pilot reuse technique has been proposed where users present in different cluster reuse the same pilot signal. The technique is inspired from co-channel frequency reuse and allocates similar pilots to users which are at a considerable distance from each other. The simulation results presented substantiate the profficiency of the technique in eliminating the resisting effects of pilot contamination on system sum-rate in inter-cluster network. Massive MIMO Pilot Contamination Channel State Information (CSI) Spectral Efficiency/System Throughput Full Text Supplementary Files AuthorBiographies.docx Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-1440938","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":178923896,"identity":"20266032-9519-42f5-8d45-8ec72e3a14e4","order_by":0,"name":"Abhinaba Dey","email":"","orcid":"","institution":"National Institute of Technology Silchar","correspondingAuthor":false,"submittingAuthor":false,"prefix":"","firstName":"Abhinaba","middleName":"","lastName":"Dey","suffix":""},{"id":178923897,"identity":"0620b085-95d3-4594-a19c-b82d85d77903","order_by":1,"name":"Prabina Pattanayak","email":"data:image/png;base64,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","orcid":"https://orcid.org/0000-0002-9676-8107","institution":"National Institute of Technology Silchar","correspondingAuthor":true,"submittingAuthor":false,"prefix":"","firstName":"Prabina","middleName":"","lastName":"Pattanayak","suffix":""}],"badges":[],"createdAt":"2022-03-11 07:39:24","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-1440938/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-1440938/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":38217717,"identity":"80326944-0979-4c60-bd53-65a980912db6","added_by":"auto","created_at":"2023-06-08 10:41:11","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":385738,"visible":true,"origin":"","legend":"","description":"","filename":"Manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-1440938/v1_covered_e1afaefb-1991-4b03-aee5-df55cc3e00ba.pdf"},{"id":33593507,"identity":"e96f3504-ce97-483d-becc-2ffa55d4df84","added_by":"auto","created_at":"2023-03-01 01:28:12","extension":"docx","order_by":1,"title":"","display":"","copyAsset":false,"role":"supplement","size":72362,"visible":true,"origin":"","legend":"","description":"","filename":"AuthorBiographies.docx","url":"https://assets-eu.researchsquare.com/files/rs-1440938/v1/e202c29f892452ea4c0159f5.docx"}],"financialInterests":"","formattedTitle":"Pilot Allocation Technique for Massive MIMO Systems Based on Clustering","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"Massive MIMO, Pilot Contamination, Channel State Information (CSI), Spectral Efficiency/System Throughput","lastPublishedDoi":"10.21203/rs.3.rs-1440938/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-1440938/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"Pilot contamination has been identified as one of the major bottlenecks for the functioning of massive multiple-input-multiple-output (MIMO) cellular network. It is caused by the reuse of similar pilot signals by various users present in the cellular network required for channel estimation. In this paper, a cluster-based pilot reuse technique has been proposed where users present in different cluster reuse the same pilot signal. The technique is inspired from co-channel frequency reuse and allocates similar pilots to users which are at a considerable distance from each other. The simulation results presented substantiate the profficiency of the technique in eliminating the resisting effects of pilot contamination on system sum-rate in inter-cluster network.","manuscriptTitle":"Pilot Allocation Technique for Massive MIMO Systems Based on Clustering","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2023-03-01 01:28:07","doi":"10.21203/rs.3.rs-1440938/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"0508f346-914a-4276-8eaf-5cc19e1babd5","owner":[],"postedDate":"March 1st, 2023","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[],"tags":[],"updatedAt":"2023-06-08T10:40:55+00:00","versionOfRecord":[],"versionCreatedAt":"2023-03-01 01:28:07","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-1440938","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-1440938","identity":"rs-1440938","version":["v1"]},"buildId":"cBFmMYwuxLRRLfASyISRj","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. The paper's references may be in our DB but unresolved to ``paper_id`` (resolution happens at ingest when the cited DOI matches a row we already have). Run the cross-source citation reconcile pass to retry.

Source provenance

europepmc
last seen: 2026-05-19T01:45:01.086888+00:00