Low-Overhead Joint Beam-Selection and Random-Access Schemes for Massive Internet-of-Things with Non-Uniform Channel and Load

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorZou, Yihanen_US
dc.contributor.authorTaik Kim, Kwangen_US
dc.contributor.authorLin, Xiaojunen_US
dc.contributor.authorChiang, Mungen_US
dc.contributor.authorDing, Zhien_US
dc.contributor.authorWichman, Ristoen_US
dc.contributor.authorHämäläinen, Jyrien_US
dc.contributor.departmentDepartment of Signal Processing and Acousticsen
dc.contributor.departmentDepartment of Communications and Networkingen
dc.contributor.groupauthorRisto Wichman Groupen
dc.contributor.groupauthorWireless & Mobile Communicationsen
dc.contributor.organizationPurdue Universityen_US
dc.contributor.organizationUniversity of California, Davisen_US
dc.date.accessioned2020-09-25T07:05:57Z
dc.date.available2020-09-25T07:05:57Z
dc.date.issued2020-07en_US
dc.description.abstractWe study low-overhead uplink multi-access algorithms for massive Internet-of-Things (IoT) that can exploit the MIMO performance gain. Although MIMO improves system capacity, it usually requires high overhead due to Channel State Information (CSI) feedback, which is unsuitable for IoT. Recently, a Pseudo-Random Beam-Forming (PRBF) scheme was proposed to exploit the MIMO performance gain for uplink IoT access with uniform channel and load, without collecting CSI at the BS. For non-uniform channel and load, new adaptive beamselection and random-access algorithms are needed to efficiently utilize the system capacity with low overhead. Most existing algorithms for a related multi-channel scheduling problem require each node to at least know some information of the queue length of all contending nodes. In contrast, we propose a new Low-overhead Multi-Channel Joint Channel-Assignment and Random-Access (L-MC-JCARA) algorithm that reduces the overhead to be independent of the number of interfering nodes. A key novelty is to let the BS estimate the total backlog in each contention group by only observing the random-access events, so that no queue-length feedback is needed from IoT devices. We prove that L-MC-JCARA can achieve at least '0.24'' of the capacity region of the optimal centralized scheduler for the corresponding multi-channel system.en
dc.description.versionPeer revieweden
dc.format.extent10
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationZou, Y, Taik Kim, K, Lin, X, Chiang, M, Ding, Z, Wichman, R & Hämäläinen, J 2020, Low-Overhead Joint Beam-Selection and Random-Access Schemes for Massive Internet-of-Things with Non-Uniform Channel and Load. in INFOCOM 2020 - IEEE Conference on Computer Communications., 9155460, IEEE Conference on Computer Communications, IEEE, pp. 2126-2135, IEEE Conference on Computer Communications, Toronto, Canada, 06/07/2020. https://doi.org/10.1109/INFOCOM41043.2020.9155460en
dc.identifier.doi10.1109/INFOCOM41043.2020.9155460en_US
dc.identifier.isbn9781728164120
dc.identifier.issn0743-166X
dc.identifier.otherPURE UUID: a76f7f8a-d7be-4639-80be-824ddb9219bben_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/a76f7f8a-d7be-4639-80be-824ddb9219bben_US
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/51573544/Zou_Low_overhead_joint_beam_selection_INFOCOM.pdf
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/46615
dc.identifier.urnURN:NBN:fi:aalto-202009255545
dc.language.isoenen
dc.relation.fundinginfoThis work was supported in part by NSF grants CNS-1703014 and CNS-1702752, Defense Advanced Research Projects Agency (DARPA) under contract No. HR001117C0048, and Academy of Finland under grant 311752.
dc.relation.ispartofIEEE Conference on Computer Communicationsen
dc.relation.ispartofseriesINFOCOM 2020 - IEEE Conference on Computer Communicationsen
dc.relation.ispartofseriespp. 2126-2135en
dc.relation.ispartofseriesIEEE Conference on Computer Communicationsen
dc.rightsopenAccessen
dc.subject.keywordlow overheaden_US
dc.subject.keywordLyapunov analysisen_US
dc.subject.keywordmachine-type communicationen_US
dc.subject.keywordprovable stabilityen_US
dc.titleLow-Overhead Joint Beam-Selection and Random-Access Schemes for Massive Internet-of-Things with Non-Uniform Channel and Loaden
dc.typeA4 Artikkeli konferenssijulkaisussafi
dc.type.versionacceptedVersion

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