Low-Overhead Joint Beam-Selection and Random-Access Schemes for Massive Internet-of-Things with Non-Uniform Channel and Load
| dc.contributor | Aalto-yliopisto | fi |
| dc.contributor | Aalto University | en |
| dc.contributor.author | Zou, Yihan | en_US |
| dc.contributor.author | Taik Kim, Kwang | en_US |
| dc.contributor.author | Lin, Xiaojun | en_US |
| dc.contributor.author | Chiang, Mung | en_US |
| dc.contributor.author | Ding, Zhi | en_US |
| dc.contributor.author | Wichman, Risto | en_US |
| dc.contributor.author | Hämäläinen, Jyri | en_US |
| dc.contributor.department | Department of Signal Processing and Acoustics | en |
| dc.contributor.department | Department of Communications and Networking | en |
| dc.contributor.groupauthor | Risto Wichman Group | en |
| dc.contributor.groupauthor | Wireless & Mobile Communications | en |
| dc.contributor.organization | Purdue University | en_US |
| dc.contributor.organization | University of California, Davis | en_US |
| dc.date.accessioned | 2020-09-25T07:05:57Z | |
| dc.date.available | 2020-09-25T07:05:57Z | |
| dc.date.issued | 2020-07 | en_US |
| dc.description.abstract | We 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.version | Peer reviewed | en |
| dc.format.extent | 10 | |
| dc.format.mimetype | application/pdf | en_US |
| dc.identifier.citation | Zou, 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/INFOCOM41043.2020.9155460 | en |
| dc.identifier.doi | 10.1109/INFOCOM41043.2020.9155460 | en_US |
| dc.identifier.isbn | 9781728164120 | |
| dc.identifier.issn | 0743-166X | |
| dc.identifier.other | PURE UUID: a76f7f8a-d7be-4639-80be-824ddb9219bb | en_US |
| dc.identifier.other | PURE ITEMURL: https://research.aalto.fi/en/publications/a76f7f8a-d7be-4639-80be-824ddb9219bb | en_US |
| dc.identifier.other | PURE FILEURL: https://research.aalto.fi/files/51573544/Zou_Low_overhead_joint_beam_selection_INFOCOM.pdf | |
| dc.identifier.uri | https://aaltodoc.aalto.fi/handle/123456789/46615 | |
| dc.identifier.urn | URN:NBN:fi:aalto-202009255545 | |
| dc.language.iso | en | en |
| dc.relation.fundinginfo | This 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.ispartof | IEEE Conference on Computer Communications | en |
| dc.relation.ispartofseries | INFOCOM 2020 - IEEE Conference on Computer Communications | en |
| dc.relation.ispartofseries | pp. 2126-2135 | en |
| dc.relation.ispartofseries | IEEE Conference on Computer Communications | en |
| dc.rights | openAccess | en |
| dc.subject.keyword | low overhead | en_US |
| dc.subject.keyword | Lyapunov analysis | en_US |
| dc.subject.keyword | machine-type communication | en_US |
| dc.subject.keyword | provable stability | en_US |
| dc.title | Low-Overhead Joint Beam-Selection and Random-Access Schemes for Massive Internet-of-Things with Non-Uniform Channel and Load | en |
| dc.type | A4 Artikkeli konferenssijulkaisussa | fi |
| dc.type.version | acceptedVersion |
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