| Paper Abstract and Keywords |
| Presentation |
2026-05-15 11:00
Fast Autonomous Distributed Spectral Clustering for MANETs with Dynamic Topologies Haruka Hatanaka, Kazuki Nakajima (Tokyo Metropolitan Univ.), Cahisa Takano (Hiroshima City Univ.), Masaki Aida (Tokyo Metropolitan Univ.) IN2026-10 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In mobile ad hoc networks (MANETs), where wireless terminals relay packets to distant terminals, cluster-based hierarchical routing is effective for achieving scalable routing control. Because MANETs do not assume centralized control, autonomous distributed spectral clustering that does not require global network information is needed. Previous studies have investigated autonomous distributed spectral clustering that remains scalable even when node density increases; however, cluster formation with a small number of iterations has not been sufficiently studied.
To apply the method to dynamic environments with changing topologies, operation with fewer iterations is required in terms of computational cost and responsiveness to topology changes. In this paper, we consider a dynamic environment with node mobility and apply accelerated autonomous distributed spectral clustering with a reduced number of iterations. We evaluate the stability of the resulting cluster structures and the controllability of the number of clusters.
Simulation results show that cluster structures can be formed without significantly increasing cluster-size variability even with a small number of iterations, and that, in dynamic environments, reinitializing the state variables after each node movement enables long-term maintenance of control over the number of clusters. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
multi-hop wireless networks / autonomous distributed clustering / spectral clustering / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 126, no. 22, IN2026-10, pp. 47-53, May 2026. |
| Paper # |
IN2026-10 |
| Date of Issue |
2026-05-07 (IN) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
IN2026-10 |
| Conference Information |
| Committee |
IN RCS NV |
| Conference Date |
2026-05-14 - 2026-05-15 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hiroshima City University Satellite Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Ad-Hoc/Sensor Networks/MANET, Mobile Networks, M2M/IoT Communications, Wi-Fi, IEEE802.15(ZigBee) and others |
| Paper Information |
| Registration To |
IN |
| Conference Code |
2026-05-IN-RCS-NV |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Fast Autonomous Distributed Spectral Clustering for MANETs with Dynamic Topologies |
| Sub Title (in English) |
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| Keyword(1) |
multi-hop wireless networks |
| Keyword(2) |
autonomous distributed clustering |
| Keyword(3) |
spectral clustering |
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| 1st Author's Name |
Haruka Hatanaka |
| 1st Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
| 2nd Author's Name |
Kazuki Nakajima |
| 2nd Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
| 3rd Author's Name |
Cahisa Takano |
| 3rd Author's Affiliation |
Hiroshima City University (Hiroshima City Univ.) |
| 4th Author's Name |
Masaki Aida |
| 4th Author's Affiliation |
Tokyo Metropolitan University (Tokyo Metropolitan Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2026-05-15 11:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
IN |
| Paper # |
IN2026-10 |
| Volume (vol) |
vol.126 |
| Number (no) |
no.22 |
| Page |
pp.47-53 |
| #Pages |
7 |
| Date of Issue |
2026-05-07 (IN) |