ProceThings: Data Processing Platform with In-situ IoT Devices for Smart Community Services

Yugo Nakamura, Jose Paolo Talusan, Teruhiro Mizumoto, Hirohiko Suwa, Yutaka Arakawa, Hirozumi Yamaguchi, Keiichi Yasumoto

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

1 被引用数 (Scopus)

抄録

In this paper, we propose ProceThings, a new middleware platform to provide smart community services by utilizing computational resources of IoT devices in a target community area. To realize ProceThings, we address three key challenges: (1) dynamic load balance management among numerous IoT devices; (2) distributed task assignment/execution over the IoT devices taking into account fault-Tolerance; and (3) fulfillment of a service level agreement (SLA) for each service. For (1), ProceThings employs a heuristic monitoring mechanism which hierarchically aggregates load and resource conditions from all IoT devices in the target area (or belonging to a service). For (2), ProceThings employs a cluster-based architecture where proximity IoT devices are grouped into clusters with a fail over function, where they are allocated processing tasks from user queries. For (3), ProceThings employs demand-Aware in-situ resource provisioning which dynamically predicts and assigns a sufficient amount of computational resources within the area where the service is provided to meet the SLA while preventing over-provisioning of resources. We have implemented a prototype of ProceThings running on commodity small computers consisting of Raspberry Pis and Intel NUCs and confirmed that the above mechanisms can properly work satisfying the corresponding SLAs when running smart community services.

本文言語英語
ホスト出版物のタイトルICDCN 2021 - Adjunct Proceedings of the 2021 International Conference on Distributed Computing and Networking
出版社Association for Computing Machinery
ページ116-121
ページ数6
ISBN(電子版)9781450381840
DOI
出版ステータス出版済み - 1月 5 2021
イベント22nd International Conference on Distributed Computing and Networking, ICDCN 2021 - Virtual, Online, 日本
継続期間: 1月 5 20211月 8 2021

出版物シリーズ

名前ACM International Conference Proceeding Series

会議

会議22nd International Conference on Distributed Computing and Networking, ICDCN 2021
国/地域日本
CityVirtual, Online
Period1/5/211/8/21

!!!All Science Journal Classification (ASJC) codes

  • 人間とコンピュータの相互作用
  • コンピュータ ネットワークおよび通信
  • コンピュータ ビジョンおよびパターン認識
  • ソフトウェア

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