A Big Data Management Architecture for Standardized IoT Based on Smart Scalable SNMP

Wentao Zhang, Mianxiong Dong, Kaoru Ota, Jianhua Li, Wu Yang, Jun Wu

研究成果: Conference contribution

抄録

Standardization facilitates the management of Internet of Things (IoT) and expedites the generation of IoT big data. However, there is not yet a big data management architecture matching such IoT. Current methodologies, which mainly adopts Simple Network Management Protocol (SNMP), is defective in the following two aspects. First, facing ubiquitous sensor and actuator nodes, timeliness and scalability can hardly be assured by the centralized paradigm. Second, existing management infrastructure cannot perform data analysis and is thus not smart enough, which wastes the value of big data. To address these issues, we propose a big data management architecture for standardized IoT. First, we design a scalable and smart SNMP, which has a hierarchical and decentralized paradigm, and is embedded with edge MapReduce to perform distributed big data analysis. Second, we put forward an Edge MapReduce-based Random Matrix Model (RMM) algorithm for anomaly detection in IoT, which is parallelized and particularly suitable for high-dimensional big data. Third, we conduct a case study of smart grids, where the architecture is implemented using virtual machines and deployed to detect malfunctions in electrical grids. Experiment results demonstrate that the architecture has good performance in terms of timeliness and scalability.

本文言語English
ホスト出版物のタイトル2020 IEEE International Conference on Communications, ICC 2020 - Proceedings
出版社Institute of Electrical and Electronics Engineers Inc.
ISBN(電子版)9781728150895
DOI
出版ステータスPublished - 2020 6月
外部発表はい
イベント2020 IEEE International Conference on Communications, ICC 2020 - Dublin, Ireland
継続期間: 2020 6月 72020 6月 11

出版物シリーズ

名前IEEE International Conference on Communications
2020-June
ISSN(印刷版)1550-3607

Conference

Conference2020 IEEE International Conference on Communications, ICC 2020
国/地域Ireland
CityDublin
Period20/6/720/6/11

ASJC Scopus subject areas

  • コンピュータ ネットワークおよび通信
  • 電子工学および電気工学

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