Decentralized and Secure Cooperative Edge Node Grouping to Process IoT Applications in Heterogeneous Smart Cyber-Physical Systems

Muhammad Mudassar, Yanlong Zhai, Lejian Liao, Muhammad Noaman Zahid, Fatima Afzal

科研成果: 书/报告/会议事项章节会议稿件同行评审

4 引用 (Scopus)

摘要

Smart Cyber-Physical Systems (SCPS) has enhanced use of smart devices with numerous applications including smart cities, smart traffic management, smart cars, smart health care and smart grids. Core logic behind these applications usually require huge processing or massive data handling which are normally performed at cloud but the application will suffer from latency. Edge computing offers solution for latency aware computations at edge of the network but with limited resources available at edge nodes. This problem can be resolved by leveraging edge resources in a group and executing resource intensive task. Most previous studies deploy centralized methods for clustering but comes with overhead of cluster formation and management. In this article, key idea is to group heterogeneous edge nodes on task arrival in a decentralize way, and handle task allocation and execution in parallel on group devices to achieve its deadline. Our methodology will help to reduce traffic amount travelling towards cloud in case of resource intensive big tasks of SCPS applications. We have proposed an algorithm for decentralized group formation and presented task division and allocation methodology for parallel execution. Our results show that our technique is working while providing desired goals of reducing overall latency, and limiting network traffic as well as achieving higher ratio for number of tasks meeting their deadline.

源语言英语
主期刊名Proceedings of 2020 17th International Bhurban Conference on Applied Sciences and Technology, IBCAST 2020
出版商Institute of Electrical and Electronics Engineers Inc.
395-400
页数6
ISBN(电子版)9781728146768
DOI
出版状态已出版 - 1月 2020
活动17th International Bhurban Conference on Applied Sciences and Technology, IBCAST 2020 - Islamabad, 巴基斯坦
期限: 14 1月 202018 1月 2020

出版系列

姓名Proceedings of 2020 17th International Bhurban Conference on Applied Sciences and Technology, IBCAST 2020

会议

会议17th International Bhurban Conference on Applied Sciences and Technology, IBCAST 2020
国家/地区巴基斯坦
Islamabad
时期14/01/2018/01/20

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