A Dynamic Multi-Resource Management for Edge Computing

I. Hsun Chuang, Rong Chen Sun, Hsiang Jen Tsai, Mong Fong Horng, Yau Hwang Kuo

研究成果: Conference contribution

摘要

With IoT devices are widely deployed, numerous IoT data are generated and transmitted to cloud servers for further process. As numerous IoT data usually lead to congestion, the edge computing technology is further emerging to alleviate this problem. Generally, the decision that which data are transmitted to edge nodes or cloud servers and which data stay will significantly influence the system performance. Therefore, proposing a practical resource management for edge computing becomes a necessity. However, in IoT environments, not only the data request model is highly dynamic but also multiple types of resource are required in resource allocation. Existing resource managements cannot totally solve these problems. To this end, this paper proposes a Dynamic Multiple Resource Management (DMRM) applying the Multi-Resource Binary Particle Swarm Optimization (MR-BPSO) to allocate multiple resources in dynamic IoT environments. Moreover, three experiments are provided to present the task complete rate in three situations, including the dynamic request, dynamic resource as well as dynamic request and resource. Comparing with other resource managements, the proposed MR-BPSO has better performance, and therefore the DMRM is more applicable in dynamic IoT environments.

原文English
主出版物標題2019 European Conference on Networks and Communications, EuCNC 2019
發行者Institute of Electrical and Electronics Engineers Inc.
頁面379-383
頁數5
ISBN(電子)9781728105468
DOIs
出版狀態Published - 2019 六月
事件28th European Conference on Networks and Communications, EuCNC 2019 - Valencia, Spain
持續時間: 2019 六月 182019 六月 21

出版系列

名字2019 European Conference on Networks and Communications, EuCNC 2019

Conference

Conference28th European Conference on Networks and Communications, EuCNC 2019
國家Spain
城市Valencia
期間19-06-1819-06-21

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Hardware and Architecture
  • Safety, Risk, Reliability and Quality

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  • 引用此

    Chuang, I. H., Sun, R. C., Tsai, H. J., Horng, M. F., & Kuo, Y. H. (2019). A Dynamic Multi-Resource Management for Edge Computing. 於 2019 European Conference on Networks and Communications, EuCNC 2019 (頁 379-383). [8802051] (2019 European Conference on Networks and Communications, EuCNC 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EuCNC.2019.8802051