An intent-based framework for vehicular edge computing

Tianzhang He, Adel N. Toosi, Negin Akbari, Muhammed Tawfiqul Islam, Muhammad Aamir Cheema

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

5 Citations (Scopus)

Abstract

The rapid development of emerging vehicular edge computing (VEC) brings new opportunities and challenges for dynamic resource management. The increasing number of edge data centers, roadside units (RSUs), and network devices, how-ever, makes resource management a complex task in VEC. On the other hand, the exponential growth of service applications and end-users makes corresponding QoS hard to maintain. Intent-Based Networking (IBN), based on Software-Defined Networking, was introduced to provide the ability to automatically handle and manage the networking requirements of different applications. Motivated by the IBN concept, in this paper, we propose a novel approach to jointly orchestrate networking and computing resources based on user requirements. The proposed solution constantly monitors user requirements and dynamically re-configures the system to satisfy desired states of the application. We compared our proposed solution with the state-of-The-Art networking embedding algorithms using real-world taxi GPS traces. Results show that our proposed method is significantly faster (up to 95%) and can improve resource utilization (up to 76%) and the acceptance ratio of computing and networking requests with various priorities (up to 71%). We also present a small-scale prototype of the proposed intent management framework to validate our solution.

Original languageEnglish
Title of host publication2023 IEEE International Conference on Pervasive Computing and Communications (PerCom)
EditorsSandip Chakraborty, Tony T. Luo, Akhil Mathur
Place of PublicationPiscataway NJ USA
PublisherIEEE, Institute of Electrical and Electronics Engineers
Pages121-130
Number of pages10
ISBN (Electronic)9781665453783
ISBN (Print)9781665453790
DOIs
Publication statusPublished - 2023
EventIEEE International Conference on Pervasive Computing and Communications 2023 - Atlanta, United States of America
Duration: 13 Mar 202317 Mar 2023
Conference number: 21st
https://ieeexplore.ieee.org/xpl/conhome/10099036/proceeding (Proceedings)
https://percom.org/2023/ (Website)

Publication series

Name2023 IEEE International Conference on Pervasive Computing and Communications, PerCom 2023
PublisherIEEE, Institute of Electrical and Electronics Engineers
ISSN (Print)2474-2503
ISSN (Electronic)2474-249X

Conference

ConferenceIEEE International Conference on Pervasive Computing and Communications 2023
Abbreviated titlePerCom 2023
Country/TerritoryUnited States of America
CityAtlanta
Period13/03/2317/03/23
Internet address

Keywords

  • Intent-based Net-working
  • Resource Management
  • Software-Defined Networking
  • Vehicular Edge Computing
  • Virtual Network Embedding

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