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Quality of Experience-Aware Mobile Edge Caching through a Vehicular Cloud

Published: 21 November 2017 Publication History

Abstract

Densification through small cells and caching in base stations have been proposed to deal with the increasing demand for Internet content and the related overload on the cellular infrastructure. However, these solutions are expensive to install and maintain. Instead, using vehicles acting as mobile caches might represent an interesting alternative. In our work, we assume that users can query nearby vehicles for some time, and be redirected to the cellular infrastructure when the deadline expires. Beyond reducing costs, in such an architecture, through vehicle mobility, a user sees a much larger variety of locally accessible content within only few minutes. Unlike most of the related works on delay tolerant access, we consider the impact on the user experience by assigning different retrieval deadlines per content. In our paper, we provide the following contributions: (i) we model analytically such a scenario; (ii) we formulate an optimization problem to maximize the traffic offloaded while ensuring user experience guarantees; (iii) we propose a variable deadline policy; (iv) we perform realistic trace-based simulations, and we show that, even with low technology penetration rate, more than 60% of the total traffic can be offloaded which is around 20% larger compared to existing allocation policies.

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Cited By

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  • (2024)Vehicle as a Service (VaaS): Leverage Vehicles to Build Service Networks and Capabilities for Smart CitiesIEEE Communications Surveys & Tutorials10.1109/COMST.2024.337016926:3(2048-2081)Online publication date: Nov-2025
  • (2023)Joint Optimization of Computation, Communication and Caching in D2D-Assisted Caching-Enhanced MEC SystemElectronics10.3390/electronics1215324912:15(3249)Online publication date: 27-Jul-2023
  • (2023)Joint Computation Offloading and Data Caching in Multi-Access Edge Computing Enabled Internet of VehiclesIEEE Transactions on Vehicular Technology10.1109/TVT.2023.3285073(1-16)Online publication date: 2023
  • Show More Cited By

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Published In

cover image ACM Conferences
MSWiM '17: Proceedings of the 20th ACM International Conference on Modelling, Analysis and Simulation of Wireless and Mobile Systems
November 2017
340 pages
ISBN:9781450351621
DOI:10.1145/3127540
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 21 November 2017

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Author Tags

  1. mathematical optimization
  2. mobile networks
  3. traffic offloading
  4. vehicular networks

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MSWiM '17 Paper Acceptance Rate 29 of 142 submissions, 20%;
Overall Acceptance Rate 398 of 1,577 submissions, 25%

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Cited By

View all
  • (2024)Vehicle as a Service (VaaS): Leverage Vehicles to Build Service Networks and Capabilities for Smart CitiesIEEE Communications Surveys & Tutorials10.1109/COMST.2024.337016926:3(2048-2081)Online publication date: Nov-2025
  • (2023)Joint Optimization of Computation, Communication and Caching in D2D-Assisted Caching-Enhanced MEC SystemElectronics10.3390/electronics1215324912:15(3249)Online publication date: 27-Jul-2023
  • (2023)Joint Computation Offloading and Data Caching in Multi-Access Edge Computing Enabled Internet of VehiclesIEEE Transactions on Vehicular Technology10.1109/TVT.2023.3285073(1-16)Online publication date: 2023
  • (2021)Mobility Trace Analysis for Intelligent Vehicular NetworksACM Computing Surveys10.1145/344667954:3(1-38)Online publication date: 17-Apr-2021
  • (2020)Smart Proactive Caching: Empower the Video Delivery for Autonomous Vehicles in ICN-Based NetworksIEEE Transactions on Vehicular Technology10.1109/TVT.2020.299418169:7(7955-7965)Online publication date: Jul-2020
  • (2020)An Efficient Green-Aware Architecture for Virtual Machine Migration in Sustainable Vehicular CloudsIEEE Transactions on Sustainable Computing10.1109/TSUSC.2019.29046725:1(25-36)Online publication date: 1-Jan-2020
  • (2020)An Efficient Mobility-Oriented Retrieval Protocol for Computation Offloading in Vehicular Edge Multi-Access NetworkIEEE Transactions on Intelligent Transportation Systems10.1109/TITS.2020.2991376(1-14)Online publication date: 2020
  • (2020)Modeling and Analysis of a Shared Edge Caching System for Connected Cars and Industrial IoT-Based ApplicationsIEEE Transactions on Industrial Informatics10.1109/TII.2019.293852916:3(2003-2012)Online publication date: Mar-2020
  • (2020)Optimal Scheduling of Content Caching Subject to DeadlineIEEE Open Journal of the Communications Society10.1109/OJCOMS.2020.29785851(293-307)Online publication date: 2020
  • (2020)Dynamic Priority-Based Efficient Resource Allocation and Computing Framework for Vehicular Multimedia Cloud ComputingIEEE Access10.1109/ACCESS.2020.29909158(81080-81089)Online publication date: 2020
  • Show More Cited By

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