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Computation Offloading and Resource Allocation For Cloud Assisted Mobile Edge Computing in Vehicular Networks

IEEE Transactions on Vehicular Technology · 2019 · Vol. 68(8) · pp. 7944–7956
Junhui ZhaoQiuping LiYi GongKe Zhang

Abstract

Computation offloading services provide required computing resources for vehicles with computation-intensive tasks. Past computation offloading research mainly focused on mobile edge computing (MEC) or cloud computing, separately. This paper presents a collaborative approach based on MEC and cloud computing that offloads services to automobiles in vehicular networks. A cloud-MEC collaborative computation offloading problem is formulated through jointly optimizing computation offloading decision and computation resource allocation. Since the problem is non-convex and NP-hard, we propose a collaborative computation offloading and resource allocation optimization (CCORAO) scheme, and design a distributed computation offloading and resource allocation algorithm for CCORAO scheme that achieves the optimal solution. The simulation results show that the proposed algorithm can effectively improve the system utility and computation time, especially for the scenario where the MEC servers fail to meet demands due to insufficient computation resources.

IoT and Edge/Fog ComputingBlockchain Technology Applications and SecurityPrivacy-Preserving Technologies in DataComputation offloadingCloud computingComputer scienceMobile edge computingServerResource allocationComputationDistributed computingMobile cloud computingEdge computing

Funding

  • National Natural Science Foundation of China
  • Natural Science Foundation of Beijing Municipality
  • Southeast University
  • Fundamental Research Funds for the Central Universities
Citations
784
FWCI
81.98
field-weighted impact
References
43
Percentile
100%
vs. same field & year
Citations per year
Cited by
Toward Edge Intelligence: Multiaccess Edge Computing for 5G and Internet of Things
IEEE Internet of Things Journal · 2020 · 495 citations
References
Dependable Demand Response Management in the Smart Grid: A Stackelberg Game Approach
IEEE Transactions on Smart Grid · 2013 · 778 citations
Vehicular Fog Computing: A Viewpoint of Vehicles as the Infrastructures
IEEE Transactions on Vehicular Technology · 2016 · 920 citations
Energy-Efficient Resource Allocation for Mobile-Edge Computation Offloading
IEEE Transactions on Wireless Communications · 2016 · 1,534 citations
Joint Load Balancing and Offloading in Vehicular Edge Computing and Networks
IEEE Internet of Things Journal · 2018 · 466 citations
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