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A Cooperative Partial Computation Offloading Scheme for Mobile Edge Computing Enabled Internet of Things

IEEE Internet of Things Journal · 2018 · Vol. 6(3) · pp. 4804–4814
Zhaolong NingPeiran DongXiangjie KongFeng Xia

Abstract

With the evolutionary development of latency sensitive applications, delay restriction is becoming an obstacle to run sophisticated applications on mobile devices. Partial computation offloading is promising to enable these applications to execute on mobile user equipments with low latency. However, most of the existing researches focus on either cloud computing or mobile edge computing (MEC) to offload tasks. In this paper, we comprehensively consider both of them and it is an early effort to study the cooperation of cloud computing and MEC in Internet of Things. We start from the single user computation offloading problem, where the MEC resources are not constrained. It can be solved by the branch and bound algorithm. Later on, the multiuser computation offloading problem is formulated as a mixed integer linear programming problem by considering resource competition among mobile users, which is NP-hard. Due to the computation complexity of the formulated problem, we design an iterative heuristic MEC resource allocation algorithm to make the offloading decision dynamically. Simulation results demonstrate that our algorithm outperforms the existing schemes in terms of execution latency and offloading efficiency.

IoT and Edge/Fog ComputingBlockchain Technology Applications and SecurityIoT Networks and ProtocolsComputation offloadingComputer scienceMobile edge computingCloud computingDistributed computingEdge computingLatency (audio)Mobile cloud computingLyapunov optimizationMobile computing

Funding

  • National Natural Science Foundation of China
  • State Key Laboratory of Novel Software Technology
Citations
513
FWCI
45.46
field-weighted impact
References
30
Percentile
100%
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Citations per year
Cited by
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References
Dynamic Computation Offloading for Mobile-Edge Computing With Energy Harvesting Devices
IEEE Journal on Selected Areas in Communications · 2016 · 1,667 citations
Mobile-Edge Computing: Partial Computation Offloading Using Dynamic Voltage Scaling
IEEE Transactions on Communications · 2016 · 1,016 citations
Computation Offloading and Resource Allocation in Wireless Cellular Networks With Mobile Edge Computing
IEEE Transactions on Wireless Communications · 2017 · 713 citations
Offloading in Internet of Vehicles: A Fog-Enabled Real-Time Traffic Management System
IEEE Transactions on Industrial Informatics · 2018 · 391 citations
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Dynamic Computation Offloading for Mobile-Edge Computing With Energy Harvesting Devices
IEEE Journal on Selected Areas in Communications · 2016 · 1,667 citations
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