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Energy-Latency Tradeoff for Energy-Aware Offloading in Mobile Edge Computing Networks

IEEE Internet of Things Journal · 2017 · Vol. 5(4) · pp. 2633–2645
Jiao ZhangXiping HuZhaolong NingEdith C.‐H. NgaiLi ZhouJibo WeiJun ChengBin Hu

Abstract

Mobile edge computing (MEC) brings computation capacity to the edge of mobile networks in close proximity to smart mobile devices (SMDs) and contributes to energy saving compared with local computing, but resulting in increased network load and transmission latency. To investigate the tradeoff between energy consumption and latency, we present an energy-aware offloading scheme, which jointly optimizes communication and computation resource allocation under the limited energy and sensitive latency. In this paper, single and multicell MEC network scenarios are considered at the same time. The residual energy of smart devices' battery is introduced into the definition of the weighting factor of energy consumption and latency. In terms of the mixed integer nonlinear problem for computation offloading and resource allocation, we propose an iterative search algorithm combining interior penalty function with D.C. (the difference of two convex functions/sets) programming to find the optimal solution. Numerical results show that the proposed algorithm can obtain lower total cost (i.e., the weighted sum of energy consumption and execution latency) comparing with the baseline algorithms, and the energy-aware weighting factor is of great significance to maintain the lifetime of SMDs.

IoT and Edge/Fog ComputingIoT Networks and ProtocolsAge of Information OptimizationComputer scienceMobile edge computingEnergy consumptionComputation offloadingLatency (audio)WeightingMobile deviceComputationEdge computingDistributed computing

Funding

  • National Natural Science Foundation of China
  • National Key Research and Development Program of China
Citations
565
FWCI
46.42
field-weighted impact
References
38
Percentile
100%
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References
Energy-Optimal Mobile Cloud Computing under Stochastic Wireless Channel
IEEE Transactions on Wireless Communications · 2013 · 862 citations
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
Offloading in Mobile Edge Computing: Task Allocation and Computational Frequency Scaling
IEEE Transactions on Communications · 2017 · 887 citations
Computation Offloading and Resource Allocation in Wireless Cellular Networks With Mobile Edge Computing
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Mobile Edge Computing: A Survey
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Future Edge Cloud and Edge Computing for Internet of Things Applications
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