Caching Assisted Correlated Task Offloading for IoT Devices in Mobile Edge Computing

被引:4
|
作者
Tang, Chaogang [1 ]
Zhu, Chunsheng [2 ,3 ]
Wu, Huaming [4 ]
Liu, Chunyan [5 ]
Rodrigues, Joel J. P. C. [6 ,7 ]
机构
[1] China Univ Min & Technol, Sch Comp Sci & Technol, Xuzhou 221116, Jiangsu, Peoples R China
[2] Southern Univ Sci & Technol, Inst Future Networks, Shenzhen 518055, Guangdong, Peoples R China
[3] Peng Cheng Lab, PCL Res Ctr Networks & Commun, Shenzhen 518055, Guangdong, Peoples R China
[4] Tianjin Univ, Ctr Appl Math, Tianjin 300072, Peoples R China
[5] Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing 211106, Peoples R China
[6] Univ Fed Piaui, Teresina, Pi, Brazil
[7] Inst Telecomunicacoes, Aveiro, Portugal
基金
国家重点研发计划;
关键词
Caching; correlated task offloading; MEC; response latency; energy consumption;
D O I
10.1109/GLOBECOM46510.2021.9685828
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The fast-growing Internet of Thing (IoT) has generated a vast number of tasks which need to be performed efficiently. Owing to the drawback of the sensor-to-cloud computing paradigm in IoT, mobile edge computing (MEC) has become a hot topic recently. Against this backdrop, we focus on the offloading of tasks characterized by intrinsic correlations in this paper, which have not been considered in most of existing works. For the sequential arrival of such correlated tasks, the future workload can be efficiently reduced by caching the current computational result. Specifically, we resort to the Lyapunov optimization to handle the long-term constraint on energy consumption. Simulation results reveal that our approach is superior to other approaches in the optimization of response latency and energy consumption.
引用
收藏
页数:6
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