UM
Meta-Learning based Dynamic Computation Task Offloading for Mobile Edge Computing Networks
Huang,Liang1; Zhang,Luxin2; Yang,Shicheng2; Qian,Li Ping3; Wu,Yuan4
2020
Source PublicationIEEE Communications Letters
ISSN1089-7798
AbstractDeep learning-based algorithms provide a promising solution to efficiently generate offloading decisions in mobile edge computing (MEC) networks. However, considering dynamic MEC devices or offloading tasks, most of them require large-scale training data and long training time to retrain the deep neural networks (DNNs). In this letter, we propose a MEta-Learning-based computation Offloading (MELO) algorithm for dynamic computation tasks in MEC networks. Specifically, it learns from historical MEC task scenarios and adapts to a new MEC task scenario with a few training samples. Numerical results show that the proposed algorithm can adapt to a new MEC task scenario and achieve 99% accuracy via 1-step fine-tuning using only 10 training samples.
Keywordcomputation offloading Computational modeling deep learning Delays Heuristic algorithms meta-learning Mobile-edge computing Servers Task analysis Training Wireless communication
DOI10.1109/LCOMM.2020.3048075
URLView the original
Language英语
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Document TypeJournal article
CollectionUniversity of Macau
Affiliation1.College of Computer Science and Technology, Hanghzou, China.
2.College of Information Engineering, Zhejiang University of Technology, Hanghzou, China.
3.College of Information Engineering, Zhejiang University of Technology, Hanghzou, China. (e-mail: lpqian@zjut.edu.cn)
4.State Key Laboratory of Internet of Things for Smart City and Department of Computer and Information Science, University of Macau, Macao, China.
Recommended Citation
GB/T 7714
Huang,Liang,Zhang,Luxin,Yang,Shicheng,et al. Meta-Learning based Dynamic Computation Task Offloading for Mobile Edge Computing Networks[J]. IEEE Communications Letters,2020.
APA Huang,Liang,Zhang,Luxin,Yang,Shicheng,Qian,Li Ping,&Wu,Yuan.(2020).Meta-Learning based Dynamic Computation Task Offloading for Mobile Edge Computing Networks.IEEE Communications Letters.
MLA Huang,Liang,et al."Meta-Learning based Dynamic Computation Task Offloading for Mobile Edge Computing Networks".IEEE Communications Letters (2020).
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