Lyapunov-Guided Deep Reinforcement Learning for Stable Online Computation Offloading in Mobile-Edge Computing Networks

IEEE Transactions on Wireless Communications(2021)

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摘要
Opportunistic computation offloading is an effective method to improve the computation performance of mobile-edge computing (MEC) networks under dynamic edge environment. In this paper, we consider a multi-user MEC network with time-varying wireless channels and stochastic user task data arrivals in sequential time frames. In particular, we aim to design an online computation offloading algorithm ...
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关键词
Optimization,Task analysis,Wireless communication,Resource management,Stability analysis,Computational modeling,Stochastic processes
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