Dynamic Priority-Based Computation Offloading for Integrated Maritime-Satellite Mobile Networks

被引:1
|
作者
Xiao, Ailing [1 ]
Chen, Haoting [1 ]
Wu, Sheng [2 ]
Ma, Li [1 ]
Zhou, Fan [3 ]
Ma, Dongchao [1 ]
机构
[1] North China Univ Technol, Sch Informat Sci & Technol, Beijing 100144, Peoples R China
[2] Beijing Univ Posts & Telecommun, Sch Informat & Commun Engn, Beijing 100876, Peoples R China
[3] Shenyang Ligong Univ, Sch Informat Sci & Technol, Shenyang 110159, Liaoning, Peoples R China
来源
关键词
Integrated maritime-satellite mobile networks; Mobile edge computing; Reinforcement learning; Dynamic priority; INTERNET; MODEL;
D O I
10.1007/978-981-16-1967-0_5
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
In order to meet the increasing demand for delay-sensitive and computing-intensive applications of maritime users, we first propose an integrated satellite-maritime mobile edge computing framework. The framework considers a maritime mobile communication network consisting of maritime satellites and shipborne base stations, and maritime computation offloading coordinated by the terrestrial cloud and the shipborne edge servers. Secondly, we dynamically calculate the priority that characterizes the urgency of offloading tasks with reinforcement learning. Based on the dynamic priority, a maritime computation offloading method is proposed to optimize the system cost. Finally, simulation results verify the effectiveness and convergence of the proposed method in terms of offloading delay, user energy consumption, offloading response rate and average offloading cost.
引用
收藏
页码:70 / 83
页数:14
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