隐藏物
计算机科学
内容分发
节点(物理)
互联网
计算机网络
GSM演进的增强数据速率
克隆(编程)
内容(测量理论)
人工智能
工程类
数学
操作系统
结构工程
数学分析
程序设计语言
作者
Degan Zhang,Shuo Wang,Jie Zhang,Haoli Zhu,Ting Zhang,Zheng Xiumei
出处
期刊:Ad hoc networks
[Elsevier BV]
日期:2023-01-01
卷期号:138: 103012-103012
被引量:25
标识
DOI:10.1016/j.adhoc.2022.103012
摘要
In order to better reduce the delay of content distribution and the communication cost, this paper proposes a content distribution method of Internet of Vehicles based on edge cache and immune cloning strategy. Firstly,in the data pre-storage stage, the RSU uses the historical request data of the vehicle node to predict the content popularity in the next moment through the forward neural network, and actively caches some content with high popularity locally from the BS, further reducing the content request delay and improving the hit rate. In the content distribution stage, the requesting node can make different content source choices to obtain the content, so as to maximize the system utility. Furthermore, the problem is modeled as an optimization problem, and a decision algorithm based on immune clone strategy is proposed to obtain the optimal solution. The experimental results show that the content distribution method proposed in this paper not only improves the hit rate, but also effectively reduces the delay and network energy consumption caused by content distribution, and better meets the needs of vehicle user nodes.
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