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题名Intelligent resource allocation management for vehicles network: An A3C learning approach
作者
发表日期2020-02-01
发表期刊Computer Communications
ISSN/eISSN0140-3664
卷号151页码:485-494
摘要

With the increasing demand of users for high-speed, low-delay and high-reliability services in connected vehicles network, wireless networks with communication, caching and computing convergence become the trend of network development in the future. To improve the quality of services of vehicles network, we propose a virtualized framework for mobile vehicle services, which using a learning-based resource allocation scheme. The dynamic change processes are modeled as Markov chains without making assumptions about the optimization goal and reducing the complexity of resource allocation computing. A high performance asynchronous advantage actor–critic learning algorithm is proposed to solve the complex dynamic resource allocation problem. Base on software-defined networking and information-centric networking, the method can dynamic orchestration of computing and communication resources to enhance the performance of virtual wireless networks. Simulation results verify that the proposed scheme can converge at a fast speed and improve the network operator's total rewards.

关键词Artificial intelligence Asynchronous advantage actor–critic (A3C) Deep reinforcement learning Markov decision process Quality of service Vehicular networks
DOI10.1016/j.comcom.2019.12.054
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收录类别SCIE
语种英语English
WOS研究方向Computer Science ; Engineering ; Telecommunications
WOS类目Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号WOS:000518700500047
Scopus入藏号2-s2.0-85077950265
引用统计
被引频次:97[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/7061
专题个人在本单位外知识产出
通讯作者Liu, Anfeng
作者单位
1.School of Computer Science and Engineering, Central South University, ChangSha, 410083, China
2.College of Computer Science and Technology, Huaqiao University, Xiamen, 361021, China
3.Department of Information and Electronic Engineering, Muroran Institute of Technology, Muroran, 0508585, Japan
推荐引用方式
GB/T 7714
Chen, Miaojiang,Wang, Tian,Ota, Kaoruet al. Intelligent resource allocation management for vehicles network: An A3C learning approach[J]. Computer Communications, 2020, 151: 485-494.
APA Chen, Miaojiang, Wang, Tian, Ota, Kaoru, Dong, Mianxiong, Zhao, Ming, & Liu, Anfeng. (2020). Intelligent resource allocation management for vehicles network: An A3C learning approach. Computer Communications, 151, 485-494.
MLA Chen, Miaojiang,et al."Intelligent resource allocation management for vehicles network: An A3C learning approach". Computer Communications 151(2020): 485-494.
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