发表状态 | 已发表Published |
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
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ISSN/eISSN | 0140-3664 |
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 |
DOI | 10.1016/j.comcom.2019.12.054 |
URL | 查看来源 |
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 | |
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. |
条目包含的文件 | 条目无相关文件。 |
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