SRAF: A Service-Aware Resource Allocation Framework for VM Management in Mobile Data Networks
文献类型：期刊论文
| 作者 | Han C(韩超); Han, C; Wu, QT; Zhu, JL; Liu, K; Zheng, RJ; Zhang, MC |
| 刊名 | MOBILE INFORMATION SYSTEMS
 |
| 出版日期 | 2018 |
| 页码 | 1904636 |
| ISSN号 | 1574-017X |
| DOI | 10.1155/2018/1904636 |
| 文献子类 | Article |
| 英文摘要 | Service latency and resource utilization are the key factors which limit the development of mobile data networks. To this end, we present a service-aware resource allocation framework, called SRAF, to allocate the basic resources by managing virtual machine (VM). In SRAF, we design two new methods for better virtual machine (VM) management. Firstly, we propose the self-learning classification algorithm (SCA) which executes the service request classification. Then, we use the classification results to schedule different types of VMs. Secondly, we design a sharing mode to jointly execute service requests, which can share the CPU and bandwidth simultaneously. In order to enhance the utilization of resources with the sharing mode, we also design two scaling algorithms, i.e., the horizontal scaling and the vertical scaling, which execute the operation of resource-level scaling and VM-level scaling, respectively. Furthermore, to enhance the stability of SRAF and avoid the frequent operation of scaling, we introduce a Markov decision process (MDP) to control VM migration. The experimental results reveal that SRAF greatly reduces service latency and enhances resource utilization. In addition, SRAF also has a good performance on stability and robustness for different situations of congestion. |
| 电子版国际标准刊号 | 1875-905X |
| WOS关键词 | CLOUD |
| WOS研究方向 | Computer Science ; Telecommunications |
| 语种 | 英语 |
| WOS记录号 | WOS:000453779500001 |
| 源URL | [http://ir.ihep.ac.cn/handle/311005/286972]  |
| 专题 | 高能物理研究所_加速器中心 |
| 作者单位 | 中国科学院高能物理研究所 |
| 推荐引用方式 GB/T 7714 | Han C,Han, C,Wu, QT,et al. SRAF: A Service-Aware Resource Allocation Framework for VM Management in Mobile Data Networks[J]. MOBILE INFORMATION SYSTEMS,2018:1904636. |
| APA | 韩超.,Han, C.,Wu, QT.,Zhu, JL.,Liu, K.,...&Zhang, MC.(2018).SRAF: A Service-Aware Resource Allocation Framework for VM Management in Mobile Data Networks.MOBILE INFORMATION SYSTEMS,1904636. |
| MLA | 韩超,et al."SRAF: A Service-Aware Resource Allocation Framework for VM Management in Mobile Data Networks".MOBILE INFORMATION SYSTEMS (2018):1904636. |
入库方式： OAI收割
来源：高能物理研究所
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