Deadline-aware rate allocation for IoT services in data center network

被引:9
|
作者
Shen, Bo [1 ,2 ]
Chilamkurti, Naveen [3 ]
Wang, Ru [4 ]
Zhou, Xingshe [2 ]
Wang, Shiwei [5 ]
Ji, Wen [6 ]
机构
[1] Princeton Univ, Dept Elect Engn, Princeton, NJ 08544 USA
[2] Northwestern Polytech Univ, Sch Comp Sci & Engn, Xian, Shaanxi, Peoples R China
[3] La Trobe Univ, Dept Comp Sci & Comp Engn, Melbourne, Vic, Australia
[4] Northwest A&F Univ, Coll Informat Engn, Yangling, Shaanxi, Peoples R China
[5] Weihai Yuanhang Technol Dev Co Ltd, Weihai, Peoples R China
[6] Chinese Acad Sci, Inst Comp Technol, Beijing, Peoples R China
基金
中国国家自然科学基金; 北京市自然科学基金;
关键词
Data center network; Big data; Online service; Internet of things; Incast congestion; GAME; INCAST; TCP; INTERNET; THINGS; MAC;
D O I
10.1016/j.jpdc.2017.09.012
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Data center is the key infrastructure for a plenty of applications involving a high volume of data in Internet of Things (IoT). The Data Center Network (DCN) connecting multiple servers plays a vital role. Its mechanism for managing the traffic has a significant impact on the performance of IoT services. To guarantee the real-time performance of IoT services is one of the major challenges. In the paper Deadline-aware Rate Allocation (DRA) algorithm for scheduling the heterogeneous flows in DCNs is proposed. A non-cooperative game-theoretic framework is introduced to model the interactions in the scenario. The core idea of DRA is to assign the traffic with deadline constraints a higher priority. The worker with a lower served rate in the past period is assigned a higher priority. Meanwhile, DRA is a kind of preemptive algorithm. Simulation results have shown that under the mechanism flows wait shorter time and the real-time performance is guaranteed. DRA also achieves good fairness among different IoT services. © 2017 Elsevier Inc.
引用
收藏
页码:296 / 306
页数:11
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