Orchestrating Data as a Services-Based Computing and Communication Model for Information-Centric Internet of Things

被引:24
|
作者
Ding, Zhengyan [1 ]
Ota, Kaoru [2 ]
Liu, Yuxin [1 ]
Zhang, Ning [3 ]
Zhao, Ming [4 ]
Song, Houbing [5 ]
Liu, Anfeng [1 ,6 ]
Cai, Zhiping [7 ]
机构
[1] Cent South Univ, Sch Informat Sci & Engn, Changsha 410083, Hunan, Peoples R China
[2] Muroran Inst Technol, Dept Informat & Elect Engn, Muroran, Hokkaido 0508585, Japan
[3] Texas A&M Univ, Dept Comp Sci, Corpus Christi, TX 78412 USA
[4] Cent South Univ, Sch Software, Changsha 410012, Hunan, Peoples R China
[5] Embry Riddle Aeronaut Univ, Dept Elect Comp Software & Syst Engn, Daytona Beach, FL 32114 USA
[6] Zhejiang Univ, State Key Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
[7] Natl Univ Def Technol, Sch Comp, Dept Network Engn, Changsha 410073, Hunan, Peoples R China
来源
IEEE ACCESS | 2018年 / 6卷
基金
中国国家自然科学基金;
关键词
Orchestrating data as service (ODAS); quality of service; energy consumption; load; latency; MAC PROTOCOL; BIG DATA; ENERGY; NETWORKS; SCHEME; TRANSMISSION; MINIMIZATION; PERFORMANCE;
D O I
10.1109/ACCESS.2018.2853134
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
With the explosive growth of the Internet of Things, the gap between the rapidly growing demands of data rates and the existing bandwidth-limited network infrastructures has become increasingly prominent, leading to network congestion, high latency, and energy consumption and deterioration of the user's quality of service. To narrow this gap, an orchestrating data as services-based computing and communication (ODAS-CC) model is proposed to reduce the data rate, latency, and energy consumption for information-centric Internet of Things. The main innovations of the ODAS-CC model that differ from previous strategies are as follows. First, the services-based network architecture proposed in this paper can run on the current network effectively. In the proposed architecture, the data are orchestrated to services when they route to the data center; therefore, the data are transmitted after the service conversion, thereby forming a service-based network, which can greatly reduce the amount of data transmitted in the network, latency, and energy consumption. Second, a service conversion is performed in the process of routing such that the user's service request can be satisfied locally, thereby improving the user's quality of experience. Third, based on the ODAS-CC model, the performance evaluation model for energy consumption, latency, and load is provided in detail, and the performance of the ODAS-CC model is evaluated comprehensively. The theoretical analyses and experimental results show that compared with the previous approach, the ODAS-CC model can reduce the network traffic, the average latency of data upload by 26.3%, the service latency by up to 30.1%, and the data center load, thereby reducing energy consumption from 20.0% to 30.0%.
引用
收藏
页码:38900 / 38920
页数:21
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