On Maximizing Quality of Information for the Internet of Things: A Real-time Scheduling Perspective

被引:18
|
作者
Kim, Jung-Eun [1 ]
Abdelzaher, Tarek [1 ]
Sha, Lui [1 ]
Bar-Noy, Amotz [2 ]
Hobbs, Reginald [3 ]
Dron, William [4 ]
机构
[1] Univ Illinois, Urbana, IL 61801 USA
[2] CUNY, New York, NY 10021 USA
[3] Army Res Labs, Adelphi, MD 20783 USA
[4] Raytheon BBN Technol, Cambridge, MA 02138 USA
来源
2016 IEEE 22ND INTERNATIONAL CONFERENCE ON EMBEDDED AND REAL-TIME COMPUTING SYSTEMS AND APPLICATIONS (RTCSA) | 2016年
基金
美国国家科学基金会;
关键词
MAINTAINING TEMPORAL CONSISTENCY; DATABASES; SYSTEMS;
D O I
10.1109/RTCSA.2016.47
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The paper considers the challenge of maximizing the quality of information collected to meet decision needs of real-time Internet-of-Things applications. A novel scheduling model is proposed, where applications need multiple data items to make decisions, and where individual data items can be captured at different levels of quality. We assume the existence of a single bottleneck over which data objects are collected and schedule the transmission of these objects over the bottleneck to meet decision deadlines and data validity constraints, while maximizing quality. A family of heuristic algorithms is presented to solve this problem. Their performance is empirically compared leading to insights into the solution space.
引用
收藏
页码:202 / 211
页数:10
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