DocumentCode :
3603373
Title :
Deadline Assignment and Feedback Control for Differentiated Real-Time Data Services
Author :
Yan Zhou ; Kyoung-Don Kang
Author_Institution :
Dept. of Comput. Sci., State Univ. of New York at Binghamton, Binghamton, NY, USA
Volume :
27
Issue :
12
fYear :
2015
Firstpage :
3245
Lastpage :
3257
Abstract :
It is challenging to process real-time data service requests, such as online trade or traffic monitoring requests, within their deadlines, while providing differentiated real-time data services. To address the problem, we present new approaches to 1) assigning deadlines to real-time data service requests based on their data access needs and service classes to differentiate real-time data services when the system is busy and 2) closely supporting the specified target delay to deadline ratio (DDR)-the ratio of actual data service delays to deadlines-via feedback control even in the presence of dynamic workloads. Further, we have actually implemented our approaches by extending an open source database unlike most existing work on real-time databases. The experimental results show that our approach closely supports the target DDR bound and service differentiation requirements among the service classes unlike the tested baselines representing the current state of the art in real-time database research.
Keywords :
data handling; database management systems; feedback; public domain software; deadline assignment; differentiated real-time data services; dynamic workloads; feedback control; open source database; real-time data service requests; real-time databases; target DDR bound; target delay to deadline ratio; Control systems; Databases; Feedback control; Monitoring; Online services; Real-time systems; Stock markets; Telecommunication traffic; Deadline Assignment; Differentiated Real-Time Data Services; Differentiated real-time data services; Feedback Control; deadline assignment; feedback control;
fLanguage :
English
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1041-4347
Type :
jour
DOI :
10.1109/TKDE.2015.2441725
Filename :
7134793
Link To Document :
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