Title :
A QoS-sensitive approach for timeliness and freshness guarantees in real-time databases
Author :
Kang, Kyoung-Don ; Son, Sang H. ; Stankovic, John A. ; Abdelzaher, Tarek F.
Author_Institution :
Dept. of Comput. Sci., Virginia Univ., Charlottesville, VA, USA
Abstract :
The demand for real-time database services has been increasing recently. Examples include sensor data fusion, decision support, Web information services, and online trading. In these applications, it is desirable to execute transactions within their deadlines using temporally consistent data. Due to the high service demand, real-time databases can be overloaded. As a result, many transactions may miss their deadlines, or data temporal consistency constraints can be violated. To address these problems, we present a QoS management scheme to support guarantees on deadline miss ratio and data freshness (temporal consistency) even in the presence of unpredictable workloads and data access patterns. Using our approach, admitted user transactions can be processed in time using fresh data. A simulation study shows that our QoS-sensitive approach can achieve a significant performance improvement, in terms of deadline miss ratio and data freshness, compared to several baseline approaches. Furthermore, our approach shows a comparable performance to the theoretical oracle that is privileged by a complete future knowledge of data accesses.
Keywords :
data integrity; database management systems; quality of service; real-time systems; transaction processing; QoS management scheme; QoS-sensitive approach; Web information services; admitted user transactions; data access patterns; data freshness; data temporal consistency constraints; deadline miss ratio; decision support; online trading; real-time database services; real-time databases; sensor data fusion; temporal consistency; temporally consistent data; transaction deadlines; unpredictable workloads; Adaptive control; Agile manufacturing; Application software; Computer science; Feedback control; Level control; Programmable control; Robust control; Sensor fusion; Transaction databases;
Conference_Titel :
Real-Time Systems, 2002. Proceedings. 14th Euromicro Conference on
Print_ISBN :
0-7695-1665-3
DOI :
10.1109/EMRTS.2002.1019200