By Topic

Control-Based Load Shedding in Data Stream Management Systems

Sign In

Cookies must be enabled to login.After enabling cookies , please use refresh or reload or ctrl+f5 on the browser for the login options.

Formats Non-Member Member
$31 $13
Learn how you can qualify for the best price for this item!
Become an IEEE Member or Subscribe to
IEEE Xplore for exclusive pricing!
close button

puzzle piece

IEEE membership options for an individual and IEEE Xplore subscriptions for an organization offer the most affordable access to essential journal articles, conference papers, standards, eBooks, and eLearning courses.

Learn more about:

IEEE membership

IEEE Xplore subscriptions

2 Author(s)
Yi-Cheng Tu ; Purdue University ; Prabhakar, S.

Load shedding has been widely used in data stream management systems (DSMSs) as a means to maintain Qualityof- Service (QoS) of data processing. However, current systems tend to adapt ad hoc strategies in determining the timing and magnitude of load shedding. In this paper, we argue that these strategies cannot effectively maintain QoS due to the existence of environmental/internal dynamics. To remedy this problem, we propose a systematic approach that takes advantages of well-established feedback control techniques. Our approach can achievemuch less QoS violations with the same amount of data loss. Initial experiments performed on a real-world DSMS support our conclusion.

Published in:

Data Engineering Workshops, 2006. Proceedings. 22nd International Conference on

Date of Conference:

2006