DocumentCode
141893
Title
Automated operator placement in distributed Data Stream Management Systems subject to user constraints
Author
Thoma, Carsten ; Labrinidis, Alexandros ; Lee, Adam J.
Author_Institution
Dept. of Comput. Sci., Univ. of Pittsburgh, Pittsburgh, PA, USA
fYear
2014
fDate
March 31 2014-April 4 2014
Firstpage
310
Lastpage
316
Abstract
Traditional distributed Data Stream Management Systems assign query operators to sites by optimizing for some criterion such as query throughput, or network delay. The work presented in this paper begins to augment this traditional operator placement technique by allowing the user issuing a continuous query to specify a variety of constraints - including collocation, upstream/downstream, and tag- or attribute-based constraints - controlling operator placement within the query network. Given a set of constraints, operators, and sites; four strategies are presented for optimizing the operator placement. An optimal brute force algorithm is presented first for smaller cases, followed by linear programming, constraint satisfaction, and local search strategies. The four methods are compared for speed, accuracy, and efficiency, with constraint satisfaction performing the best, and allowing assignments to be adapted on the fly by the DDSMS.
Keywords
data handling; database management systems; distributed processing; linear programming; query processing; search problems; automated operator placement; constraint satisfaction; continuous query; distributed data stream management systems; linear programming; local search strategies; optimal brute force algorithm; query network; query operators; stream distributed database management systems; user constraints; Aggregates; Delays; Delta-sigma modulation; Force; MATLAB; Optimization; Servers;
fLanguage
English
Publisher
ieee
Conference_Titel
Data Engineering Workshops (ICDEW), 2014 IEEE 30th International Conference on
Conference_Location
Chicago, IL
Type
conf
DOI
10.1109/ICDEW.2014.6818346
Filename
6818346
Link To Document