DocumentCode :
687712
Title :
DAS: A dynamic assignment scheduling algorithm for stream computing in distributed applications
Author :
Kun Wang ; Yu Yue ; Bo Liu
Author_Institution :
Key Lab. of Broadband, Wireless Commun. & Sensor Network Technol., Nanjing Univ. of Posts & Telecommun., Nanjing, China
fYear :
2013
fDate :
9-13 Dec. 2013
Firstpage :
1632
Lastpage :
1637
Abstract :
Due to the unpredictability of continuous data in distributed applications, it is hard for system to deal with data explosion in limited time. As a result, traditional static data storage technology fails to meet the demands for real-time data processing. To improve processing ability, many parallel processing structures are proposed, which brings up the problem that how the parallel machines can be scheduled to maximize their efficiency. Accordingly, a dynamic assignment scheduling algorithm for stream computing is proposed and a stream query graph is built to calculate the weight of every edge. The edge with the minimum weight is selected to send tuples. Simulation results show that the proper number of the logic machines could dramatically reduce system response time. Furthermore, system context switching is reduced by increasing the number of tuples sent every time.
Keywords :
graph theory; parallel machines; parallel programming; query processing; real-time systems; scheduling; DAS; continuous data unpredictability; data explosion; distributed applications; dynamic assignment scheduling; logic machines; parallel machines; parallel processing structures; real-time data processing; stream computing; stream query graph; system context switching; system response time; traditional static data storage technology; Accuracy; Dynamic scheduling; Heuristic algorithms; Real-time systems; Switches; Time complexity; Time factors; distributed applications; dynamic scheduling; stream computing; stream query graph;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Global Communications Conference (GLOBECOM), 2013 IEEE
Conference_Location :
Atlanta, GA
Type :
conf
DOI :
10.1109/GLOCOM.2013.6831307
Filename :
6831307
Link To Document :
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