DocumentCode :
1967798
Title :
Event Indexing and Searching for High Volumes of Event Streams in the Cloud
Author :
Wang, Miao ; Holub, Viliam ; Murphy, John ; O´Sullivan, Patrick
Author_Institution :
Performance Eng. Lab., Univ. Coll. Dublin, Dublin, Ireland
fYear :
2012
fDate :
16-20 July 2012
Firstpage :
405
Lastpage :
415
Abstract :
Deployed software applications use log files to keep a record of system events. Log analysis provides support for system administrators to gain the knowledge of system health and behavior. As a result, the ability to efficiently search for patterns in historical events has become a major requirement for timely analysis. Enterprise systems today produce high volumes of log data, regularly in the order of thousands of events per second, which requires to build inverted indexes for quick data retrieval. However, current inverted indexing techniques are rarely designed to handle high volumes of dynamic stream data and often resource consuming. We propose an efficient indexing solution, which reduces the necessary resources by employing bloom filter techniques. The solution builds a generic indexing engine for the Run Time Correlation Engine logging framework to achieve efficient monitoring in the Cloud. In particular, our solution is able to deliver significant performance improvement over existing indexing engines.
Keywords :
cloud computing; data analysis; data mining; indexing; information filters; information retrieval; pattern clustering; search engines; bloom filter technique; cloud computing; data retrieval; dynamic stream data handling; enterprise system; event indexing; event searching; event stream; historical event; indexing engine; inverted indexing technique; log file analysis; pattern searching; run time correlation engine logging framework; software application deployement; Arrays; Data analysis; Engines; Indexing; Silicon; Event Indexing; Event Searching; Event Stream;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Software and Applications Conference (COMPSAC), 2012 IEEE 36th Annual
Conference_Location :
Izmir
ISSN :
0730-3157
Print_ISBN :
978-1-4673-1990-4
Electronic_ISBN :
0730-3157
Type :
conf
DOI :
10.1109/COMPSAC.2012.60
Filename :
6340190
Link To Document :
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