DocumentCode :
1931448
Title :
A Parallelized Data Stream Processing System Using Dynamic Time Warping Distance
Author :
Takahashi, Norihiro ; Yoshihisa, Tomoki ; Sakurai, Yasushi ; Kanazawa, Masanori
Author_Institution :
Grad. Sch. of Inf., Kyoto Univ. Honmachi, Kyoto
fYear :
2009
fDate :
16-19 March 2009
Firstpage :
1100
Lastpage :
1105
Abstract :
Due to the development of sensing technologies, sensor stream processing systems have been getting great attention. Sensor stream processing systems enable us to recognize the state of objects. For example, attach an acceleration sensor to a man and the system beforehand stores sample sensor data for the manpsilas walking and standing states. By comparing the current data stream with the stored sample data, the system can recognize whether he is walking or standing. Recognizable states increases in proportion to the number of the sample data. However, the processing time lengthens as the number of sample data increases. Long processing time is impractical for data stream processing systems. In this paper, we design and implement a data stream processing system using dynamic time warping (DTW) distance. DTW is robust for changes in time and often used for streaming data analysis. In our implemented system, we reduce the processing time by parallelizing the calculation of the DTW distance.
Keywords :
parallel processing; sensor fusion; acceleration sensor; dynamic time warping distance; parallelized data stream processing system; sensor stream processing systems; Acceleration; Communication system software; Competitive intelligence; Concurrent computing; Informatics; Legged locomotion; Pattern recognition; Sensor systems; Software systems; Temperature sensors; DTW; Stream Processing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Complex, Intelligent and Software Intensive Systems, 2009. CISIS '09. International Conference on
Conference_Location :
Fukuoka
Print_ISBN :
978-1-4244-3569-2
Electronic_ISBN :
978-0-7695-3575-3
Type :
conf
DOI :
10.1109/CISIS.2009.77
Filename :
5066931
Link To Document :
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