TY - GEN
T1 - An M2M data analysis service system based on open source software environments
AU - Kitagami, Shinji
AU - Yamamoto, Moriki
AU - Koizumi, Hisao
AU - Suganuma, Takuo
PY - 2013/8/19
Y1 - 2013/8/19
N2 - Data analysis in a Machine-to-Machine (M2M) service system should concurrently satisfy three requirements, massive data analysis, real-time data analysis, and deep data analysis. However, for this purpose, it is necessary to introduce costly software products such as a Data Stream Management System (DSMS) into M2M service system. In this paper, we propose an M2M data analysis service system using open source software environments, such as SQLite and R, for small-and medium-sized M2M service system. In this study, we evaluate the proposed system based on an application scenario assuming a demand response system smart grid, and extract challenges for the future.
AB - Data analysis in a Machine-to-Machine (M2M) service system should concurrently satisfy three requirements, massive data analysis, real-time data analysis, and deep data analysis. However, for this purpose, it is necessary to introduce costly software products such as a Data Stream Management System (DSMS) into M2M service system. In this paper, we propose an M2M data analysis service system using open source software environments, such as SQLite and R, for small-and medium-sized M2M service system. In this study, we evaluate the proposed system based on an application scenario assuming a demand response system smart grid, and extract challenges for the future.
KW - Accumulated data analysis
KW - DSMS
KW - Demand response
KW - R
KW - SQLite
KW - Stream data analysis
UR - http://www.scopus.com/inward/record.url?scp=84881473476&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84881473476&partnerID=8YFLogxK
U2 - 10.1109/WAINA.2013.124
DO - 10.1109/WAINA.2013.124
M3 - Conference contribution
AN - SCOPUS:84881473476
SN - 9780769549521
T3 - Proceedings - 27th International Conference on Advanced Information Networking and Applications Workshops, WAINA 2013
SP - 953
EP - 958
BT - Proceedings - 27th International Conference on Advanced Information Networking and Applications Workshops, WAINA 2013
T2 - 27th International Conference on Advanced Information Networking and Applications Workshops, WAINA 2013
Y2 - 25 March 2013 through 28 March 2013
ER -
