A Study on Sensor Data Mining Model and System Design
J. Environ. Nanotechnol., Volume 6, No 1 (2017) pp. 71-74
Abstract
The sensor data which is inputted from the sensor network is a stream of data having continuous and infinite properties and because of these properties, the previous data mining techniques cannot be used on sensor data. Application services in the sensor network are only event alert services that distinguish the events from sensors and alert to the supervisor. In this paper, we define the continuous sensor data mining model and design. The system can extract useful knowledge in continuous sensor data mining using gathered data from sensors in the sensor network. Sensor data is categorized into three data types, which are simple sensor data, sensor event data and continuous sensor data. The sensor data mining models describe and define about the outlier analysis, pattern analysis, and prediction analysis. After the definition, we design a system that can be based on the mining models in a sensor network environment.
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Reference
Aggarwal, C. C., Managing&MiningUncertain Data, Springer, 2009.
Peng, Y., Kou, G., Shi, Y. and Chen, Z., A Systemic Framework for the Field of data mining and Knowledge Discovery, In Proceedings of Workshop on The 6th IEEE International ConferenceonDataMining,2006.
Aggarwal, C. C., Yu, P. S., A Survey of Synopsis Construction Algorithms in Data Streams, Data Streams: Models and Algorithms, Springer,2007.
Golab, L. and Ozsu, Issues in Data StreamManagement, In SIGMOD Record, Vol. 32, 2003
Aggarwal, C. C., Han, J., A Survey of RFID Data Processing, Managing and Mining Sensor Data, Springer, 2013.
Gaber, M. M., Zaslavsky, A. and Krishnaswamy, S., Mining Data Streams: A Review, In ACM SIGMOD, Vol.34, No.2, 18-26 (2005).
Hansen, H. S., Loibl, W., Peters-Anders, J., Vogt, J., Zudin, S., Shuck, A., Varis, S. and Zaliwski, A SENSOR Data Management System Overall Design, September2006.
Saket Sathe, Thanasis, G., Papaioannou, Hoyoung Jeung, KarlAberer, A Survey Of Model -Based Sensor Data Acquisition And Management, September 2006.