Title :
An integrated fusion protocol for congregating sensor data in wireless sensor network
Author :
Singh, Buddha ; Sinha, Adwitiya ; Narwal, Priti
Author_Institution :
Sch. of Comp. & Syst. Sci., Jawaharlal Nehru Univ., New Delhi, India
Abstract :
Effective fusion of data, accumulated from the sensors, can be regarded as a direct proportional factor to the successful deployment of a wireless sensor network. Two important fusion properties in support of the concerned area are: Correlation and Aggregation. This paper proposes an energy efficient data fusion protocol, which apart from employing power saving aggregation schemes, also implements network throughput enhancing routines via correlation of sensor signals. The protocol operates in dual mode to provide a perfect balance between the workload distributions among the sensor nodes during several parameter calculations. The notion of Connected Correlation Dominating Set is used to find out the clusters of active alive sensors, which actually involves in the transmission of data. On the basis of an Energy Model, the cluster heads are determined. To keep track of the error parameters, Least Squares (LS) estimation method along with the Linear Predictive Model is taken into consideration. Moreover, we simulate our algorithm using the Network Simulator (NS), ns-2.34.
Keywords :
least squares approximations; protocols; sensor fusion; wireless sensor networks; connected correlation dominating set; data fusion protocol; energy model; error parameters; integrated fusion protocol; least squares estimation method; linear predictive model; network simulator; network throughput; parameter calculations; power saving aggregation schemes; sensor data congregation; sensor nodes; wireless sensor network; Computational modeling; Correlation; Least squares approximation; Predictive models; Protocols; Stability analysis; Wireless sensor networks; Connected correlation dominating set; data aggregation & fusion; hyperedge correlation parameters; least squares; linear prediction;
Conference_Titel :
Computers & Informatics (ISCI), 2011 IEEE Symposium on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-61284-689-7
DOI :
10.1109/ISCI.2011.5958982