DocumentCode :
2562460
Title :
Energy Efficient Information-Driven Target Location Estimation in Wireless Sensor Networks
Author :
Khonsari, Hossein ; Kahaei, Mohammad Hossein
Author_Institution :
Electr. Eng. Dept., Iran Univ. of Sci. & Technol., Tehran, Iran
fYear :
2010
fDate :
23-25 Sept. 2010
Firstpage :
1
Lastpage :
5
Abstract :
This paper describes a technique to save energy in the distributed Information_Driven maximum likelihood algorithm used for the localization of a diffusive source in Wireless Sensor Networks. First, the accurate Information_driven maximum likelihood distributed estimation based on the Gauss- Newton method is derived and called Modified Information-driven Collaborative Processing (MIDCP). In this method, a neighborhood region is defined and the information of all sensor nodes in this area is used to increase the algorithm accuracy. Then, a method for decreasing the energy consumption of this algorithm is proposed and called Energy Efficient MIDCP (EFMIDCP). In this algorithm, for estimation update, first, the neighboring radius is set to communication range of sensor nodes. After that, based on the covariance of estimation error in each iteration, this radius is decreased. Therefore, the amount of energy consumption is abated because of less transmission. Simulation results show the low energy consumption in the second proposed algorithm while its accuracy is rather well.
Keywords :
Gaussian processes; Newton method; maximum likelihood estimation; wireless sensor networks; Gauss-Newton method; distributed information driven maximum likelihood algorithm; energy consumption; energy efficient information-driven target location estimation; modified information-driven collaborative processing; sensor nodes; wireless sensor networks; Accuracy; Covariance matrix; Energy consumption; Mathematical model; Maximum likelihood estimation; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Wireless Communications Networking and Mobile Computing (WiCOM), 2010 6th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-3708-5
Electronic_ISBN :
978-1-4244-3709-2
Type :
conf
DOI :
10.1109/WICOM.2010.5601097
Filename :
5601097
Link To Document :
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