Enhanced Mechanism for Localization in Wireless Sensor Networks using PSO Assisted Extended Kalman Filter Algorithm (PSO-EKF)

被引:0
|
作者
Janapati, Ravi Chander [1 ]
Balaswamy, Ch. [2 ]
Soundararajan, K. [3 ]
机构
[1] SR Engn Coll, Dept ECE, Warangal, Andhra Pradesh, India
[2] QIS Engn Coll, Dept ECE, Ongole, India
[3] KITE Coll Profess Engn Sci, Dept ECE, Rangareddy, India
关键词
Localization; Wireless Sensor Networks; Extended kalman filter (EKF); particle swarm optimization assisted ExtendedKalmanFilter (PSO-EKF); Multilateration algorithm;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Localization is one of the challenges in achieving reliable communication in Wireless Sensor Networks (WSN). Estimating a sensor's node's position is known as Localization. Nonlinear version of Kalman filtering is known as the Extended Kalman Filter which deals with the case governed by the nonlinear stochastic differential equations, Extended kalman filter is nonlinear filter having their own problem of consistency. In this paper proposed efficient localization algorithm that enables sensor nodes to estimate their location with high accuracy. The purpose of this paper is to develop the particle swarm optimization assisted Extended Kalman Filter (PSO-EKF) for Localization in WSN. Performance evaluation for the PSO-EKF as compared to the conventional KF could be better for time critical applications.
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页数:6
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