EKF Based Fusion Techniques Applied to Wheelchair Navigation System

被引:1
|
作者
Nada, Derradji [1 ]
Bousbia-Salah, Mounir [1 ]
Bettayeb, Maamar [2 ]
机构
[1] BADJI Mokhtar Annaba Univ, LASA Lab, Fac Engn, Dept Elect, BP 12, Annaba 23000, Algeria
[2] Univ Sharjah, Dept Elect & Comp Engn, POB 27272, Sharjah, U Arab Emirates
关键词
Data fusion; extended kalman filter; hybrid fussion; measurement fussion; state vector fussion; wheelchair navigation system; LOCALIZATION;
D O I
10.2174/1570179415666180709125132
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
Background: The aim of this paper is to investigate data fusion techniques based on an Extended Kalman Filter (EKF), and more specifically, the nonlinear dynamic estimation of a wheelchair navigation system. Methods: Three data fusion techniques are presented and a comparison between them is studied. It combines the noisy measurement data coming from several sensors to obtain the best estimate of position while reducing the measurement uncertainties. Results: By using the MATLAB, the performance of these techniques is checked with simulated data and performance metrics are calculated for evaluation of the algorithms. Detailed mathematical expressions are provided which could be useful for algorithm implementation. Conclusion: The results show that the algorithm based on a measurement fusion technique gives a good estimate when compared with another one.
引用
收藏
页码:304 / 316
页数:13
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