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
相关论文
共 50 条
  • [41] A real-time vision-based outdoor navigation system for the wheelchair robot
    Qi, Xiaojun
    Ge, Yinbing
    PROCEEDINGS OF THE 12TH IASTED INTERNATIONAL CONFERENCE ON ROBOTICS AND APPLICATIONS, 2006, : 85 - +
  • [42] An Inertial and QR Code Landmarks-Based Navigation System for Impaired Wheelchair Users
    Gionata, Cimini
    Francesco, Ferracuti
    Alessandro, Freddi
    Sabrina, Iarlori
    Andrea, Monteriu
    AMBIENT ASSISTED LIVING, 2014, : 205 - 214
  • [43] A Cloud-based Brain-controlled Wheelchair with Autonomous Indoor Navigation System
    Lakas, Abderrahmane
    Kharbash, Fekri
    Belkacem, Abdelkader Nasreddine
    IWCMC 2021: 2021 17TH INTERNATIONAL WIRELESS COMMUNICATIONS & MOBILE COMPUTING CONFERENCE (IWCMC), 2021, : 1727 - 1733
  • [44] Power System Fusion State Estimation Based on a Switched System Model: Comparison Between EKF and UKF
    Chen, Ji
    Yue, Dong
    Hu, Songlin
    Ge, Hui
    Zhang, Huaipin
    PROCEEDINGS OF THE 38TH CHINESE CONTROL CONFERENCE (CCC), 2019, : 7280 - 7284
  • [45] GPS Navigation Processing Using the IMM-Based EKF
    Jwo, Dah-Jing
    Tseng, Chien-Hao
    PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON SENSING TECHNOLOGY, 2008, : 589 - 594
  • [46] Generalized derivation of the EKF based inertial navigation error dynamics
    Eck, C
    Geering, HP
    AUTOMATIC CONTROL IN AEROSPACE 2001, 2002, : 229 - 234
  • [47] Scene Matching based EKF-SLAM Visual Navigation
    Li Yaojun
    Pan Quan
    Zhao Chunhui
    Yang Feng
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 5094 - 5099
  • [48] False Data Injection on EKF-based Navigation Control
    Chen, Wenxin
    Duan, Zhenhai
    Dong, Yingfei
    2017 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS (ICUAS'17), 2017, : 1608 - 1617
  • [49] EKF based on two FDE schemes for GNSS Vehicle Navigation
    Combettes, Christophe
    Villien, Christophe
    2021 IEEE 93RD VEHICULAR TECHNOLOGY CONFERENCE (VTC2021-SPRING), 2021,
  • [50] A multimodal wheelchair control system based on EEG signals and Eye tracking fusion
    Ben Taher, Fatma
    Ben Amor, Nader
    Jallouli, Mohamed
    2015 INTERNATIONAL SYMPOSIUM ON INNOVATIONS IN INTELLIGENT SYSTEMS AND APPLICATIONS (INISTA) PROCEEDINGS, 2015, : 254 - 261