An improvement to the adaptive Kalman filter with the feedback of estimation error

被引:0
|
作者
Promkajin, N [1 ]
Noppanakeepong, S [1 ]
机构
[1] King Mongkuts Inst Technol, Fac Engn, Dept Telecommun Engn, Bangkok 10520, Thailand
关键词
Kalman filter; interacting multiple model; tracking;
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
This paper presents a new novel technique for implementation of the adaptive Kalman filter. The algorithm is based on Kalman filtering tracking method with the addition of feedback estimation error. The performance of the algorithm is compared with that of a standard Kalman filter and also with that of an IMM algorithm. This proposed filter is simple to implement and requires less computational load while produce better estimates than the standard Kalman filter algorithm and closely to the IMM algorithm.
引用
收藏
页码:23 / 28
页数:6
相关论文
共 50 条
  • [42] Improvement of Vibration Isolation Characteristics by Kalman-Filter Estimated Acceleration Feedback
    Shahadat, M. M. Z.
    Mizuno, T.
    Isino, Y.
    Takasaki, M.
    2015 EUROPEAN CONTROL CONFERENCE (ECC), 2015, : 1106 - 1111
  • [43] Adaptive state of charge estimation for lithium-ion batteries using feedback-based extended Kalman filter
    Monirul, Islam Md
    Qiu, Li
    Ruby, Rukhsana
    Yu, Junjie
    IET CONTROL THEORY AND APPLICATIONS, 2023, 17 (16): : 2162 - 2177
  • [44] State of Charge Estimation Algorithm Based on Fractional-Order Adaptive Extended Kalman Filter and Unscented Kalman Filter
    Liu, Weijie
    Zhou, Hongliang
    Tang, Zeqiang
    Wang, Tianxiang
    JOURNAL OF ELECTROCHEMICAL ENERGY CONVERSION AND STORAGE, 2022, 19 (02)
  • [45] Adaptive Extended Kalman Filter for Asynchronous Shuttering Error of Stereo Vision Localization
    Bazargani, Hamid
    Omidi, Ehsan
    Talebi, H. Ali
    2012 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO 2012), 2012,
  • [46] Adaptive Error-State Kalman Filter for Attitude Determination on a Moving Platform
    He, Jingjing
    Sun, Changku
    Zhang, Baoshang
    Wang, Peng
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2021, 70
  • [47] The Joint Adaptive Kalman Filter (JAKF) for Vehicle Motion State Estimation
    Gao, Siwei
    Liu, Yanheng
    Wang, Jian
    Deng, Weiwen
    Oh, Heekuck
    SENSORS, 2016, 16 (07)
  • [48] Adaptive Error Quaternion Unscented Kalman Filter Algorithm for Quadrotor Attitude Calculation
    Cui P.
    Zhou Z.
    Lü P.
    Hu B.
    Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2019, 53 (03): : 97 - 102and110
  • [49] A Bayesian Adaptive Ensemble Kalman Filter for Sequential State and Parameter Estimation
    Stroud, Jonathan R.
    Katzfuss, Matthias
    Wikle, Christopher K.
    MONTHLY WEATHER REVIEW, 2018, 146 (01) : 373 - 386
  • [50] Robust adaptive unscented Kalman filter for attitude estimation of pico satellites
    Hajiyev, Chingiz
    Soken, Halil Ersin
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2014, 28 (02) : 107 - 120