Use of the extended kalman filter for state dependent drift estimation in weakly Nonlinear sensors

被引:2
|
作者
Chorti, Arsenia [1 ]
Karatzas, Dimosthenis [1 ]
White, Neil M. [1 ]
Harris, Chris J. [1 ]
机构
[1] Univ Southampton, Sch Elect & Comp Sci, Elect Syst Design Grp, Southampton SO17 1BJ, Hants, England
关键词
EKF-Based drift estimators; Gaussian state variables; sinusoidal state variable;
D O I
10.1166/sl.2006.051
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
A number of mechanisms are responsible for the generation of reversible or irreversible drift in the response of a sensor. In this letter, we discuss three approaches for the identification of reversible state dependent drift in sensors through the use of the Extended Kalman Filter. We compare their performance by simulation and demonstrate their validity by estimating the drift of an accelerometer, modeled as a weakly nonlinear system.
引用
收藏
页码:377 / 379
页数:3
相关论文
共 50 条
  • [42] Nonlinear and Constrained State Estimation Based on the Cubature Kalman Filter
    Zarei, Jafar
    Shokri, Ehsan
    [J]. INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH, 2014, 53 (10) : 3938 - 3949
  • [43] State estimation of nonlinear systems using the Unscented Kalman Filter
    Almeida, J.
    Oliveira, P.
    Silvestre, C.
    Pascoal, A.
    [J]. TENCON 2015 - 2015 IEEE REGION 10 CONFERENCE, 2015,
  • [44] Nonlinear State Estimation with Unscented Kalman Filter in Czochralski Process
    Qiao, Zhaohui
    Li, Hongxin
    Leng, Yancun
    Wang, Pu
    [J]. 2014 SIXTH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN-MACHINE SYSTEMS AND CYBERNETICS (IHMSC), VOL 2, 2014, : 292 - 296
  • [45] An Improved Fuzzy Kalman Filter for State Estimation of Nonlinear Systems
    Zhou, Zhi-Jie
    Hu, Chang-Hua
    Zhang, Bang-Cheng
    Chen, Liang
    [J]. ISND 2007: PROCEEDINGS OF THE 2007 INTERNATIONAL SYMPOSIUM ON NONLINEAR DYNAMICS, PTS 1-4, 2008, 96
  • [46] Improved extended Kalman filter for state of charge estimation of battery pack
    Sepasi, Saeed
    Ghorbani, Reza
    Liaw, Bor Yann
    [J]. JOURNAL OF POWER SOURCES, 2014, 255 : 368 - 376
  • [47] State Estimation under Outliers by the Maximum Correntropy Extended Kalman Filter
    Wang, Shu-Yuan
    Yang, Zi-Jiang
    [J]. 2021 60TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE), 2021, : 1426 - 1431
  • [48] Induction Motor State Estimation using Tuned Extended Kalman Filter
    Allaoui, Samia
    Chafaa, Kheireddine
    Laamari, Yahia
    Athamena, Belkacem
    [J]. 2015 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2015, : 338 - +
  • [49] Extended Kalman filter-based state estimation of MOSFET circuit
    Bansal, Rahul
    Majumdar, Sudipta
    [J]. COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2019, 38 (06) : 1885 - 1903
  • [50] An extended Kalman particle filter for power system dynamic state estimation
    Yu, Yang
    Wang, Zhongjie
    Lu, Chengchao
    [J]. COMPEL-THE INTERNATIONAL JOURNAL FOR COMPUTATION AND MATHEMATICS IN ELECTRICAL AND ELECTRONIC ENGINEERING, 2018, 37 (06) : 1993 - 2005