Motion Estimation of an Autonomous Surface Craft using an Unscented Kalman Filter

被引:0
|
作者
Wirtensohn, Stefan [1 ]
Schuster, Michael [1 ]
Oswald, Markus [1 ]
Reuter, Johannes [1 ]
机构
[1] Univ Appl Sci Konstanz, Fac Elect Engn, D-78462 Constance, Germany
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper addresses the problem of navigation algorithms in the context of high accuracy motion control for a unmanned surface crafts. The effectiveness of an unscented Kalman filter algorithm in combination with a detailed nonlinear 3DOF dynamical model for motion estimation is shown. Water currents are regarded as slowly varying parameters estimated by the filter which has been augmented by two states for that purpose. The performance is demonstrated by comparing two control tasks in a real world environment with and without motion filtering.
引用
收藏
页码:493 / 498
页数:6
相关论文
共 50 条
  • [1] POSITION ESTIMATION USING UNSCENTED KALMAN FILTER
    Konatowski, Stanislaw
    [J]. INTERNATIONAL JOURNAL OF ELECTRONICS AND TELECOMMUNICATIONS, 2006, 52 (02) : 229 - 243
  • [2] Real-time train motion parameter estimation using an Unscented Kalman Filter
    Cunillera, Alex
    Besinovic, Nikola
    van Oort, Niels
    Goverde, Rob M. P.
    [J]. TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2022, 143
  • [3] Friction coefficient estimation using an unscented Kalman filter
    Zhao, Yunshi
    Liang, Bo
    Iwnicki, Simon
    [J]. VEHICLE SYSTEM DYNAMICS, 2014, 52 : 220 - 234
  • [4] Wheelset states estimation using unscented Kalman filter
    Yang, Z.
    Lu, Z. G.
    Wang, X. C.
    Huang, Q.
    [J]. DYNAMICS OF VEHICLES ON ROADS AND TRACKS, VOL 2, 2018, : 1071 - 1076
  • [5] Battery State Estimation Using Unscented Kalman Filter
    Zhang, Fei
    Liu, Guangjun
    Fang, Lijin
    [J]. ICRA: 2009 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, VOLS 1-7, 2009, : 3574 - +
  • [6] Estimation of power quality using an unscented Kalman filter
    Zhang, Jian
    Swain, Akshya
    Nair, Nirmal-Kumar C.
    Liu, J. J.
    [J]. TENCON 2007 - 2007 IEEE REGION 10 CONFERENCE, VOLS 1-3, 2007, : 393 - +
  • [7] Constrained State Estimation Using the Unscented Kalman Filter
    Kandepu, Rambabu
    Imsland, Lars
    Foss, Bjarne A.
    [J]. 2008 MEDITERRANEAN CONFERENCE ON CONTROL AUTOMATION, VOLS 1-4, 2008, : 203 - +
  • [8] DYNAMIC SENSOR BIAS CORRECTION FOR ATTITUDE ESTIMATION USING UNSCENTED KALMAN FILTER IN AUTONOMOUS VEHICLE
    Bando, Mikio
    Kawamata, Yukihiro
    Aoki, Toshiyuki
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2012, 8 (3B): : 2347 - 2358
  • [9] The unscented Kalman Filter for nonlinear estimation
    Wan, EA
    van der Merwe, R
    [J]. IEEE 2000 ADAPTIVE SYSTEMS FOR SIGNAL PROCESSING, COMMUNICATIONS, AND CONTROL SYMPOSIUM - PROCEEDINGS, 2000, : 153 - 158
  • [10] Tracking of heart wall motion using unscented kalman filter
    Hazarika, D.
    Mahanta, C.
    Dandapat, S.
    [J]. 2006 ANNUAL IEEE INDIA CONFERENCE, 2006, : 290 - +