Position USBL/DVL sensor-based navigation filter in the presence of unknown ocean currents

被引:61
作者
Morgado, Marco [1 ]
Batista, Pedro [1 ]
Oliveira, Paulo [1 ]
Silvestre, Carlos [1 ]
机构
[1] Univ Tecn Lisboa, Inst Syst & Robot, Inst Super Tecn, P-1049001 Lisbon, Portugal
关键词
Navigation systems; Performance limits; Observability; Nonlinear models; Time-varying systems; Kalman filters; ATTITUDE;
D O I
10.1016/j.automatica.2011.09.024
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 presents a novel approach to the design of globally asymptotically stable (GAS) position and velocity filters for Autonomous Underwater Vehicles (AUVs) based directly on the sensor readings of an Ultra-short Baseline (USBL) acoustic array system and a Doppler Velocity Log (DVL). The proposed methodology is based on an equivalent linear time-varying (LW) system that fully captures the dynamics of the nonlinear system, allowing for the use of powerful linear system analysis and filtering design tools that yield GAS filter error dynamics. Numerical results using Monte Carlo simulations and comparison to the Bayesian Cramer Rao Bound (BCRB) reveal that the performance of the proposed filter is tight to this theoretical estimation error lower bound. In comparison with other approaches, the present solution achieves the same level of performance of the Extended Kalman Filter (EKF), which does not offer GAS guarantees, and outperforms other classical filtering approaches designed in inertial coordinates instead of the body-fixed coordinate frame. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2604 / 2614
页数:11
相关论文
共 29 条
[1]   STABILITY PROPERTIES OF KALMAN-BUCY FILTERS [J].
ANDERSON, BD .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 1971, 291 (02) :137-&
[2]  
[Anonymous], 2007, Bayesian Bounds for Parameter Estimation and Nonlinear Filtering/Tracking, DOI [DOI 10.1109/9780470544198.CH39, 10.1109/9780470544198.ch39]
[3]  
Antsaklis P. J., 2006, LINEAR SYSTEMS
[4]  
Batista P., 2010, P 8 IFAC S NONL CONT
[5]  
Batista P., 2009, P EUR CONTR C 2009 E
[6]   Sensor-based Complementary Globally Asymptotically Stable Filters for Attitude Estimation [J].
Batista, Pedro ;
Silvestre, Carlos ;
Oliveira, Paulo .
PROCEEDINGS OF THE 48TH IEEE CONFERENCE ON DECISION AND CONTROL, 2009 HELD JOINTLY WITH THE 2009 28TH CHINESE CONTROL CONFERENCE (CDC/CCC 2009), 2009, :7563-7568
[7]   Optimal position and velocity navigation filters for autonomous vehicles [J].
Batista, Pedro ;
Silvestre, Carlos ;
Oliveira, Paulo .
AUTOMATICA, 2010, 46 (04) :767-774
[8]  
Brockett RW, 1970, Finite-Dimensional Linear Systems
[9]   Secure synchronization of a class of chaotic systems from a nonlinear observer approach [J].
Celikovsky, S ;
Chen, GR .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2005, 50 (01) :76-82
[10]   A global output-feedback controller for stabilization and tracking of underactuated ODIN: A spherical underwater vehicle [J].
Do, KD ;
Jiang, ZP ;
Pan, J ;
Nijmeijer, H .
AUTOMATICA, 2004, 40 (01) :117-124