Discrete-Time H∞ Filtering for Mobile Robot Localization Using Wireless Sensor Network

被引:34
作者
Hur, Hwan [1 ]
Ahn, Hyo-Sung [1 ]
机构
[1] Gwangju Inst Sci & Technol, Sch Mechatron, Kwangju 500712, South Korea
基金
新加坡国家研究基金会;
关键词
Chirp spread spectrum (CSS); H-infinity filter; inertial measurement unit (IMU); mobile robot localization/navigation;
D O I
10.1109/JSEN.2012.2213337
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 proposes a localization technique for mobile robots using a wireless sensor network (WSN), based on chirp spread spectrum ranging and an inertial measurement unit (IMU). A discrete-time H-infinity filter with input forcing function is newly derived for mobile robot localization. The position of the robot is estimated by the filter using an integration of position information collected by the WSN and absolute acceleration data obtained by the IMU. From the dynamics of the robot, the solution existence of the proposed filter is shown, and a low-complexity computational method to obtain a solution from the filter is proposed by a generalized eigenvector approach. Through simulation and experiments, we evaluate the performance of the proposed H-infinity filter and compare it with the standard Kalman filter.
引用
收藏
页码:245 / 252
页数:8
相关论文
共 28 条
[1]   Simple Pedestrian Localization Algorithms Based on Distributed Wireless Sensor Networks [J].
Ahn, Hyo-Sung ;
Ko, Kwang Hee .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2009, 56 (10) :4296-4302
[2]  
Chon H.D., 2004, J GLOBAL POSITIONING, V3, P32
[3]  
Ciurana M, 2007, IEEE WCNC, P2094
[4]   Unbiased minimum variance estimation for systems with unknown exogenous inputs [J].
Darouach, M ;
Zasadzinski, M .
AUTOMATICA, 1997, 33 (04) :717-719
[5]   KALMAN FILTERING WITH UNKNOWN INPUTS VIA OPTIMAL STATE ESTIMATION OF SINGULAR SYSTEMS [J].
DAROUACH, M ;
ZASADZINSKI, M ;
ONANA, AB ;
NOWAKOWSKI, S .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1995, 26 (10) :2015-2028
[6]  
Fox D, 1999, SIXTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-99)/ELEVENTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE (IAAI-99), P343
[7]   Distributed Odor Source Localization [J].
Hayes, Adam T. ;
Martinoli, Alcherio ;
Goodman, Rodney M. .
IEEE SENSORS JOURNAL, 2002, 2 (03) :260-271
[8]  
Hespanha JP, 2009, LINEAR SYSTEMS THEORY, P1
[9]  
Houshangi N., 2006, P WORLD AUT C, P1
[10]   A Circuit Design for Ranging Measurement Using Chirp Spread Spectrum Waveform [J].
Hur, Hwan ;
Ahn, Hyo-Sung .
IEEE SENSORS JOURNAL, 2010, 10 (11) :1774-1778