People Tracking with UWB Radar Using a Multiple-Hypothesis Tracking of Clusters (MHTC) Method

被引:19
作者
Chang, SangHyun [1 ]
Sharan, Rangoli [1 ]
Wolf, Michael [3 ]
Mitsumoto, Naoki [4 ]
Burdick, Joel W. [2 ]
机构
[1] CALTECH, Pasadena, CA 91125 USA
[2] CALTECH, Dept Mech Engn, Pasadena, CA 91125 USA
[3] NASA, Jet Prop Lab, Pasadena, CA USA
[4] DENSO Corp, Res Labs, Kariya, Aichi, Japan
关键词
UWB radar; Human tracking; Tracking; Filtering; Multi-target tracking; Multiple hypothesis tracking; ALGORITHM;
D O I
10.1007/s12369-009-0039-x
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
This paper presents a method to track multiple moving humans using Ultra-Wideband (UWB) radar. UWB radar can complement other human tracking technologies, as it works well in poor visibility conditions. Our tracking approach is based on a point process interpretation of the multi-path UWB radar scattering model for moving humans. Based on this model, we present a multiple hypothesis tracking (MHT) framework for tracking the ranges and velocities of a variable number of moving human targets. The multi-target tracking (MTT) problem for UWB radar differs from traditional applications because of the complex multipath scattering observations per target. We develop an MHT framework for UWB radar-based multiple human target tracking, which can simultaneously solve the complex observation clustering and data association problems using Bayesian inference. We present experimental results in which a monostatic UWB radar tracks both individual and multiple human targets to estimate target ranges and velocities, even with changing numbers of targets across radar scans.
引用
收藏
页码:3 / 18
页数:16
相关论文
共 22 条
[1]  
[Anonymous], THESIS CALIFORNIA I
[2]  
[Anonymous], P IEEE INT C ROB AUT
[3]  
[Anonymous], 1993, Radar cross section
[4]  
[Anonymous], IEEE T SELECT AREAS
[5]  
[Anonymous], 1970, RADAR HDB
[6]  
Bar-Shalom Y, 1988, Tracking and data association
[7]   Model selection using response measurements: Bayesian probabilistic approach [J].
Beck, JL ;
Yuen, KV .
JOURNAL OF ENGINEERING MECHANICS-ASCE, 2004, 130 (02) :192-203
[8]  
Blackman S., 1999, Design and Analysis of Modern Tracking Systems
[9]   Multiple hypothesis tracking for multiple target tracking [J].
Blackman, SS .
IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2004, 19 (01) :5-18
[10]  
Chang C, 2004, CONF REC ASILOMAR C, P1252