LOCALIZATION OF MULTIPLE SOURCES USING TIME-DIFFERENCE OF ARRIVAL MEASUREMENTS

被引：0

作者：

Meyer, Florian ^{[1
,2
]}

Tesei, Alessandra ^{[1
]}

Win, Moe Z. ^{[2
]}

机构：

[1] Ctr Maritime Res & Experimentat, La Spezia, Italy

[2] MIT, Informat & Decis Syst Lab, Cambridge, MA 02139 USA

来源：

2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2017年

关键词：

Time-difference of arrival; random finite sets; multiobject estimation; finite set statistics; sequential Monte Carlo techniques; FILTERS;

D O I：

暂无

中图分类号：

O42 [声学];

学科分类号：

070206 ; 082403 ;

摘要：

This paper addresses the problem of localizing an unknown number of static sources emitting unknown signals from time-difference of arrival (TDOA) measurements. Based on the framework of random finite sets and finite set statistics, we formulate the Bayesian estimation problem and develop a particle-based localization algorithm that overcomes the challenges related to the highly non-linear TDOA measurement model, the data associations uncertainty, and the uncertainty in the number of sources to be localized. Simulation results confirm that the number of sources can be determined correctly and accurate location estimates can be obtained when the number of false alarms is low and the probability of detection is high.

引用

页码：3151 / 3155

页数：5

共 24 条

[11]

Kropfreiter T, 2016, 2016 19TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), P972

[12] PHD filters of higher order in target number [J].

Mahler, Ronald .

IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2007, 43 (04) :1523-1543

[13]

Mahler Ronald P. S., 2007, Statistical Multisource-Multitarget Information Fusion

[14] Multitarget Bayes filtering via first-order multitarget moments [J].

Mahler, RPS .

IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2003, 39 (04) :1152-1178

[15] Mobile Emitter Geolocation and Tracking Using TDOA and FDOA Measurements [J].

Musicki, Darko ;

Kaune, Regina ;

Koch, Wolfgang .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2010, 58 (03) :1863-1874

[16] AN OVERVIEW ON THE TIME-DELAY ESTIMATE IN ACTIVE AND PASSIVE SYSTEMS FOR TARGET LOCALIZATION [J].

QUAZI, AH .

IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1981, 29 (03) :527-533

[17] A consistent metric for performance evaluation of multi-object filters [J].

Schuhmacher, Dominic ;

Vo, Ba-Tuong ;

Vo, Ba-Ngu .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (08) :3447-3457

[18] Analytic implementations of the cardinalized probability hypothesis density filter [J].

Vo, Ba-Tuong ;

Vo, Ba-Ngu ;

Cantoni, Antonio .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (07) :3553-3567

[19] The Cardinality Balanced Multi-Target Multi-Bernoulli Filter and Its Implementations [J].

Vo, Ba-Tuong ;

Vo, Ba-Ngu ;

Cantoni, Antonio .

IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (02) :409-423

[20]

Vo BN, 2005, IEEE T AERO ELEC SYS, V41, P1224, DOI 10.1109/TAES.2005.1561884

← 1 2 3 →