Multireference TDOA-based source localization

被引:5
作者
Torbati Fard, Hamid [1 ]
Atashbar, Mahmoud [2 ]
Norouzi, Yaser [3 ]
Hojjat Kashani, Farrokh [2 ]
机构
[1] Islamic Azad Univ, Dept Elect Engn, South Tehran Branch, Tehran, Iran
[2] Iran Univ Sci & Technol, Dept Elect Engn, Tehran, Iran
[3] Amirkabir Univ Technol, Dept Elect Engn, Tehran, Iran
关键词
Source localization; multireference TDOA; Taylor series; maximum likelihood; LOCATION; ALGORITHM;
D O I
10.3906/elk-1109-46
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Time difference of arrival (TDOA)-based methods usually achieve the most accurate source localization in passive systems. In these methods, one of the sensors is assigned as the reference and the TDOA of the others with respect to the reference is measured. The source location is estimated by processing these TDOAs. In this paper, a multireference maximum likelihood (ML)-Taylor algorithm is proposed in order to decrease the source localization error of the TDOA methods. In the proposed algorithm, TDOAs are measured assuming 2 different reference sensors, and then the ML objective function of this multireference TDOA algorithm is derived and solved using Taylor series linearization. The developed method is evaluated regarding a 2-dimensional space with some different but deterministic sensor locations. Monte Carlo simulation is used to evaluate the proposed solution. The simulation results show that the proposed method has better performance relative to the other traditional TDOA-based algorithms.
引用
收藏
页码:1920 / 1929
页数:10
相关论文
共 17 条
[1]  
Abel J. S., 1987, Proceedings: ICASSP 87. 1987 International Conference on Acoustics, Speech, and Signal Processing (Cat. No.87CH2396-0), P471
[2]   Exact and approximate solutions of source localization problems [J].
Beck, Amir ;
Stoica, Petre ;
Li, Jian .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (05) :1770-1778
[3]   Exact and approximate maximum likelihood localization algorithms [J].
Chan, YT ;
Hang, HYC ;
Ching, PC .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2006, 55 (01) :10-16
[4]   A SIMPLE AND EFFICIENT ESTIMATOR FOR HYPERBOLIC LOCATION [J].
CHAN, YT ;
HO, KC .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (08) :1905-1915
[5]   A constrained least squares approach to mobile positioning: Algorithms and optimality [J].
Cheung, K. W. ;
So, H. C. ;
Ma, W. -K. ;
Chan, Y. T. .
EURASIP JOURNAL ON APPLIED SIGNAL PROCESSING, 2006, 2006 (1)
[6]   POSITION-LOCATION SOLUTIONS BY TAYLOR-SERIES ESTIMATION [J].
FOY, WH .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1976, 12 (02) :187-194
[7]   PERFORMANCE ANALYSIS OF BEARING-ONLY TARGET LOCATION ALGORITHMS [J].
GAVISH, M ;
WEISS, AJ .
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 1992, 28 (03) :817-828
[8]   A linear closed-form algorithm for source localization from time-differences of arrival [J].
Gillette, Matthew D. ;
Silverman, Harvey F. .
IEEE SIGNAL PROCESSING LETTERS, 2008, 15 :1-4
[9]   Mobile positioning using wireless networks [J].
Gustafsson, F ;
Gunnarsson, F .
IEEE SIGNAL PROCESSING MAGAZINE, 2005, 22 (04) :41-53
[10]   Source localization using TDOA and FDOA measurements in the presence of receiver location errors: Analysis and solution [J].
Ho, K. C. ;
Lu, Xiaoning ;
Kovavisaruch, L. .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2007, 55 (02) :684-696