Title :
An EM algorithm for multisensor TDOA/DD estimation in a multipath propagation environment
Author :
Belanger, Scott P.
Author_Institution :
Loral Federal Syst., Owego, NY, USA
Abstract :
The problem of estimating time-difference-of-arrival (TDOA) and differential Doppler (DD) in a multipath environment is addressed. Correlated multipath interference has degenerative effects on the cross-ambiguity function which is the conventional joint TDOA/DD estimator. A new method, previously proposed for multisensor/multipath TDOA estimation, is extended to accommodate linearly-varying time delays. The approach is based on the expectation-maximization (EM) algorithm. Nonlinear optimization of the complete-data likelihood function uses the efficient RELAX method of estimating the frequencies, amplitudes, and phases of complex sinusoids in noise. The structure of the algorithm is described and its performance is demonstrated through computer simulation
Keywords :
Doppler effect; amplitude estimation; array signal processing; frequency estimation; multipath channels; optimisation; phase estimation; EM algorithm; RELAX method; amplitudes; complete-data likelihood function; complex sinusoids; correlated multipath interference; cross-ambiguity function; degenerative effects; differential Doppler; expectation-maximization algorithm; frequencies; linearly-varying time delays; multipath propagation environment; multisensor TDOA/DD estimation; noise; nonlinear optimization; phase; time-difference-of-arrival; Amplitude estimation; Delay effects; Delay estimation; Frequency estimation; Interference; Noise level; Optimization methods; Phase estimation; Phase noise; Time difference of arrival;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3192-3
DOI :
10.1109/ICASSP.1996.550536