Title :
MIMO Radar Detection and Adaptive Design Under a Phase Synchronization Mismatch
Author :
Akçakaya, Murat ; Nehorai, Arye
Author_Institution :
Dept. of Electr. & Syst. Eng., Washington Univ. in St. Louis, St. Louis, MO, USA
Abstract :
We consider the problem of target detection for multi-input multi-output radar with widely separated antennas in the presence of a phase synchronization mismatch between the transmitter and receiver pairs. Such mismatch often occurs due to imperfect knowledge of the locations and local oscillator characteristics of the antennas. First, we introduce a data model using a von Mises distribution to represent the phase error terms. Then, we employ an expectation-maximization algorithm to estimate the error distribution parameter, target returns, and noise variance. We develop a generalized likelihood ratio test target detector using these estimates. Based on the mutual information between the radar measurements and received target returns (and hence the phase error), we propose an algorithm to adaptively distribute the total transmitted energy among the transmitters. Using Monte Carlo simulations, we demonstrate that the adaptive energy allocation, increase in the phase information, and realistic measurement modeling improve the detection performance.
Keywords :
MIMO radar; Monte Carlo methods; expectation-maximisation algorithm; radar detection; radar signal processing; target tracking; MIMO radar detection; Monte Carlo simulation; adaptive design; adaptive energy allocation; error distribution parameter; expectation-maximization algorithm; generalized likelihood ratio test target detector; multiinput multioutput radar; noise variance; phase synchronization mismatch; target detection; von Mises distribution; Data models; Expectation-maximization algorithms; Local oscillators; MIMO; Object detection; Radar antennas; Radar detection; Receiving antennas; Transmitters; Transmitting antennas; Adaptive design; MIMO radar signal processing; phase error; signal detection;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2010.2054088