TY - GEN
T1 - MIMO radar sensitivity analysis for target detection
AU - Akçakaya, Murat
AU - Nehorai, Arye
PY - 2011
Y1 - 2011
N2 - For multi-input multi-output (MIMO) radar with widely separated antennas, we consider the effect of imperfect orthogonality of the received signals on detection performance. In practice, mutual orthogonality among the received signals cannot be achieved for all Doppler and delay pairs. We introduce a data model considering the correlation among the data from different transmitter-receiver pairs as unknown parameters. Based on the expectation-maximization algorithm, we propose a method to estimate the target, correlation, and noise parameters. We then use these estimates to develop a statistical decision test. Using the asymptotical statistical characteristics and the numerical performance of the test, we analyze the sensitivity of the MIMO radar with respect to changes in the cross-correlation levels of the measurements. In our numerical examples, we demonstrate the effect of the increase in the correlation among the received signals from different transmitters on the detection performance.
AB - For multi-input multi-output (MIMO) radar with widely separated antennas, we consider the effect of imperfect orthogonality of the received signals on detection performance. In practice, mutual orthogonality among the received signals cannot be achieved for all Doppler and delay pairs. We introduce a data model considering the correlation among the data from different transmitter-receiver pairs as unknown parameters. Based on the expectation-maximization algorithm, we propose a method to estimate the target, correlation, and noise parameters. We then use these estimates to develop a statistical decision test. Using the asymptotical statistical characteristics and the numerical performance of the test, we analyze the sensitivity of the MIMO radar with respect to changes in the cross-correlation levels of the measurements. In our numerical examples, we demonstrate the effect of the increase in the correlation among the received signals from different transmitters on the detection performance.
KW - MIMO Radar Signal Processing
KW - Sensitivity Analysis
KW - Target Detection
UR - https://www.scopus.com/pages/publications/80052505658
U2 - 10.1109/RADAR.2011.5960614
DO - 10.1109/RADAR.2011.5960614
M3 - Conference contribution
AN - SCOPUS:80052505658
SN - 9781424489022
T3 - IEEE National Radar Conference - Proceedings
SP - 633
EP - 638
BT - RadarCon'11 - In the Eye of the Storm
T2 - 2011 IEEE Radar Conference: In the Eye of the Storm, RadarCon'11
Y2 - 23 May 2011 through 27 May 2011
ER -