TY - JOUR
T1 - Performance Bound Optimization for MIMO Radar Direction Finding with MUSIC
AU - Wu, Wenjun
AU - Tang, Bo
AU - Tao, Ran
N1 - Publisher Copyright:
© 1965-2011 IEEE.
PY - 2023/12/1
Y1 - 2023/12/1
N2 - The multiple signal classification (MUSIC) algorithm has been widely applied in direction finding with multiple-input-multiple-output (MIMO) radar. To enhance the angle estimation performance of the MUSIC algorithm, we investigate a waveform-design-based approach and formulate a waveform optimization problem based on minimizing the asymptotic estimation error bound of MUSIC. To tackle the peak-to-average-power-ratio (PAPR)-constrained waveform design problem, we develop two iterative algorithms. The first algorithm is a two-step approach, in which the low-PAPR waveforms are synthesized from the optimal waveform covariance matrix obtained in the first step. The second algorithm is developed based on the minorization-maximization technique, in which an approximated objective function is decreased iteratively. Numerical examples demonstrate the superior performance of the waveforms synthesized by the proposed algorithms.
AB - The multiple signal classification (MUSIC) algorithm has been widely applied in direction finding with multiple-input-multiple-output (MIMO) radar. To enhance the angle estimation performance of the MUSIC algorithm, we investigate a waveform-design-based approach and formulate a waveform optimization problem based on minimizing the asymptotic estimation error bound of MUSIC. To tackle the peak-to-average-power-ratio (PAPR)-constrained waveform design problem, we develop two iterative algorithms. The first algorithm is a two-step approach, in which the low-PAPR waveforms are synthesized from the optimal waveform covariance matrix obtained in the first step. The second algorithm is developed based on the minorization-maximization technique, in which an approximated objective function is decreased iteratively. Numerical examples demonstrate the superior performance of the waveforms synthesized by the proposed algorithms.
KW - Angle estimation
KW - covariance matrix matching (CMM)
KW - minorization-maximization (MM)
KW - multiple signal classification (MUSIC)
KW - multiple-input multiple-output (MIMO) radar
UR - http://www.scopus.com/inward/record.url?scp=85170558486&partnerID=8YFLogxK
U2 - 10.1109/TAES.2023.3310973
DO - 10.1109/TAES.2023.3310973
M3 - Article
AN - SCOPUS:85170558486
SN - 0018-9251
VL - 59
SP - 8845
EP - 8858
JO - IEEE Transactions on Aerospace and Electronic Systems
JF - IEEE Transactions on Aerospace and Electronic Systems
IS - 6
ER -