DocumentCode :
846900
Title :
Minimax Robust MIMO Radar Waveform Design
Author :
Yang, Yang ; Blum, Rick S.
Author_Institution :
Dept. of Electr. & Comput. Eng., Lehigh Univ., Bethlehem, PA
Volume :
1
Issue :
1
fYear :
2007
fDate :
6/1/2007 12:00:00 AM
Firstpage :
147
Lastpage :
155
Abstract :
We consider the problem of minimax robust waveform design for multiple-input multiple-output (MIMO) radar based on mutual information (MI) and minimum mean-square error (MMSE) estimation for target identification and classification. Recognizing that a single, precise characterization of target power spectral density (PSD) is rare in practice, we assume the PSD lies in an uncertainty class of spectra bounded by known upper and lower bounds, which markedly relaxes the required target a priori knowledge. Based on this band model, we develop minimax robust waveforms for MIMO radar under both MMSE and MI criteria. These robust waveforms bound the worst-case performance at an acceptable limit, and also could insure performance will be sufficiently good for any PSD in the uncertainty class. Our findings also indicate that the MI and MMSE criteria lead to different minimax robust waveform solutions, which is in contrast to the case of the perfectly known target PSD
Keywords :
MIMO systems; mean square error methods; radar signal processing; signal classification; minimax robust MIMO radar waveform design; minimum mean-square error; multiple-input multiple-output; mutual information; power spectral density; target identification; Information theory; MIMO; Minimax techniques; Mutual information; Radar signal processing; Radar theory; Radar tracking; Robustness; Signal design; Uncertainty; Extended radar targets; minimum mean-square error (MMSE); multiple-input multiple-output (MIMO) radar; mutual information (MI); radar waveform design; robust signal processing; target classification and identification;
fLanguage :
English
Journal_Title :
Selected Topics in Signal Processing, IEEE Journal of
Publisher :
ieee
ISSN :
1932-4553
Type :
jour
DOI :
10.1109/JSTSP.2007.897056
Filename :
4200715
Link To Document :
بازگشت