Title :
Robustness of the subspace GLRT to signal mismatch
Author :
Burgess, Keith A. ; Van Veen, Barry D.
Author_Institution :
Dept. of Electr. & Comput. Eng., Wisconsin Univ., Madison, WI, USA
Abstract :
The robustness of a subspace generalized likelihood ratio test (GLRT) detector to signal mismatch is addressed for data conforming to the generalized multivariate analysis of the variance model. This model assumes a deterministic signal of known form in the presence of unknown, colored, Gaussian noise. The subspace GLRT compresses data into a lower-dimensional subspace prior to detection. It is shown that a subspace GLRT reduces the performance loss due to mismatch relative to that of a non-subspace detector
Keywords :
Gaussian noise; data compression; maximum likelihood detection; signal detection; colored Gaussian noise; data compression; deterministic signal; generalized multivariate analysis; lower-dimensional subspace; performance loss; signal detection; signal mismatch robustness; subspace GLRT; subspace generalized likelihood ratio test; variance model; Detectors; Parameter estimation; Performance gain; Performance loss; Radar detection; Robustness; Sensor arrays; Signal detection; Signal processing; Testing;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1995. ICASSP-95., 1995 International Conference on
Conference_Location :
Detroit, MI
Print_ISBN :
0-7803-2431-5
DOI :
10.1109/ICASSP.1995.480678