Title :
Design of CFAR detector combining with frequency estimation
Author :
Wang, Qing ; Yang, Yixin ; Wan, Chunru
Author_Institution :
Sch. of Electr. & Electron. Eng., Nanyang Technol. Univ., Singapore
Abstract :
An optimal detector is presented in this paper for simultaneously detecting and estimating an unknown sinusoidal signal in Gaussian noise. The detector is based on generalized likelihood ratio test (GLRT) and the frequency of the sinusoidal signal is obtained by maximum likelihood (ML) estimation. Considering the leakage effect, the tonal detector does not only use the amplitude information of the discrete Fourier transform (DFT) of observations, but also uses its phase information to compensate the leakage. Theoretical performance analysis shows that it is a constant false alarm rate (CFAR) detector and its detection performance approaches the uniformly most powerful invariant (UMPI) test bound. The processor can also be generalized for multiple sinusoids detection.
Keywords :
Gaussian noise; discrete Fourier transforms; frequency estimation; maximum likelihood estimation; signal detection; CFAR detector; Gaussian noise; constant false alarm rate detector; discrete Fourier transform; frequency estimation; generalized likelihood ratio test; maximum likelihood estimation; tonal detector; uniformly most powerful invariant test bound; Detectors; Discrete Fourier transforms; Frequency estimation; Gaussian noise; Leak detection; Maximum likelihood detection; Maximum likelihood estimation; Performance analysis; Phase detection; Testing;
Conference_Titel :
Information, Communications and Signal Processing, 2003 and Fourth Pacific Rim Conference on Multimedia. Proceedings of the 2003 Joint Conference of the Fourth International Conference on
Print_ISBN :
0-7803-8185-8
DOI :
10.1109/ICICS.2003.1292518