Title :
Spectral distribution of the exponentially windowed sample covariance matrix
Author :
Yazdian, Ehsan ; Bastani, Mohammad Hassan ; Gazor, Saeed
Author_Institution :
Electr. Eng. Dept., Sharif Univ. of Technol., Tehran, Iran
Abstract :
In this paper, we investigate the effect of applying an exponential window on the limiting spectral distribution (l.s.d.) of the exponentially windowed sample covariance matrix (SCM) of complex array data. We use recent advances in random matrix theory which describe the distribution of eigenvalues of the doubly correlated Wishart matrices. We derive an explicit expression for the l.s.d. of the noise-only data. Simulations are performed to support our theoretical claims.
Keywords :
array signal processing; covariance matrices; eigenvalues and eigenfunctions; exponential distribution; LSD; SCM; complex array data; doubly correlated Wishart matrices; exponentially windowed sample covariance matrix; limiting spectral distribution; noise-only data; random matrix theory; Arrays; Covariance matrix; Eigenvalues and eigenfunctions; Limiting; Signal processing algorithms; Transforms; Array signal processing; Limiting Spectral Distribution; Random Matrix Theory;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International Conference on
Conference_Location :
Kyoto
Print_ISBN :
978-1-4673-0045-2
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2012.6288678