Title :
Asymptotic moments of estimated cyclic correlation matrices
Author :
Schell, Stephan V.
Author_Institution :
Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA
fDate :
1/1/1995 12:00:00 AM
Abstract :
The first and second moments of the cyclic cross-correlogram matrix of two vector-valued cyclostationary processes are derived in this paper. These results generalize those of Hurd (1989) to accommodate incommensurate cycle frequencies and complex vector-valued discrete-time nonGaussian processes. As an example application of the results, the moments of the left singular vectors of the cyclic cross-correlogram matrix are derived, which are needed in the performance analysis of subspace-fitting methods of direction-of-arrival estimation for cyclostationary signals, including even those methods that do not exploit cyclostationarity but are often applied in practice to cyclostationary signals
Keywords :
correlation methods; direction-of-arrival estimation; matrix algebra; vectors; asymptotic moments; cycle frequencies; cyclic cross-correlogram matrix; cyclostationary signals; direction-of-arrival estimation; discrete-time nonGaussian processes; estimated cyclic correlation matrices; first moment; performance analysis; second moment; singular vectors; subspace-fitting methods; vector-valued cyclostationary processes; Adaptive arrays; Antenna arrays; Array signal processing; Directive antennas; Frequency; Navigation; Performance analysis; Sensor arrays; Signal analysis; Signal processing;
Journal_Title :
Signal Processing, IEEE Transactions on