Title :
Analytical blind channel identification
Author :
Grellier, Olivier ; Comon, Pierre ; Mourrain, Bernard ; Trébuchet, Philippe
Author_Institution :
Amadeus Dev., Sophia-Antipolis, France
fDate :
9/1/2002 12:00:00 AM
Abstract :
A novel analytical blind single-input single-output (SISO) identification algorithm is presented, based on the noncircular second-order statistics of the output. It is shown that statistics of order higher than two are not mandatory to restore identifiability. Our approach is valid, for instance, when the channel is excited by phase shift keying (PSK) inputs. It is shown that the channel taps need to satisfy a polynomial system of degree 2 and that identification amounts to solving the system. We describe the algorithm that is able to solve this particular system entirely analytically, thus avoiding local minima. Computer results eventually show the robustness with respect to noise and to channel length overdetermination. Identifiability issues are also addressed.
Keywords :
identification; phase shift keying; polynomial matrices; statistical analysis; telecommunication channels; PSK; SISO identification algorithm; analytical blind channel identification; blind channel estimation; blind single-input single-output identification algorithm; channel length overdetermination; channel taps; matrices; noncircular second-order statistics; order higher statistics; phase shift keying; polynomial system; Algorithm design and analysis; Channel estimation; Filters; Multipath channels; Noise robustness; Phase shift keying; Polynomials; Statistical analysis; Statistics; Wireless communication;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2002.801887