Title :
Effect of varying source kurtosis on the multimodulus algorithm
Author :
Des Rosiers, André P. ; Siegel, Paul H.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., San Diego, La Jolla, CA, USA
Abstract :
This paper presents a theoretical analysis of the effect of constellation shaping in the transmitter on multimodulus (MMA) blind equalization in the receiver. Constellation shaping reduces average signal energy by a non-uniform distribution of constellation point utilization. Optimal transmit efficiency is achieved by a Gaussian distribution but many blind equalization algorithms require a non-Gaussian source. We demonstrate, using complex constellations, MMA convergence failure as a Gaussian source kurtosis is approached. Our generalized cost function analysis of the related constant modulus algorithm (CMA) for complex constellations identifies the mechanism of the MMA convergence failure. We introduce a new design procedure for determining the kurtosis-specific MMA moduli and present simulation results that illustrate MMA convergence properties for varying source kurtosis
Keywords :
Gaussian distribution; blind equalisers; convergence; receivers; transmitters; Gaussian distribution; Gaussian source kurtosis; MMA convergence failure; average signal energy; constant modulus algorithm; constellation point utilization; constellation shaping; design procedure; generalized cost function analysis; kurtosis-specific MMA moduli; multimodulus algorithm; multimodulus blind equalization; nonGaussian source; nonuniform distribution; receiver; transmitter; varying source kurtosis; Blind equalizers; Constellation diagram; Convergence; Cost function; Filters; Frequency; Gaussian noise; Random variables; Signal processing; Two dimensional displays;
Conference_Titel :
Communications, 1999. ICC '99. 1999 IEEE International Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-5284-X
DOI :
10.1109/ICC.1999.765547