An application of the expectation-maximization algorithm to interference rejection for direct-sequence spread-spectrum signals
Kybernetika, Tome 35 (1999) no. 1, p. [83].
Voir la notice de l'article dans Czech Digital Mathematics Library
For a direct-sequence spread-spectrum (DS-SS) system we pose and solve the problem of maximum-likelihood (ML) sequence estimation in the presence of narrowband interference, using the expectation-maximization (EM) algorithm. It is seen that the iterative EM algorithm obtains at each iteration an estimate of the interference which is then subtracted from the data before a new sequence estimate is produced. Both uncoded and trellis coded systems are studied, and the EM-based algorithm is seen to perform well, outperforming a receiver that uses an optimized notch filter to remove the intereference, especially for large interference levels.
Classification :
93E10, 94A12
Mots-clés : maximum likelihood (ML) estimation; spread-spectrum signal; sequence estimation; narrowband interference; expectation-maximization (EM) algorithm; notch filter
Mots-clés : maximum likelihood (ML) estimation; spread-spectrum signal; sequence estimation; narrowband interference; expectation-maximization (EM) algorithm; notch filter
@article{KYB_1999__35_1_a7, author = {Zhang, Quan G. and Georghiades, Costas N.}, title = {An application of the expectation-maximization algorithm to interference rejection for direct-sequence spread-spectrum signals}, journal = {Kybernetika}, pages = {[83]}, publisher = {mathdoc}, volume = {35}, number = {1}, year = {1999}, mrnumber = {1705532}, zbl = {1274.93260}, language = {en}, url = {https://geodesic-test.mathdoc.fr/item/KYB_1999__35_1_a7/} }
TY - JOUR AU - Zhang, Quan G. AU - Georghiades, Costas N. TI - An application of the expectation-maximization algorithm to interference rejection for direct-sequence spread-spectrum signals JO - Kybernetika PY - 1999 SP - [83] VL - 35 IS - 1 PB - mathdoc UR - https://geodesic-test.mathdoc.fr/item/KYB_1999__35_1_a7/ LA - en ID - KYB_1999__35_1_a7 ER -
%0 Journal Article %A Zhang, Quan G. %A Georghiades, Costas N. %T An application of the expectation-maximization algorithm to interference rejection for direct-sequence spread-spectrum signals %J Kybernetika %D 1999 %P [83] %V 35 %N 1 %I mathdoc %U https://geodesic-test.mathdoc.fr/item/KYB_1999__35_1_a7/ %G en %F KYB_1999__35_1_a7
Zhang, Quan G.; Georghiades, Costas N. An application of the expectation-maximization algorithm to interference rejection for direct-sequence spread-spectrum signals. Kybernetika, Tome 35 (1999) no. 1, p. [83]. https://geodesic-test.mathdoc.fr/item/KYB_1999__35_1_a7/