Title :
An IS Simulation Technique for Very Low BER Performance Evaluation of LDPC Codes
Author :
Cavus, Enver ; Haymes, Charles L. ; Daneshrad, Babak
Author_Institution :
UCLA Electrical Engineering Department, cavus@ee.ucla.edu
fDate :
6/1/2006 12:00:00 AM
Abstract :
We introduce an Importance Sampling (IS) method that successfully simulates the performance of Low density Parity Check (LDPC) Codes in an AWGN channel at very low bit error rates (BERs). By effectively finding and biasing bit node combinations that are the dominant sources of error events, called trapping sets, the developed technique provokes more frequent decoder failures. Consequently, fewer simulation runs and higher simulation gains are achieved. Regardless of the block size of an LDPC code, only a few dominant trapping set classes cause decoder failures at low BER regions. Therefore, the proposed technique allows the performance evaluation for any size LDPC code at very low BER regions with remarkable simulation gains. For BERs of 10¿20, we observed simulation gains on the order of 1014.
Keywords :
AWGN channels; Additive white noise; Bit error rate; Decoding; Discrete event simulation; Gaussian noise; Monte Carlo methods; Parity check codes; Performance analysis; Performance gain;
Conference_Titel :
Communications, 2006. ICC '06. IEEE International Conference on
Print_ISBN :
1-4244-0355-3
Electronic_ISBN :
8164-9547
DOI :
10.1109/ICC.2006.254893