TY - GEN
T1 - Application of importance sampling for simulation of orthogonal space-time block coded systems
AU - Nguyen, Kim Chi
AU - Gunawardana, Upul
AU - Liyana-Pathirana, Ranjith
PY - 2005
Y1 - 2005
N2 - The evaluation of bit error rate (BER) of a digital communication system is usually done via simulation using Monte Carlo (MC) method. For low BER, this method requires very large sample size to produce the rare error events. To overcome this limitation, various importance sampling techniques have been used to reduce simulation runtime. This reduction is achieved by modifying the noise distribution and subsequently scaling the number of errors to make the estimator unbiased. In this paper, we consider the applicability of the conventional importance sampling (CIS) technique for the simulation of orthogonal space time block coded (OSTBC) systems over frequency-nonselective Rayleigh fading channels. For additive white Gaussian noise (AWGN) channels, it is shown that, using CIS, the required sample size is dramatically reduced especially for low BERs by increasing the noise variance. However, our results show that high efficiency cannot be reached by biasing the receiver noise processes in OSTBC systems. We show numerically that it is more efficient to bias the Rayleigh fading process by decreasing the Rayleigh variance. Furthermore, it is shown that the variance improvement is limited by the dimensionality of the system.
AB - The evaluation of bit error rate (BER) of a digital communication system is usually done via simulation using Monte Carlo (MC) method. For low BER, this method requires very large sample size to produce the rare error events. To overcome this limitation, various importance sampling techniques have been used to reduce simulation runtime. This reduction is achieved by modifying the noise distribution and subsequently scaling the number of errors to make the estimator unbiased. In this paper, we consider the applicability of the conventional importance sampling (CIS) technique for the simulation of orthogonal space time block coded (OSTBC) systems over frequency-nonselective Rayleigh fading channels. For additive white Gaussian noise (AWGN) channels, it is shown that, using CIS, the required sample size is dramatically reduced especially for low BERs by increasing the noise variance. However, our results show that high efficiency cannot be reached by biasing the receiver noise processes in OSTBC systems. We show numerically that it is more efficient to bias the Rayleigh fading process by decreasing the Rayleigh variance. Furthermore, it is shown that the variance improvement is limited by the dimensionality of the system.
UR - https://www.scopus.com/pages/publications/33845309655
U2 - 10.1109/APCC.2005.1554211
DO - 10.1109/APCC.2005.1554211
M3 - Conference Paper
AN - SCOPUS:33845309655
SN - 0780391322
SN - 9780780391321
T3 - 2005 Asia-Pacific Conference on Communications
SP - 986
EP - 990
BT - 2005 Asia-Pacific Conference on Communications
T2 - 2005 Asia-Pacific Conference on Communications
Y2 - 3 October 2005 through 5 October 2005
ER -