DocumentCode :
2442216
Title :
Monte Carlo simulation with error classification for multipath Rayleigh fading channel
Author :
Dong, Liang ; Wenbo, Wang ; Yonghua, Li
Author_Institution :
Wireless Signal Process. & Network Lab., Beijing Univ. of Posts & Telecommun., Beijing, China
fYear :
2009
fDate :
25-27 May 2009
Firstpage :
223
Lastpage :
227
Abstract :
Evaluation of bit error rate (BER) of a digital communication system is usually done via simulation using Monte Carlo (MC) method. For low BER, MC method requires huge sample sizes to achieve certain efficiency. To overcome this limitation, many variance reduction techniques such as importance sampling (IS) have been proposed. In this paper, we put forward a novel simulation method - Monte Carlo simulation with error classification (EC-MC). This method can reduce the estimation variance through dividing the total errors into many sub-categories and optimizing the simulation samples for each sub-category. We apply this method in simulations of both single-path Rayleigh fading channel and multipath Rayleigh fading channel with orthogonal space-time block coded MIMO systems. The simulation results demonstrate EC-MC method can achieve the same accuracy at smaller sample sizes and shorter simulation runtime, comparing with both conventional MC and IS methods, especially at high signal to noise ratios.
Keywords :
Monte Carlo methods; Rayleigh channels; error statistics; importance sampling; multipath channels; orthogonal codes; space-time codes; BER; MIMO systems; Monte Carlo simulation; Rayleigh fading channel; bit error rate; error classification; estimation variance; importance sampling; multipath channel; orthogonal space-time block code; variance reduction techniques; Bit error rate; Digital communication; Fading; MIMO; Monte Carlo methods; Optimization methods; Postal services; Runtime; Signal processing; Wireless communication; Monte Carlo simulation; error classification; fading; importance sampling; variance reduction;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Telecommunications, 2009. ICT '09. International Conference on
Conference_Location :
Marrakech
Print_ISBN :
978-1-4244-2936-3
Electronic_ISBN :
978-1-4244-2937-0
Type :
conf
DOI :
10.1109/ICTEL.2009.5158648
Filename :
5158648
Link To Document :
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