Title :
Transition Matrix Monte Carlo technique for outage probability estimation in MIMO channels
Author :
Wijesinghe, P. ; Gunawardana, U. ; Liyanapathirana, R.
Author_Institution :
Sch. of Eng., Univ. of Western Sydney, Sydney, NSW, Australia
fDate :
Jan. 31 2011-Feb. 3 2011
Abstract :
We propose an algorithm for fast estimation of capacity and outage probability of multiple-input multiple-output (MIMO) fading Channels. The algorithm is based on a biased Monte Carlo method known as Transition Matrix Monte Carlo (TMMC) technique, which is a derivative of Multicanonical Monte Carlo (MMC) methods. The proposed algorithm can estimate probabilities in the order of 10-12 using a sample size of 4 × 105, in a MIMO system operating over Rayleigh fading channels. This elaborates the potential of the MMC family of simulation techniques for efficient simulation of fading communication systems.
Keywords :
MIMO communication; Monte Carlo methods; fading channels; probability; MIMO channels; MIMO fading channels; MIMO system; Rayleigh fading channels; biased Monte Carlo method; fading communication systems; fast estimation; multicanonical Monte Carlo method; multiple-input multiple-output fading channels; outage probability estimation; transition matrix Monte Carlo technique; Capacity planning; Estimation; Fading; Histograms; MIMO; Markov processes; Monte Carlo methods;
Conference_Titel :
Communications Theory Workshop (AusCTW), 2011 Australian
Conference_Location :
Melbourne, VIC
Print_ISBN :
978-1-4244-9714-0
DOI :
10.1109/AUSCTW.2011.5728750