DocumentCode :
2989501
Title :
Performance evaluation of Viterbi decoders by multicanonical Monte Carlo simulations
Author :
Secondini, Marco ; Fertonani, Dario ; Colavolpe, Giulio ; Forestieri, Enrico
Author_Institution :
Scuola Superiore Sant´´Anna, Pisa, Italy
fYear :
2009
fDate :
June 28 2009-July 3 2009
Firstpage :
1363
Lastpage :
1367
Abstract :
We propose a novel simulation-based method to evaluate the performance of Viterbi decoders. In particular, we address scenarios where the error probability is very low, that is, scenarios where classical Monte Carlo simulations would require impractical execution times before producing reliable results. As other recent fast-simulation approaches, the proposed method relies on the multicanonical Monte Carlo technique, but, unlike the existing general-purpose methods, it is specifically designed for Viterbi decoders, the algorithm being driven by a control variable that depends on the state metrics of the various survivors over the trellis. In simple scenarios for which analytical tools are available, the simulation results agree with them, while, in the most common scenarios, no analytical tool is available and the proposed method gives the fastest way for the estimation of low error probabilities.
Keywords :
Monte Carlo methods; Viterbi decoding; error statistics; performance evaluation; Viterbi decoders; error probability; multicanonical Monte Carlo simulations; performance evaluation; state metrics; Additive white noise; Communication system control; Computational modeling; Error analysis; Error probability; Iterative algorithms; Maximum likelihood decoding; Monte Carlo methods; Random variables; Viterbi algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Theory, 2009. ISIT 2009. IEEE International Symposium on
Conference_Location :
Seoul
Print_ISBN :
978-1-4244-4312-3
Electronic_ISBN :
978-1-4244-4313-0
Type :
conf
DOI :
10.1109/ISIT.2009.5205917
Filename :
5205917
Link To Document :
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