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
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