DocumentCode :
2839068
Title :
An hidden Markov model for indoor channel based on experimental data
Author :
Costamagna, Eugenio ; Favalli, Lorenzo ; Gamba, Paolo ; Passi, Elisa ; Babich, Fulvio
Author_Institution :
Dipartimento di Elettronica, Pavia Univ., Italy
fYear :
2000
fDate :
2000
Firstpage :
69
Lastpage :
72
Abstract :
Accurate models of digital transmission channels is fundamental in the assessment of the performance of communications systems. In particular generative models for their usability in simulations have been studied through the years. In this paper we describe a model using deterministic hidden Markov systems customized to match experimental data and provide some rule of thumb to drive the architectural choices of the state diagram. Model parameters are tuned by means of the Baum-Welch algorithm starting from measured error patterns in an indoor environment in the 1.9 GHz band for different receiver speeds and interference levels
Keywords :
cordless telephone systems; digital radio; hidden Markov models; indoor radio; land mobile radio; radiofrequency interference; time-varying channels; 1.9 GHz; Baum-Welch algorithm; DECT; architectural choice; deterministic hidden Markov systems; digital transmission channels; error patterns; hidden Markov model; indoor channel; interference levels; mobile radio; receiver speed; state diagram; Bipartite graph; Error probability; Hidden Markov models; Indoor environments; Interference; Mathematical model; Probability distribution; State-space methods; Usability; Velocity measurement;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Antennas and Propagation for Wireless Communications, 2000 IEEE-APS Conference on
Conference_Location :
Waltham, MA
Print_ISBN :
0-7803-5894-5
Type :
conf
DOI :
10.1109/APWC.2000.900144
Filename :
900144
Link To Document :
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