• 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