Hidden Markov modeling of flat fading channels

Citation
W. Turin et R. Van Nobelen, Hidden Markov modeling of flat fading channels, IEEE J SEL, 16(9), 1998, pp. 1809-1817
Citations number
26
Categorie Soggetti
Information Tecnology & Communication Systems
Journal title
IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS
ISSN journal
07338716 → ACNP
Volume
16
Issue
9
Year of publication
1998
Pages
1809 - 1817
Database
ISI
SICI code
0733-8716(199812)16:9<1809:HMMOFF>2.0.ZU;2-B
Abstract
Hidden Markov models (HMM's) are a powerful tool for modeling stochastic ra ndom processes. They are general enough to model with high accuracy a large variety of processes and are relatively simple allowing us to compute anal ytically many important parameters of the process which are very difficult to calculate for other models (such as complex Gaussian processes). Another advantage of using HMM's is the existence of powerful algorithms for fitti ng them to experimental data and approximating other processes, In this pap er, we demonstrate that communication channel fading can be accurately mode led by HMM's, and we find closed-form solutions for the probability distrib ution of fade duration and the number of level crossings.