DocumentCode :
718971
Title :
Statistical modeling of the average channel gain and delay spread in in-home PLC channels
Author :
Oliveira, Thiago R. ; Zeller, Camila B. ; Netto, Sergio L. ; Ribeiro, Moises V.
Author_Institution :
IFSEMG (Fed. Inst. of Educ., Sci. & Technol. of the Southeast of Minas Gerais), Juiz de Fora, Brazil
fYear :
2015
fDate :
March 29 2015-April 1 2015
Firstpage :
184
Lastpage :
188
Abstract :
This work describes a complete statistical modeling of the average channel gain in dB (ACGdB) and the root mean squared delay spread (RMS-DS) for power line communication (PLC) systems. The PLC channel features are estimated from 148,037 channel frequency responses measured in 7 typical different places in an urban area in Brazil. Two frequency bands are considered: from 1.7 up to 30 MHz and from 1.7 up to 100 MHz. The resulting datasets for ACGdB and RMS-DS were fitted to well known continuous distributions, including symmetric (Logistic and Normal) and asymmetric (Exponential, Gamma, Inverse Gaussian, Loglogistic, Lognormal, Nakagami, Rayleigh, Rician, Skew-normal, t-Student and Weibull) cases. The best distribution fitted to the considered dataset is indicated by the log-likelihood value and three distinct information criteria. The achieved results revealed that the ACGdB is better modeled by the Skew-normal and the Nakagami distributions for the frequency bands from 1.7 up to 30 MHz and 100 MHz, respectively, whereas the RMS-DS is little bit better modeled by the Gamma distribution, then by the Lognormal distribution, in both frequency bands considered.
Keywords :
Gaussian distribution; Weibull distribution; carrier transmission on power lines; exponential distribution; gamma distribution; log normal distribution; normal distribution; Gamma distribution; Nakagami distribution; PLC systems; Rayleigh distribution; Rician distribution; Weibull distribution; asymmetric distribution; average channel gain; complete statistical modeling; continuous distributions; exponential distribution; frequency 1.7 MHz to 100 MHz; inverse Gaussian distribution; loglogistic distribution; lognormal distribution; power line communication systems; root mean squared delay spread; skew-normal distribution; symmetric distibution; t-student distribution; Channel estimation; Delays; Frequency measurement; Maximum likelihood estimation; Nakagami distribution; Power line communications; Statistical distributions; Statistical modeling; average channel gain; delay spread; maximum likelihood;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Power Line Communications and its Applications (ISPLC), 2015 International Symposium on
Conference_Location :
Austin, TX
Type :
conf
DOI :
10.1109/ISPLC.2015.7147611
Filename :
7147611
Link To Document :
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