This paper focuses on a spectrum usage model in the time domain in the context of dynamic spectrum access (DSA). To achieve a sophisticated dynamic spectrum access, understanding the spectrum usage is an important task. We focus on duty cycle (DC) as a feature quantity of spectrum usage in the time domain and observed DC (O-DC) obtained from long-term spectrum measurement results is used for the modeling. In fact, O-DC has stochastic and deterministic behaviors and we have been investigated modeling for both behaviors. O-DC is stochastic behavior and a mixture distribution based modeling has been considered for the model of stochastic behavior. We employ nonparametric Bayesian model (NPBM) in which the number of distributions is also an adjustable parameter. Statistics of O-DC, such as mean of O-DC, has a deterministic behavior in time domain. Specifically, the deterministic behavior is determined by the common daily habits, such as mean of O-DC during is night is low, but it is high during daytime. We show the validity of the stochastic and deterministic model for O-DC based on long-term spectrum measurement results.
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Biomath Res Ctr, Christchurch 8041, New Zealand
Univ Canterbury, Dept Math & Stat, Christchurch 1, New ZealandBiomath Res Ctr, Christchurch 8041, New Zealand
Sainudiin, Raazesh
Thornton, Kevin
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Univ Calif Irvine, Dept Ecol & Evolutionary Biol, Irvine, CA 92717 USABiomath Res Ctr, Christchurch 8041, New Zealand
Thornton, Kevin
Harlow, Jennifer
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Univ Canterbury, Dept Math & Stat, Christchurch 1, New ZealandBiomath Res Ctr, Christchurch 8041, New Zealand
Harlow, Jennifer
Booth, James
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Cornell Univ, Dept Biol Stat & Computat Biol, Ithaca, NY USABiomath Res Ctr, Christchurch 8041, New Zealand
Booth, James
Stillman, Michael
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Cornell Univ, Dept Math, Ithaca, NY 14853 USABiomath Res Ctr, Christchurch 8041, New Zealand
Stillman, Michael
Yoshida, Ruriko
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Univ Kentucky, Dept Stat, Lexington, KY 40506 USABiomath Res Ctr, Christchurch 8041, New Zealand
Yoshida, Ruriko
Griffiths, Robert
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Univ Oxford, Dept Stat, Oxford OX1 3TG, EnglandBiomath Res Ctr, Christchurch 8041, New Zealand
Griffiths, Robert
McVean, Gil
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Univ Oxford, Dept Stat, Oxford OX1 3TG, EnglandBiomath Res Ctr, Christchurch 8041, New Zealand
McVean, Gil
Donnelly, Peter
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Univ Oxford, Dept Stat, Oxford OX1 3TG, EnglandBiomath Res Ctr, Christchurch 8041, New Zealand