Fractional Ornstein-Uhlenbeck Levy processes and the Telecom process: Upstairs and downstairs

被引:54
作者
Wolpert, RL
Taqqu, MS
机构
[1] Duke Univ, Inst Stat & Decis Sci, Durham, NC 27708 USA
[2] Boston Univ, Dept Math & Stat, Boston, MA 02459 USA
基金
美国国家科学基金会;
关键词
fractional Brownian motion; fractional Levy motion; fractional stable motion; infinitely divisible distributions; Levy processes; moving averages; stable processes;
D O I
10.1016/j.sigpro.2004.09.016
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We model the workload of a network device responding to a random flux of work requests with various intensities and durations in two ways, a conventional univariate stochastic integral approach ("downstairs") and a higherdimensional random field approach ("upstairs"). The models feature Gaussian, stable, Poisson and, more generally, infinitely divisible distributions reflecting the aggregate work requests from independent sources. We focus on the fractional Ornstein-Uhlenbeck Levy process and the Telecom process which is the limit of renewal reward processes where both the interrenewal times and the rewards are heavy-tailed. We show that the Telecom process can be interpreted as the workload of a network responding to job requests with stable infinite variance intensities and durations and that fractional Brownian motion (fBM) can be interpreted in the same way but with finite variance intensities. This explains the ubiquitous presence of fBM in network traffic. (c) 2005 Elsevier B.V. All rights reserved.
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页码:1523 / 1545
页数:23
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