Multiplicative Multifractal Modeling of Long-range-dependent (lrd) Traac in Computer Communications Networks

نویسندگان

  • Jianbo Gao
  • Izhak Rubin
چکیده

Source traac streams as well as aggregated traac ows often exhibit long-range-dependent (LRD) properties. In this work, we model traac streams using multi-plicative multifractal processes. We develop two type of models, the multifractal point processes and multifractal counting processes. We demonstrate our model to eeectively track the behavior exhibited by the system driven by the actual traf-c processes. We also study the superposition of LRD ows. We prove that the superposition of a nite number of multiplicative multifractal traac streams results asymptotically in another multifractal stream. Furthermore we demonstrate numerically that the superimposed process can be eeectively modeled by an ideal multiplicative process.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

ICC ' 2000 , June , 2000 , New Orleans , Louisiana

Source traac streams as well as aggre-gated traac ows often exhibit long-range-dependent (LRD) properties. In this paper, we model each traac stream component through the multiplicative multi-fractal counting process traac model. We prove that the superposition of a nite number of multiplicative multifractal traac streams results in another multi-fractal stream. This property makes the multifra...

متن کامل

Multifractal Modeling of Counting Processes of Long-range Dependent Network Traac

We study traac streams through their counting process representation. We examine the long-range-dependent (LRD) characteristics of such processes. We rst show that the measured LRD traac, as described by the interarrival time and packet size sequences , is suuciently well approximated by a synthesized stream formed by recording the counting state of the traac at the start of each time slot. We ...

متن کامل

Superposition of Multiplicative Multifractal Traffic Streams

Source traffic streams as well as aggregated traffic flows often exhibit long-range-dependent (LRD) properties. In this paper, we model each traffic stream component through the multiplicative multifractal counting process traffic model. We prove that the superposition of a finite number of multiplicative multifractal traffic streams results in another multifractal stream. This property makes t...

متن کامل

Multiscale Modeling and Queuing Analysis of Long-range-dependent Network Traac

We develop a simple multiscale model for the analysis and synthesis of nonGaus-sian, long-range-dependent (LRD) network traac loads. The wavelet transform eeec-tively decorrelates LRD signals and hence is well-suited to model such data. However, traditional wavelet-based models are Gaussian in nature and so can at best match second-order statistics of inherently nonGaussian traac loads. Using a...

متن کامل

Multifractal Analysis and Modeling of Long-range-dependent Traac

We present a multiplicative multifrac-tal process to model long-range dependent traac. Using traac trace data captured by Bellcore from operations across local and wide area networks, we examine the interarrival time series and the packet length sequences. We show the multiplicative process to effectively characterize the stochastic behavior exhibited by these processes. Furthermore we consider...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 1999