Modeling IP traffic using the batch Markovian arrival process
نویسندگان
چکیده
منابع مشابه
Modeling IP traffic using the batch Markovian arrival process
In this paper, we show how to utilize the expectation-maximization (EM) algorithm for efficient and numerical stable parameter estimation of the batch Markovian arrival process (BMAP). In fact, effective computational formulas for the E-step of the EM algorithm are presented, which utilize the well-known randomization technique and a stable calculation of Poisson jump probabilities. Moreover, w...
متن کاملTraffic Modeling of IP Networks Using the Batch Markovian Arrival Process
In this paper, we identify the batch Markovian arrival process (BMAP) as analytically tractable model of choice for aggregated traffic modeling of IP networks. The key idea of this aggregated traffic model lies in customizing the batch Markovian arrival process such that the different lengths of IP packets are represented by rewards (i.e., batch sizes of arrivals) of the BMAP. The utilization o...
متن کاملBatch Markovian Arrival Processes (BMAP)
This article describes the batch Markovian arrival process (BMAP), a point process that is characterized by Markov-modulated batch arrivals of random size. The BMAP is a generalization of many well-known processes including the Markovian arrival process (MAP), the Poisson process, and the Markov-modulated Poisson process. It provides a common framework for modeling arrival processes in a variet...
متن کاملA Batch-Service Queueing Model with a Discrete Batch Markovian Arrival Process
Abstract. Queueing systems with batch service have been investigated extensively during the past decades. However, nearly all the studied models share the common feature that an uncorrelated arrival process is considered, which is unrealistic in several real-life situations. In this paper, we study a discrete-time queueing model, with a server that only initiates service when the amount of cust...
متن کاملModeling Arrival Flight Traffic Using Arena®
An arrival flight traffic model is presented to simulate time-varying arrivals via airport arrival fixes to runway. The underlying simulation was developed to support an analysis of airborne holding at airport meter fixes, based on changes in arrival capacity and operating procedures of the destination airport. A principal challenge was developing a modeling approach for aircraft arrivals, wher...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Performance Evaluation
سال: 2003
ISSN: 0166-5316
DOI: 10.1016/s0166-5316(03)00067-1