Stationary Birth-and-Death Processes Fit to Queues with Periodic Arrival Rate Functions

نویسنده

  • James Dong
چکیده

To better understand how to interpret birth-and-death (BD) processes fit to service system data, we investigate the consequences of fitting a BD process to a multi-server queue with a periodic time-varying arrival rate function. We study how this fitted BD process is related to the original queue-length process. If a BD process is fit to a segment of the sample path of the queue-length process, with the birth (death) rates in each state estimated by the observed number of arrivals (departures) in that state divided by the total time spent in that state, then under minor regularity conditions that BD process has the steady-state distribution of the queue length process in the original Mt/GI/s queueing model as the sample size increases. The steady-state distribution can be estimated efficiently by fitting a parametric function to the observed birth and death rates.

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

Using a Birth-and-Death Process to Estimate the Steady-State Distribution of a Periodic Queue

If the number of customers in a queueing system as a function of time has a proper limiting steady-state distribution, then that steady-state distribution can be estimated from system data by fitting a general stationary birth-and-death (BD) process model to the data and solving for its steady-state distribution using the familiar local-balance steady-state equation for BD processes, even if th...

متن کامل

Many-Server Limits for Periodic Infinite-Server Queues

To better understand (i) the long-run average performance of periodic many-server queues and (ii) the consequence of fitting a stationary birth-and-death (BD) process to a segment of the sample path of the queue-length process from a many-server system, we establish many-server heavy-traffic fluid limits for the periodic Mt/GI/∞ model. These yield relatively simple fluid approximations for both...

متن کامل

Heavy-traffic fluid limits for periodic infinite-server queues

To better understand what stochastic model might be appropriate in applications with system data, we study the consequences of fitting a stationary birthand-death (BD) process to the sample path of a periodic Mt/GI/∞model. The fitted BD process will necessarily have the correct steady-state distribution (appropriately defined), but will not have the correct transient behavior. Nevertheless, the...

متن کامل

Analysis of Queues with Markovian Service Processes∗

Markovian service process (MSP) is a model similar to the Markovian arrival process (MAP), where arrivals are replaced with service completions. The MSP can represent various queueing models such as vacation models, N -policy models and exceptional service models. We analyze MAP/MSP/1 queues and obtain a new sort of matrix-type factorization of the vector generating function for the stationary ...

متن کامل

The Asymptotic Behavior of Queues with Time-Varying Arrival Rates Author(s):

This paper discusses the asymptotic behavior of the M,/ G/c queue having a Poisson arrival process with a general deterministic intensity. Since traditional equilibrium does not always exist, other notions of asymptotic stability are introduced and investigated. For the periodic case, limit theorems are proved complementing Harrison and Lemoine (1977) and Lemoine (1981). PERIODIC QUEUE; NON-STA...

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 2015