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We consider the problem of packet scheduling in single-hop queueing networks, and analyze the impact of heavy-tailed traffic on the performance of Max-Weight scheduling. As a performance metric we use the delay stability of traffic flows: a…

网络与互联网体系结构 · 计算机科学 2011-08-02 Mihalis G. Markakis , Eytan H. Modiano , John N. Tsitsiklis

We carry out a delay stability analysis (i.e., determine conditions under which expected steady-state delays at a queue are finite) for a simple 3-queue system operated under the Max-Weight scheduling policy, for the case where one of the…

系统与控制 · 计算机科学 2012-07-25 Mihalis G. Markakis , Eytan Modiano , John N. Tsitsiklis

We consider a two-node fluid network with batch arrivals of random size having a heavy-tailed distribution. We are interested in the tail asymptotics for the stationary distribution of a two-dimensional queue-length process. The tail…

概率论 · 数学 2016-11-25 Sergey Foss , Masakiyo Miyazawa

We investigate the asymptotic behavior of the steady-state queue length distribution under generalized max-weight scheduling in the presence of heavy-tailed traffic. We consider a system consisting of two parallel queues, served by a single…

网络与互联网体系结构 · 计算机科学 2010-07-27 Krishna Jagannathan , Mihalis Markakis , Eytan Modiano , John N. Tsitsiklis

We consider a switch operating under the MaxWeight scheduling algorithm, under any traffic pattern such that all the ports are loaded. This system is interesting to study since the queue lengths exhibit a multi-dimensional state-space…

概率论 · 数学 2015-06-11 Siva Theja Maguluri , R. Srikant

One of the key performance measures in queueing systems is the exponential decay rate of the steady-state tail probabilities of the queue lengths. It is known that if a corresponding fluid model is stable and the stochastic primitives have…

概率论 · 数学 2007-05-23 David Gamarnik , Sean Meyn

We consider the delay properties of max-weight opportunistic scheduling in a multi-user ON/OFF wireless system, such as a multi-user downlink or uplink. It is well known that max-weight scheduling stabilizes the network (and hence yields…

最优化与控制 · 数学 2009-01-02 Michael J. Neely

In general, obtaining the exact steady-state distribution of queue lengths is not feasible. Therefore, we establish bounds for the tail probabilities of queue lengths. Specifically, we examine queueing systems under Heavy-Traffic (HT)…

We present upper and lower bounds for the tail distribution of the stationary waiting time $D$ in the stable $GI/GI/s$ FCFS queue. These bounds depend on the value of the traffic load $\rho$ which is the ratio of mean service and mean…

概率论 · 数学 2013-03-20 Sergey Foss , Dmitry Korshunov

It is well-known that large deviations of random walks driven by independent and identically distributed heavy-tailed random variables are governed by the so-called principle of one large jump. We note that further subtleties hold for such…

概率论 · 数学 2017-01-30 Harald Bernhard , Bikramjit Das

In this paper, we consider a load balancing system under a general pull-based policy. In particular, each arrival is randomly dispatched to one of the servers whose queue lengths are below a threshold, if there are any; otherwise, this…

性能 · 计算机科学 2018-08-22 Xingyu Zhou , Jian Tan , Ness Shroff

We obtain asymptotic bounds for the tail distribution of steady-state waiting time in a two server queue where each server processes incoming jobs at a rate equal to the rate of their arrivals (that is, the half-loaded regime). The job…

概率论 · 数学 2016-04-05 Jose Blanchet , Karthyek Murthy

The present paper is concerned with the stationary workload of queues with heavy-tailed (regularly varying) characteristics. We adopt a transform perspective to illuminate a close connection between the tail asymptotics and heavy-traffic…

概率论 · 数学 2023-04-20 Sem Borst

The model is a "generalized switch", serving multiple traffic flows in discrete time. The switch uses MaxWeight algorithm to make a service decision (scheduling choice) at each time step, which determines the probability distribution of the…

概率论 · 数学 2015-02-13 Rahul Singh , Alexander Stolyar

We provide upper bounds on the end-to-end backlog and delay in a network with heavy-tailed and self-similar traffic. The analysis follows a network calculus approach where traffic is characterized by envelope functions and service is…

网络与互联网体系结构 · 计算机科学 2013-12-30 Jorg Liebeherr , Almut Burchard , Florin Ciucu

Lyapunov drift and Lyapunov optimization are powerful techniques for optimizing time averages in stochastic queueing networks subject to stability. However, there are various definitions of queue stability in the literature, and the most…

最优化与控制 · 数学 2010-10-28 Michael J. Neely

Extreme events and the heavy tail distributions driven by them are ubiquitous in various scientific, engineering and financial research. They are typically associated with stochastic instability caused by hidden unresolved processes.…

概率论 · 数学 2019-05-22 Andrew J. Majda , Xin T. Tong

Two of the most popular approximations for the distribution of the steady-state waiting time, $W_{\infty}$, of the M/G/1 queue are the so-called heavy-traffic approximation and heavy-tailed asymptotic, respectively. If the traffic…

概率论 · 数学 2011-04-08 Mariana Olvera-Cravioto , Jose Blanchet , Peter Glynn

The recent availability of electronic datasets containing large volumes of communication data has made it possible to study human behavior on a larger scale than ever before. From this, it has been discovered that across a diverse range of…

物理与社会 · 物理学 2015-05-08 Gordon J Ross , Tim Jones

Consider a switched queueing network with general routing among its queues. The MaxWeight policy assigns available service by maximizing the objective function $\sum_j Q_j \sigma_j$ among the different feasible service options, where $Q_j$…

概率论 · 数学 2021-01-25 Maury Bramson , Bernardo D'Auria , Neil Walton
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