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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 present an overview of scalable load balancing algorithms which provide favorable delay performance in large-scale systems, and yet only require minimal implementation overhead. Aimed at a broad audience, the paper starts with an…

We consider a system of $N$ parallel queues with identical exponential service rates and a single dispatcher where tasks arrive as a Poisson process. When a task arrives, the dispatcher always assigns it to an idle server, if there is any,…

概率论 · 数学 2016-12-14 D. Mukherjee , S. C. Borst , J. S. H. van Leeuwaarden , P. A. Whiting

Join-the-shortest queue (JSQ) and its variants have often been used in solving load balancing problems. The aim of such policies is to minimize the average system occupation, e.g., the customer's system time. In this work we extend the…

网络与互联网体系结构 · 计算机科学 2025-02-11 Andrea Fox , Francesco De Pellegrini , Eitan Altman , Arnob Ghosh , Ness Shroff

We consider a discrete-time parallel service system consisting of $n$ heterogeneous single server queues with infinite capacity. Jobs arrive to the system as an i.i.d. process with rate proportional to $n$, and must be immediately…

性能 · 计算机科学 2025-05-30 Yishun Luo , Martin Zubeldia

Load balancing algorithms play a crucial role in delivering robust application performance in data centers and cloud networks. Recently, strong interest has emerged in Join-the-Idle-Queue (JIQ) algorithms, which rely on tokens issued by…

概率论 · 数学 2017-06-06 Mark van der Boor , Sem Borst , Johan van Leeuwaarden

Recent years have seen a great increase in the capacity and parallel processing power of data centers and cloud services. To fully utilize the said distributed systems, optimal load balancing for parallel queuing architectures must be…

分布式、并行与集群计算 · 计算机科学 2022-08-10 Anam Tahir , Kai Cui , Heinz Koeppl

The basic load balancing scenario involves a single dispatcher where tasks arrive that must immediately be forwarded to one of $N$ single-server queues. We discuss recent advances on scalable load balancing schemes which provide favorable…

We present an analysis of large-scale load balancing systems, where the processing time distribution of tasks depends on both the task and server types. Our study focuses on the asymptotic regime, where the number of servers and task types…

概率论 · 数学 2023-06-19 Zhisheng Zhao , Debankur Mukherjee

Motivated by applications in data center networks, in this paper, we study the problem of scheduling in an input queued switch. While throughput maximizing algorithms in a switch are well-understood, delay analysis was developed only…

概率论 · 数学 2022-06-15 Prakirt Jhunjhunwala , Siva Theja Maguluri

Low latency is highly desirable for cloud services. To achieve low response time, stringent timing requirements are needed for task scheduling in a large-scale server farm spanning thousands of servers. In this paper, we conduct an in-depth…

分布式、并行与集群计算 · 计算机科学 2017-10-02 Chunpu Wang , Chen Feng , Julian Cheng

We consider a load balancing system consisting of $n$ single-server queues working in parallel, with heterogeneous service rates. Jobs arrive to a central dispatcher, which has to dispatch them to one of the queues immediately upon arrival.…

性能 · 计算机科学 2025-10-17 Yishun Luo , Martin Zubeldia

The emerging connected-vehicle technology provides a new dimension in developing more intelligent traffic control algorithms for signalized intersections in networked transportation systems. An important challenge for the scheduling problem…

网络与互联网体系结构 · 计算机科学 2017-01-20 Ping-Chun Hsieh , Xi Liu , Jian Jiao , I-Hong Hou , Yunlong Zhang , P. R. Kumar

We analyse Join-the-Shortest-Queue in a contemporary scaling regime known as the Non-Degenerate Slowdown regime. Join-the-Shortest-Queue (JSQ) is a classical load balancing policy for queueing systems with multiple parallel servers.…

概率论 · 数学 2018-02-13 Varun Gupta , Neil Walton

For general multi-hop queueing networks, delay optimal network control has unfortunately been an outstanding problem. The dynamic backpressure (BP) algorithm elegantly achieves throughput optimality, but does not yield good delay…

信息论 · 计算机科学 2015-04-22 Ying Cui , Edmund M. Yeh , Ran Liu

We study the scheduling polices for asymptotically optimal delay in queueing systems with switching overhead. Such systems consist of a single server that serves multiple queues, and some capacity is lost whenever the server switches to…

性能 · 计算机科学 2017-01-17 Ping-Chun Hsieh , I-Hong Hou , Xi Liu

Recent workload measurements in Google data centers provide an opportunity to challenge existing models and, more broadly, to enhance the understanding of dispatching policies in computing clusters. Through extensive data-driven…

分布式、并行与集群计算 · 计算机科学 2026-04-27 Mert Yildiz , Alexey Rolich , Andrea Baiocchi

Nowadays, the efficiency and even the feasibility of traditional load-balancing policies are challenged by the rapid growth of cloud infrastructure and the increasing levels of server heterogeneity. In such heterogeneous systems with many…

网络与互联网体系结构 · 计算机科学 2020-03-10 Shay Vargaftik , Isaac Keslassy , Ariel Orda

In queueing networks, it is well known that the throughput-optimal backpressure routing algorithm results in poor delay performance for light and moderate traffic loads. To improve delay performance, state-of-the-art backpressure routing…

网络与互联网体系结构 · 计算机科学 2017-08-24 Juntao Gao , Yulong Shen , Minoru Ito , Norio Shiratori

Motivated by few delay-optimal scheduling results, in comparison to results on throughput optimality, we investigate a canonical input-queued switch scheduling problem in which the objective is to minimize the discounted delay cost over an…

最优化与控制 · 数学 2023-02-14 Yingdong Lu , Siva Theja Maguluri , Mark S. Squillante , Tonghoon Suk , Xiaofan Wu
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