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We consider a queueing system with $n$ parallel queues operating according to the so-called "supermarket model" in which arriving customers join the shortest of $d$ randomly selected queues. Assuming rate $n\lambda_{n}$ Poisson arrivals and…

概率论 · 数学 2017-01-19 Patrick Eschenfeldt , David Gamarnik

Priority queues with parallel access are an attractive data structure for applications like prioritized online scheduling, discrete event simulation, or greedy algorithms. However, a classical priority queue constitutes a severe bottleneck…

数据结构与算法 · 计算机科学 2021-07-23 Marvin Williams , Peter Sanders , Roman Dementiev

The paper studies closed queueing networks containing a server station and $k$ client stations. The server station is an infinite server queueing system, and client stations are single-server queueing systems with autonomous service, i.e.…

概率论 · 数学 2008-01-24 Vyacheslav M. Abramov

Linear quadratic regulator (LQR) is one of the most popular frameworks to tackle continuous Markov decision process tasks. With its fundamental theory and tractable optimal policy, LQR has been revisited and analyzed in recent years, in…

人工智能 · 计算机科学 2020-07-14 Youngsuk Park , Ryan A. Rossi , Zheng Wen , Gang Wu , Handong Zhao

Queue networks describe complex stochastic systems of both theoretical and practical interest. They provide the means to assess alterations, diagnose poor performance and evaluate robustness across sets of interconnected resources. In the…

统计计算 · 统计学 2017-11-02 Iker Perez , David Hodge , Theodore Kypraios

The paper deals with a sharing economy system with various management factors by using a bulk input G/M/1 type queuing model. The effective management of operating costs is vital for controlling the sharing economy platform and this…

概率论 · 数学 2019-10-24 Song-Kyoo Kim , Chan Yeob Yeun

Explicit results are obtained using simple and exact methods for the joint queue-length distribution of the M/M/c queue with an arbitrary number of non-preemptive priority levels. This work is the first to provide explicit results for the…

概率论 · 数学 2023-11-06 Josef Zuk , David Kirszenblat

This note introduces a piecewise-deterministic queueing (PDQ) model to study the stability of traffic queues in parallel-link transportation systems facing stochastic capacity fluctuations. The saturation rate (capacity) of the PDQ model…

最优化与控制 · 数学 2018-02-19 Li Jin , Saurabh Amin

Mixed-precision quantization (MPQ) suffers from the time-consuming process of searching the optimal bit-width allocation i.e., the policy) for each layer, especially when using large-scale datasets such as ISLVRC-2012. This limits the…

计算机视觉与模式识别 · 计算机科学 2023-08-24 Chen Tang , Kai Ouyang , Zenghao Chai , Yunpeng Bai , Yuan Meng , Zhi Wang , Wenwu Zhu

In this paper, we use a machine learning approach to predict the stationary distributions of the number of customers in a single-staiton multi server system. We consider two systems, the first is $c$ homogeneous servers, namely the…

性能 · 计算机科学 2025-04-03 Eliran Sherzer

Load balancing algorithms play a vital role in enhancing performance in data centers and cloud networks. Due to the massive size of these systems, scalability challenges, and especially the communication overhead associated with load…

概率论 · 数学 2019-03-07 Mark van der Boor , Sem Borst , Johan van Leeuwaarden

We introduce the {\Delta}(i)/GI/1 queue, a new queueing model. In this model, customers from a given population independently sample a time to arrive from some given distribution F. Thus, the arrival times are an ordered statistics, and the…

概率论 · 数学 2014-12-09 Harsha Honnappa , Rahul Jain , Amy R. Ward

Motivated by the increasing use of online appointment booking platforms, we study how to offer appointment slots to customers in order to maximize the total number of slots booked. We develop two models, non-sequential offering and…

最优化与控制 · 数学 2017-12-25 Nan Liu , Peter M. van de Ven , Bo Zhang

The concurrency literature presents a number of approaches for building non-blocking, FIFO, multiple-producer and multiple-consumer (MPMC) queues. However, only a fraction of them have high performance. In addition, many queue designs, such…

分布式、并行与集群计算 · 计算机科学 2022-07-15 Ruslan Nikolaev , Binoy Ravindran

We investigate Markovian queues that are examined by a controller at random times determined by a Poisson process. Upon examination, the controller sets the service speed to be equal to the minimum of the current number of customers in the…

性能 · 计算机科学 2023-03-30 R. Núñez-Queija , B. J. Prabhu , J. A. C. Resing

We review the role of information and learning in the stability and optimization of queueing systems. In recent years, techniques from supervised learning, bandit learning and reinforcement learning have been applied to queueing systems…

机器学习 · 计算机科学 2021-10-12 Neil Walton , Kuang Xu

We give a recursive construction of the stationary distribution of multi-type asymmetric simple exclusion processes on a finite ring or on the infinite line $Z$. The construction can be interpreted in terms of "multi-line diagrams" or…

概率论 · 数学 2020-03-10 James B. Martin

Large language model (LLM) serving is becoming an increasingly critical workload for cloud providers. Existing LLM serving systems focus on interactive requests, such as chatbots and coding assistants, with tight latency SLO requirements.…

分布式、并行与集群计算 · 计算机科学 2025-02-26 Archit Patke , Dhemath Reddy , Saurabh Jha , Haoran Qiu , Christian Pinto , Chandra Narayanaswami , Zbigniew Kalbarczyk , Ravishankar Iyer

While reinforcement learning has been increasingly applied to stochastic control, few studies have systematically examined policy-based methods in queuing environments modeled as a semi-Markov decision process (SMDP). To address this gap,…

最优化与控制 · 数学 2026-04-28 Joseph Walton , Gabriel Nicolosi

The combination of recent emerging technologies such as network function virtualization (NFV) and network programmability (SDN) gave birth to the Network Slicing revolution. 5G networks consist of multi-tenant infrastructures capable of…

网络与互联网体系结构 · 计算机科学 2019-07-03 Bin Han , Vincenzo Sciancalepore , Di Feng , Xavier Costa-Perez , Hans D. Schotten