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This paper considers a cost minimization problem for data centers with N servers and randomly arriving service requests. A central router decides which server to use for each new request. Each server has three types of states (active, idle,…

分布式、并行与集群计算 · 计算机科学 2016-12-20 Xiaohan Wei , Michael J. Neely

Learning continuous-time stochastic dynamics is a fundamental and essential problem in modeling sporadic time series, whose observations are irregular and sparse in both time and dimension. For a given system whose latent states and…

机器学习 · 计算机科学 2021-04-30 Yingru Liu , Yucheng Xing , Xuewen Yang , Xin Wang , Jing Shi , Di Jin , Zhaoyue Chen

Early programming languages for software-defined networking (SDN) were built on top of the simple match-action paradigm offered by OpenFlow 1.0. However, emerging hardware and software switches offer much more sophisticated support for…

网络与互联网体系结构 · 计算机科学 2016-07-06 Mina Tahmasbi Arashloo , Yaron Koral , Michael Greenberg , Jennifer Rexford , David Walker

Since the early development of Software-Defined Network (SDN) technology, researchers have been concerned with the idea of physical distribution of the control plane to address scalability and reliability challenges of centralized designs.…

网络与互联网体系结构 · 计算机科学 2019-01-28 Konstantinos Poularakis , Qiaofeng Qin , Liang Ma , Sastry Kompella , Kin K. Leung , Leandros Tassiulas

The centralized architecture in software-defined network (SDN) provides a global view of the underlying network, paving the way for enormous research in the area of SDN traffic engineering (SDN TE). This research focuses on the load…

网络与互联网体系结构 · 计算机科学 2018-12-07 Sminesh C. N. , Grace Mary Kanaga E. , Ranjitha K

We propose a novel framework that reduces the management and integration overheads for real-time network flows by leveraging the capabilities (especially global visibility and management) of software-defined networking (SDN) architectures.…

网络与互联网体系结构 · 计算机科学 2017-05-04 Rakesh Kumar , Monowar Hasan , Smruti Padhy , Konstantin Evchenko , Lavanya Piramanayagam , Sibin Mohan , Rakesh B. Bobba

In distributed software-defined networks (SDN), multiple physical SDN controllers, each managing a network domain, are implemented to balance centralised control, scalability, and reliability requirements. In such networking paradigms,…

网络与互联网体系结构 · 计算机科学 2019-09-20 Ziyao Zhang , Liang Ma , Konstantinos Poularakis , Kin K. Leung , Jeremy Tucker , Ananthram Swami

Structured prediction tasks pose a fundamental trade-off between the need for model complexity to increase predictive power and the limited computational resources for inference in the exponentially-sized output spaces such models require.…

机器学习 · 统计学 2012-08-17 David Weiss , Benjamin Sapp , Ben Taskar

With network requirements diverging across emerging applications, latency-critical services demand minimal logic delay, while hyperscale training and collectives require sustained line-rate throughput for synchronized bulk transfers. This…

The flexible and programmable architectural model offered by Software-Defined Networking (SDN) has re-imagined modern networks. Supported by powerful hardware and high-speed communications between devices and the controller, SDN provides a…

网络与互联网体系结构 · 计算机科学 2021-06-08 Miheer Kulkarni , Michael Baddeley , Israat Haque

Software Defined Networking or SDN is an architectural approach to managing the network where the control and forwarding are different planes that are controlled through an application interface.

网络与互联网体系结构 · 计算机科学 2025-02-05 Amer T. Ali , Qutaiba I. Ali

Software-defined networking (SDN) enables advanced operation and management of network deployments through (virtually) centralised, programmable controllers, which deploy network functionality by installing rules in the flow tables of…

网络与互联网体系结构 · 计算机科学 2022-01-19 Vasileios Klimis , George Parisis , Bernhard Reus

With the advent of technologies such as Edge computing, the horizons of remote computational applications have broadened multidimensionally. Autonomous Unmanned Aerial Vehicle (UAV) mission is a vital application to utilize remote…

Minimizing transmission delay in wireless multi-hop networks is a fundamental yet challenging task due to the complex coupling among interference, queue dynamics, and distributed control. Traditional scheduling algorithms, such as…

信号处理 · 电气工程与系统科学 2025-12-10 Boxuan Wen , Junyu Luo

The stochastic knapsack has been used as a model in wide ranging applications from dynamic resource allocation to admission control in telecommunication. In recent years, a variation of the model has become a basic tool in studying problems…

证券定价 · 定量金融 2008-12-02 Grace Lin , Yingdong Lu , David Yao

By introducing programmability, automated verification, and innovative debugging tools, Software-Defined Networks (SDNs) are poised to meet the increasingly stringent dependability requirements of today's communication networks. However,…

网络与互联网体系结构 · 计算机科学 2022-03-31 Marco Canini , Iosif Salem , Liron Schiff , Elad Michael Schiller , Stefan Schmid

We consider a stochastic, dynamic job scheduling problem, formulated as a queueing control problem, in which a single server processes jobs of different types that arrive according to independent Poisson processes. The problem is defined on…

最优化与控制 · 数学 2025-09-09 Dongnuan Tian , Rob Shone

The Chance-Constrained Parallel Machine Scheduling Problem (CC-PMSP) assigns jobs with uncertain processing times to machines, ensuring that each machine's availability constraints are met with a certain probability. We present a…

最优化与控制 · 数学 2025-04-30 Nicolás Casassus , Margarita Castro , Gustavo Angulo

To improve the application-level communication performance, scheduling of coflows, a collection of parallel flows sharing the same objective, is prevalent in modern data center networks (DCNs). Meanwhile, a hybrid-switched DCN design…

网络与互联网体系结构 · 计算机科学 2023-06-19 Xin Wang , Hong Shen , Hui Tian

In this paper, we propose an optimization framework to design a network of positive linear systems whose structure switches according to a Markov process. The optimization framework herein proposed allows the network designer to optimize…

最优化与控制 · 数学 2019-03-19 Masaki Ogura , Victor M. Preciado