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We study networks of interacting queues governed by utility-maximising service-rate allocations in both discrete and continuous time. For {\em finite} networks we establish stability and some steady-state moment bounds under natural…

概率论 · 数学 2019-08-21 Seva Shneer , Alexander Stolyar

The overall performance of a distributed system is highly dependent on the communication efficiency of the system. Although network resources (links, bandwidth) are becoming increasingly more available, the communication performance of data…

数据结构与算法 · 计算机科学 2009-06-02 Mugurel Ionut Andreica , Eliana-Dina Tirsa , Nicolae Tapus , Florin Pop , Ciprian Mihai Dobre

We consider performance deterioration of interconnected linear dynamical networks subject to exogenous stochastic disturbances. The focus of this paper is on first-order and second-order linear consensus networks. We employ the expected…

最优化与控制 · 数学 2014-12-19 Milad Siami , Nader Motee

Min-max problems are important in multi-agent sequential decision-making because they improve the performance of the worst-performing agent in the network. However, solving the multi-agent min-max problem is challenging. We propose a…

多智能体系统 · 计算机科学 2024-05-31 Alexandros E. Tzikas , Jinkyoo Park , Mykel J. Kochenderfer , Ross E. Allen

Modern network systems, such as transportation and communication systems, are prone to cyber-physical disruptions and thus suffer efficiency loss. This paper studies network resiliency, in terms of throughput, and develops resilient control…

系统与控制 · 电气工程与系统科学 2025-01-08 Yu Tang , Li Jin

In this paper we introduce a new model of data packet transport, based on a stochastic approach with the aim of characterizing the load distribution on complex networks. Moreover we analyze the load standard deviation as an index of…

统计力学 · 物理学 2007-05-23 M. di Bernardo , F. Garofalo , S. Manfredi , F. Sorrentino

This work considers the design of online transmission policy in a wireless-powered communication system with a given energy budget. The system design objective is to maximize the long-term throughput of the system exploiting the energy…

信息论 · 计算机科学 2019-02-26 Xian Li , Xiangyun Zhou , Derrick Wing Kwan Ng , Changyin Sun

This paper proposes a supervised training algorithm for learning stochastic resource allocation policies with generative diffusion models (GDMs). We formulate the allocation problem as the maximization of an ergodic utility function subject…

机器学习 · 计算机科学 2025-09-23 Yigit Berkay Uslu , Samar Hadou , Shirin Saeedi Bidokhti , Alejandro Ribeiro

We analyse diffusion dynamics on weakly-coupled networks (interconnected networks) by means of separation of time scales. Using an adiabatic approximation we reduced the system dynamics to a Markov chain with aggregated variables and…

混沌动力学 · 物理学 2018-12-14 Grzegorz Siudem , Janusz A. Hołyst

The amount of data moved over dedicated and non-dedicated network links increases much faster than the increase in the network capacity, but the current solutions fail to guarantee even the promised achievable transfer throughputs. In this…

分布式、并行与集群计算 · 计算机科学 2019-01-01 Zulkar Nine , Tevfik Kosar

In this paper, we study the dynamics of epidemic processes taking place in temporal and adaptive networks. Building on the activity-driven network model, we propose an adaptive model of epidemic processes, where the network topology…

社会与信息网络 · 计算机科学 2018-02-27 Masaki Ogura , Victor M. Preciado , Naoki Masuda

This paper proposes a new class of online policies for scheduling in input-buffered crossbar switches. Our policies are throughput optimal for a large class of arrival processes which satisfy strong-law of large numbers. Given an initial…

网络与互联网体系结构 · 计算机科学 2009-02-09 Gagan Raj Gupta , Sujay Sanghavi , Ness B. Shroff

We consider a stochastic model of Internet congestion control, introduced by Massouli\'{e} and Roberts [Telecommunication Systems 15 (2000) 185--201], that represents the randomly varying number of flows in a network where bandwidth is…

概率论 · 数学 2009-03-03 H. Christian Gromoll , Ruth J. Williams

Threshold models and their dynamics may be used to model the spread of `behaviors' in social networks. Regarding such from a modal logical perspective, it is shown how standard update mechanisms may be emulated using action models -- graphs…

计算机科学与博弈论 · 计算机科学 2017-08-07 Rasmus K. Rendsvig

We introduce Markov Decision Processing Networks (MDPNs) as a multiclass queueing network model where service is a controlled, finite-state Markov process. The model exhibits a decision-dependent service process where actions taken…

最优化与控制 · 数学 2025-09-30 Sanidhay Bhambay , Thirupathaiah Vasantam , Neil Walton

In this paper, we equip the conventional discrete-time queueing network with a Markovian input process, that, in addition to the usual short-term stochastics, governs the mid- to long-term behavior of the links between the network nodes.…

系统与控制 · 电气工程与系统科学 2020-04-07 Richard Schoeffauer , Gerhard Wunder

We investigate a remote estimation problem in which a transmitter observes a Markov source and chooses the power level to transmit it over a time-varying packet-drop channel. The channel is modeled as a channel with Markovian state where…

系统与控制 · 计算机科学 2021-08-27 Jhelum Chakravorty , Aditya Mahajan

This brief paper presents simple simulation-based algorithms for obtaining an approximately optimal policy in a given finite set in large finite constrained Markov decision processes. The algorithms are adapted from playing strategies for…

最优化与控制 · 数学 2014-12-17 Hyeong Soo Chang

The existence of considerable amount of redundancy in the Internet traffic at the packet level has stimulated the deployment of packet-level redundancy elimination techniques within the network by enabling network nodes to memorize data…

网络与互联网体系结构 · 计算机科学 2014-11-25 Ahmad Beirami , Mohsen Sardari , Faramarz Fekri

The problem of designing policies for in-network function computation with minimum energy consumption subject to a latency constraint is considered. The scaling behavior of the energy consumption under the latency constraint is analyzed for…

网络与互联网体系结构 · 计算机科学 2016-11-17 Paul Balister , Béla Bollobás , Animashree Anandkumar , Alan Willsky