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This paper investigates the use of deep reinforcement learning (DRL) in a MAC protocol for heterogeneous wireless networking referred to as Deep-reinforcement Learning Multiple Access (DLMA). The thrust of this work is partially inspired by…

网络与互联网体系结构 · 计算机科学 2018-07-17 Yiding Yu , Taotao Wang , Soung Chang Liew

The scarcity of the licensed spectrum is forcing emerging Internet of Things (IoT) networks to operate within the unlicensed spectrum. Yet there has been extensive observation indicating that performance deterioration and significant…

网络与互联网体系结构 · 计算机科学 2025-02-28 Wenhai Lin , Xinghua Sun , Anshan Yuan , Yayu Gao

Wireless networks equipped with the CSMA protocol are subject to collisions due to interference. For a given interference range we investigate the tradeoff between collisions (hidden nodes) and unused capacity (exposed nodes). We show that…

网络与互联网体系结构 · 计算机科学 2010-04-08 P. M. van de Ven , A. J. E. M. Janssen , J. S. H. van Leeuwaarden

It was shown recently that CSMA (Carrier Sense Multiple Access)-like distributed algorithms can achieve the maximal throughput in wireless networks (and task processing networks) under certain assumptions. One important, but idealized…

网络与互联网体系结构 · 计算机科学 2016-11-18 Libin Jiang , Jean Walrand

This paper investigates a new class of carrier-sense multiple access (CSMA) protocols that employ deep reinforcement learning (DRL) techniques for heterogeneous wireless networking, referred to as carrier-sense deep-reinforcement learning…

网络与互联网体系结构 · 计算机科学 2018-10-17 Yiding Yu , Soung Chang Liew , Taotao Wang

In this technical report, the throughput performance of CSMA networks with two representative receiver structures, i.e., the collision model and the capture model, is characterized and optimized. The analysis is further applied to an IEEE…

网络与互联网体系结构 · 计算机科学 2019-06-18 Xinghua Sun , Lin Dai

This paper is focused on the problem of optimizing the aggregate throughput of the Distributed Coordination Function (DCF) employing the basic access mechanism at the data link layer of IEEE 802.11 protocols. In order to broaden the…

网络与互联网体系结构 · 计算机科学 2008-12-18 Massimiliano Laddomada , Fabio Mesiti

Maximum throughput requires path diversity enabled by bifurcating traffic at different network nodes. In this work, we consider a network where traffic bifurcation is allowed only at a subset of nodes called \emph{routers}, while the rest…

网络与互联网体系结构 · 计算机科学 2014-09-08 Georgios Paschos , Eytan Modiano

We introduce a new, "worst-case" model for an asynchronous communication network and investigate the simplest (yet central) task in this model, namely the feasibility of end-to-end routing. Motivated by the question of how successful a…

网络与互联网体系结构 · 计算机科学 2009-10-26 Paul Bunn , Rafail Ostrovsky

The discrepancy between the upper bound on throughput in wireless networks and the throughput scaling in random networks which is also known as the connectivity-throughput trade-off is analyzed. In a random network with $\lambda$ nodes per…

信息论 · 计算机科学 2010-08-23 Ralph Tanbourgi , Holger Jäkel , Friedrich K. Jondral

This paper considers the slotted ALOHA protocol in a communication channel shared by N users. It is assumed that the channel has the multiple-packet reception (MPR) capability that allows the correct reception of up to M ($1 \leq M < N$)…

信息论 · 计算机科学 2017-07-26 Yijin Zhang , Yuan-Hsun Lo , Feng Shu , Jun Li

This paper investigates the throughput for wireless network with full-duplex radios using stochastic geometry. Full-duplex (FD) radios can exchange data simultaneously with each other. On the other hand, the downside of FD transmission is…

信息论 · 计算机科学 2014-09-29 Zhen Tong , Martin Haenggi

In these notes we study synchronizability of dynamical processes defined on complex networks as well as its interplay with network topology. Building from a recent work by Barahona and Pecora [Phys. Rev. Lett. 89, 054101 (2002)], we use a…

无序系统与神经网络 · 物理学 2007-05-23 Luca Donetti , Pablo I. Hurtado , Miguel A. Munoz

This work clarifies the relation between network circuit (topology) and behavior (information transmission and synchronization) in active networks, e.g. neural networks. As an application, we show how to determine a network topology that is…

混沌动力学 · 物理学 2015-05-13 M. S. Baptista , J. X. de Carvalho , M. S. Hussein

This article studies disruption tolerant networks (DTNs) where each node knows the probabilistic distribution of contacts with other nodes. It proposes a framework that allows one to formalize the behaviour of such a network. It generalizes…

网络与互联网体系结构 · 计算机科学 2007-05-23 Jean-Marc Francois , Guy Leduc

The end-to-end throughput of multi-hop communication in wireless ad hoc networks is affected by the conflict between forwarding nodes. It has been shown that sending more packets than maximum achievable end-to-end throughput not only fails…

网络与互联网体系结构 · 计算机科学 2019-05-15 Shahbaz Rezaei , Mohammed Gharib , Ali Movaghar

Characterizing and comparing the optimal energy efficiency in energy-aware machine-to-machine (M2M) random access networks remains a challenge due to the distributed nature of the access behavior of nodes. To address this issue, this letter…

网络与互联网体系结构 · 计算机科学 2024-06-24 Anshan Yuan , Fangming Zhao , Xinghua Sun

We investigate optimal channel assignment algorithms that maximize per node throughput in dense multichannel multi-radio (MC-MR) wireless networks. Specifically, we consider an MC-MR network where all nodes are within the transmission range…

网络与互联网体系结构 · 计算机科学 2012-09-05 Rahul Urgaonkar , Ram Ramanathan , Jason Redi , William N. Tetteh

We consider multiuser scheduling in wireless networks with channel variations and flow-level dynamics. Recently, it has been shown that the MaxWeight algorithm, which is throughput-optimal in networks with a fixed number users, fails to…

网络与互联网体系结构 · 计算机科学 2010-08-17 Shihuan Liu , Lei Ying , R. Srikant

Non-orthogonal multiple access (NOMA) has been considered as a promising solution for improving the spectrum efficiency of next-generation wireless networks. In this paper, the performance of a p-persistent slotted ALOHA system in support…

网络与互联网体系结构 · 计算机科学 2020-02-25 Ziru Chen , Yong Liu , Sami Khairy , Lin X. Cai , Yu Cheng , Ran Zhang
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