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相关论文: A Learning Approach to Wi-Fi Access

200 篇论文

Future wireless networks require high throughput and energy efficiency. This paper studies using Reinforcement Learning (RL) to do transmission rate and power control for maximizing a joint reward function consisting of both throughput and…

网络与互联网体系结构 · 计算机科学 2022-10-12 Fadlullah Raji , Lei Miao

The IEEE 802.11 MAC layer utilizes the Carrier Sense Multiple Access with Collision Avoidance (CSMA/CA) mechanism for channel contention, but dense Wi-Fi deployments often cause high collision rates. To address this, this paper proposes an…

网络与互联网体系结构 · 计算机科学 2024-12-31 Xinyang Du , Xuming Fang , Rong He , Li Yan , Liuming Lu , Chaoming Luo

We investigate optimal resource allocation for delay-limited cooperative communication in time varying wireless networks. Motivated by real-time applications that have stringent delay constraints, we develop a dynamic cooperation strategy…

信息论 · 计算机科学 2009-10-08 Rahul Urgaonkar , Michael J. Neely

In a wireless network the set of transmitting nodes changes frequently because of the MAC scheduler and the traffic load. Previously, connectivity in wireless networks was analyzed using static geometric graphs, and as we show leads to an…

信息论 · 计算机科学 2015-03-13 RadhaKrishna Ganti , Martin Haenggi

With the advantages of Millimeter wave in wireless communication network, the coverage radius and inter-site distance can be further reduced, the ultra dense network (UDN) becomes the mainstream of future networks. The main challenge faced…

网络与互联网体系结构 · 计算机科学 2020-04-20 Zhipeng Cheng , Minghui LiWangy , Ning Chen , Hongyue Lin , Zhibin Gao , Lianfen Huang

To cover a set of targets with known locations within an area with limited or prohibited ground access using a wireless sensor network, one approach is to deploy the sensors remotely, from an aircraft. In this approach, the lack of precise…

网络与互联网体系结构 · 计算机科学 2014-12-24 Habib Mostafaei , Mehdi Esnaashari , Mohammad Reza Meybodi

In indoor areas such as homes and offices, high throughput communication for multiple devices is quickly becoming a necessity. Even though an access point (AP) mounted with an omni-directional antenna can cover a whole room, it cannot…

网络与互联网体系结构 · 计算机科学 2020-03-05 Wei Sun

In this paper, we consider the performance of a random-access time-slotted wireless network with a single access point and a mix of half- and full- duplex stations. Full-duplex transmissions involve data transmitted simultaneously in both…

信息论 · 计算机科学 2014-07-15 Vaneet Aggarwal , N. K. Shankaranarayanan

By combining the features of CSMA and TDMA, fully decentralised WLAN MAC schemes have recently been proposed that converge to collision-free schedules. In this paper we describe a MAC with optimal long-run throughput that is almost…

网络与互联网体系结构 · 计算机科学 2013-09-19 Minyu Fang , David Malone , Ken R. Duffy , Douglas J. Leith

Split learning (SL) is a promising approach for training artificial intelligence (AI) models, in which devices collaborate with a server to train an AI model in a distributed manner, based on a same fixed split point. However, due to the…

机器学习 · 计算机科学 2025-03-14 Zuguang Li , Wen Wu , Shaohua Wu , Wei Wang

Recently, it has been shown that CSMA-type random access algorithms can achieve the maximum possible throughput in ad hoc wireless networks. However, these algorithms assume an idealized continuous-time CSMA protocol where collisions can…

网络与互联网体系结构 · 计算机科学 2019-11-13 Jian Ni , Bo Tan , R. Srikant

This paper investigates the virtualization and optimization of a multi-cell WLAN. We consider the station (STA)-access point (AP) association and airtime control for virtualized 802.11 networks to provide service customization and fairness…

网络与互联网体系结构 · 计算机科学 2015-08-17 Mahsa Derakhshani , Xiaowei Wang , Tho Le-Ngoc , Alberto Leon-Garcia

It has been known that load unaware channel selection in 802.11 networks results in high level interference, and can significantly reduce the network throughput. In current implementation, the only way to determine the traffic load on a…

网络与互联网体系结构 · 计算机科学 2016-04-05 Mehmet Karaca , Bjorn Landfeldt

The evolution of wireless communication systems requires flexible, energy-efficient, and cost-effective antenna technologies. Pinching antennas (PAs), which can dynamically control electromagnetic wave propagation through binary activation…

With the advent of the 5th generation of wireless standards and an increasing demand for higher throughput, methods to improve the spectral efficiency of wireless systems have become very important. In the context of cognitive radio, a…

信息论 · 计算机科学 2018-03-14 Vishnu Raj , Irene Dias , Thulasi Tholeti , Sheetal Kalyani

This paper considers a random access system where each sender can be in two modes of operation, active or not active, and where the set of active users is available to a common receiver only. Active transmitters encode data into independent…

信息论 · 计算机科学 2016-11-18 Paolo Minero , Massimo Franceschetti , David N. C. Tse

Artificial intelligence-generated traffic is changing the shape of wireless networks. Specifically, as the amount of data generated to train machine learning models is massive, network resources must be carefully allocated to continue…

网络与互联网体系结构 · 计算机科学 2026-02-03 Giovanni Perin , Eunjeong Jeong , Nikolaos Pappas

This paper presents a heuristic method for simplifying resource allocation in access systems, leveraging the concept of comparative advantage to reduce computational complexity while maintaining near-optimal performance. Using…

信号处理 · 电气工程与系统科学 2025-08-05 Lin Cheng , Bernardo A. Huberman

Despite the trend towards ubiquitous wireless connectivity, there are scenarios where the communications infrastructure is damaged and wireless coverage is insufficient or does not exist, such as in natural disasters and temporary crowded…

网络与互联网体系结构 · 计算机科学 2023-07-14 Ruben Queiros , Jose Ruela , Helder Fontes , Rui Campos

Considering a three-node multiple antenna relay system, this paper proposes a two-phase amplify-and-forward (AF) relaying protocol, which enables the autonomous relay to simultaneously harvest wireless power from the source information…

信息论 · 计算机科学 2015-05-04 Yang Huang , Bruno Clerckx