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Multi-Access Point Coordination (MAPC) and Artificial Intelligence and Machine Learning (AI/ML) are expected to be key features in future Wi-Fi, such as the forthcoming IEEE 802.11bn (Wi-Fi~8) and beyond. In this paper, we explore a…

网络与互联网体系结构 · 计算机科学 2025-03-06 Francesc Wilhelmi , Boris Bellalta , Szymon Szott , Katarzyna Kosek-Szott , Sergio Barrachina-Muñoz

Due to its static protocol design, IEEE 802.11 (aka Wi-Fi) channel access lacks adaptability to address dynamic network conditions, resulting in inefficient spectrum utilization, unnecessary contention, and packet collisions. This paper…

Coordination among multiple access points (APs) is integral to IEEE 802.11bn (Wi-Fi 8) for managing contention in dense networks. This letter explores the benefits of Coordinated Spatial Reuse (C-SR) and proposes the use of reinforcement…

网络与互联网体系结构 · 计算机科学 2025-04-01 Maksymilian Wojnar , Wojciech Ciezobka , Katarzyna Kosek-Szott , Krzysztof Rusek , Szymon Szott , David Nunez , Boris Bellalta

Spatial Reuse (SR) has recently gained attention to maximize the performance of IEEE 802.11 Wireless Local Area Networks (WLANs). Decentralized mechanisms are expected to be key in the development of SR solutions for next-generation WLANs,…

网络与互联网体系结构 · 计算机科学 2018-12-17 Francesc Wilhelmi , Sergio Barrachina-Muñoz , Cristina Cano , Boris Bellalta , Anders Jonsson , Gergely Neu

Enterprise Wireless Local Area Networks (WLANs) consist of multiple Access Points (APs) covering a given area. Finding a suitable network configuration able to maximize the performance of enterprise WLANs is a challenging task given the…

机器学习 · 计算机科学 2020-10-12 Álvaro López-Raventós , Boris Bellalta

In next generation of Wi-Fi networks Multiple Access Point Coordination (MAPC) is poised to significantly enhance the network performance by enabling a set of Access Points (APs) to coordinate with each other through advanced coordinating…

网络与互联网体系结构 · 计算机科学 2026-03-24 Ziru Chen , Salvatore Talarico , Qing Xia , Xihan Peng , Xing Hao , Lin X. Cai

The densification of Wi-Fi deployments means that fully distributed random channel access is no longer sufficient for high and predictable performance. Therefore, the upcoming IEEE 802.11bn amendment introduces multi-access point…

Next-generation wireless deployments are characterized by being dense and uncoordinated, which often leads to inefficient use of resources and poor performance. To solve this, we envision the utilization of completely decentralized…

网络与互联网体系结构 · 计算机科学 2018-11-15 Francesc Wilhelmi , Cristina Cano , Gergely Neu , Boris Bellalta , Anders Jonsson , Sergio Barrachina-Muñoz

This paper proposes a Time Division Multiple Access (TDMA) MAC slot allocation protocol with efficient bandwidth usage in wireless sensor networks and Internet of Things (IoTs). The developed protocol has two primary components: a…

网络与互联网体系结构 · 计算机科学 2023-02-13 Hrishikesh Dutta , Amit Kumar Bhuyan , Subir Biswas

The adoption of dynamic, self-learning solutions for real-time wireless network optimization has recently gained significant attention due to the limited adaptability of existing protocols. This paper investigates multi-armed bandit (MAB)…

IEEE 802.11be networks (aka Wi-Fi 7) will have to cope with new bandwidth-hungry and low-latency services such as eXtended Reality and multi-party cloud gaming. With this goal in mind, transmit opportunity (TXOP) sharing between coordinated…

网络与互联网体系结构 · 计算机科学 2021-12-22 David Nunez , Francesc Wilhelmi , Stefano Avallone , Malcolm Smith , Boris Bellalta

Spectrum allocation in the form of primary channel and bandwidth selection is a key factor for dynamic channel bonding (DCB) wireless local area networks (WLANs). To cope with varying environments, where networks change their configurations…

网络与互联网体系结构 · 计算机科学 2021-06-11 Sergio Barrachina-Muñoz , Alessandro Chiumento , Boris Bellalta

Setting up the future Internet of Things (IoT) networks will require to support more and more communicating devices. We prove that intelligent devices in unlicensed bands can use Multi-Armed Bandit (MAB) learning algorithms to improve…

网络与互联网体系结构 · 计算机科学 2018-07-03 Rémi Bonnefoi , Lilian Besson , Christophe Moy , Emilie Kaufmann , Jacques Palicot

WiFi densification leads to the existence of multiple overlapping coverage areas, which allows user stations (STAs) to choose between different Access Points (APs). The standard WiFi association method makes the STAs select the AP with the…

网络与互联网体系结构 · 计算机科学 2020-05-29 Marc Carrascosa , Boris Bellalta

Underwater Acoustic (UWA) networks are vital for remote sensing and ocean exploration but face inherent challenges such as limited bandwidth, long propagation delays, and highly dynamic channels. These constraints hinder real-time…

网络与互联网体系结构 · 计算机科学 2026-03-24 Fabio Busacca , Andrea Panebianco , Yin Sun

In recent years, the integration of communication and control systems has gained significant traction in various domains, ranging from autonomous vehicles to industrial automation and beyond. Multi-armed bandit (MAB) algorithms have proven…

系统与控制 · 电气工程与系统科学 2024-05-16 Hiba Dakdouk , Mohamed Sana , Mattia Merluzzi

A cellular-connected unmanned aerial vehicle (UAV)faces several key challenges concerning connectivity and energy efficiency. Through a learning-based strategy, we propose a general novel multi-armed bandit (MAB) algorithm to reduce…

信息论 · 计算机科学 2020-09-22 M. Mahdi Azari , Atefeh Hajijamali Arani , Fernando Rosas

To achieve high data rates and better connectivity in future communication networks, the deployment of different types of access points (APs) is underway. In order to limit human intervention and reduce costs, the APs are expected to be…

信号处理 · 电气工程与系统科学 2021-01-19 Marie Josepha Youssef , Venugopal V. Veeravalli , Joumana Farah , Charbel Abdel Nour , Catherine Douillard

WiFi networks have achieved remarkable success in enabling seamless communication and data exchange worldwide. The IEEE 802.11be standard, known as WiFi 7, introduces Multi-Link Operation (MLO), a groundbreaking feature that enables devices…

网络与互联网体系结构 · 计算机科学 2025-06-06 Shumin Lian , Jingwen Tong , Jun Zhang , Liqun Fu

Prior works have explored multi-armed bandit (MAB) algorithms for the selection of optimal beams for millimeter-wave (mmW) communications between base station and mobile users. However, when the number of beams is large, the existing MAB…

信号处理 · 电气工程与系统科学 2026-02-10 Akanksha Sneh , Shobha Sundar Ram , Sumit J Darak , Aakanksha Tewari
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