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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…

Networking and Internet Architecture · Computer Science 2025-03-06 Francesc Wilhelmi , Boris Bellalta , Szymon Szott , Katarzyna Kosek-Szott , Sergio Barrachina-Muñoz

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…

Networking and Internet Architecture · Computer Science 2025-04-01 Maksymilian Wojnar , Wojciech Ciezobka , Katarzyna Kosek-Szott , Krzysztof Rusek , Szymon Szott , David Nunez , Boris Bellalta

High-density Wi-Fi deployments often result in significant co-channel interference, which degrades overall network performance. To address this issue, coordination of multi access points (APs) has been considered to enable coordinated…

Multiagent Systems · Computer Science 2025-06-18 Jiaming Yu , Le Liang , Hao Ye , Shi Jin

Multi-Access Point Coordination (MAPC) will be a key feature in next generation Wi-Fi 8 networks. MAPC aims to improve the overall network performance by allowing Access Points (APs) to share time, frequency and/or spatial resources in a…

Networking and Internet Architecture · Computer Science 2023-05-09 David Nunez , Malcom Smith , Boris Bellalta

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…

The exponential increase of wireless devices with highly demanding services such as streaming video, gaming and others has imposed several challenges to Wireless Local Area Networks (WLANs). In the context of Wi-Fi, IEEE 802.11ax brings…

Networking and Internet Architecture · Computer Science 2022-11-30 Pedro Enrique Iturria-Rivera , Marcel Chenier , Bernard Herscovici , Burak Kantarci , Melike Erol-Kantarci

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…

Machine Learning · Computer Science 2020-10-12 Álvaro López-Raventós , Boris Bellalta

Multi-access point coordination (MAPC) is a key technology for enhancing throughput in next-generation Wi-Fi within dense overlapping basic service sets. However, existing MAPC protocols rely on static, protocol-defined rules, which limits…

Artificial Intelligence · Computer Science 2025-11-27 Yifan Fan , Le Liang , Peng Liu , Xiao Li , Ziyang Guo , Qiao Lan , Shi Jin , Wen Tong

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,…

Networking and Internet Architecture · Computer Science 2018-12-17 Francesc Wilhelmi , Sergio Barrachina-Muñoz , Cristina Cano , Boris Bellalta , Anders Jonsson , Gergely Neu

This paper proposes a robust adversarial reinforcement learning (RARL)-based multi-access point (AP) coordination method that is robust even against unexpected decentralized operations of uncoordinated APs. Multi-AP coordination is a…

Networking and Internet Architecture · Computer Science 2020-04-03 Yuto Kihira , Yusuke Koda , Koji Yamamoto , Takayuki Nishio , Masahiro Morikura

Multi-Access Point Coordination (MAPC) is becoming the cornerstone of the IEEE 802.11bn amendment, alias Wi-Fi 8. Among the MAPC features, Coordinated Spatial Reuse (C-SR) stands as one of the most appealing due to its capability to…

Networking and Internet Architecture · Computer Science 2023-10-20 Francesc Wilhelmi , Lorenzo Galati-Giordano , Giovanni Geraci , Boris Bellalta , Gianluca Fontanesi , David Nuñez

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…

Networking and Internet Architecture · Computer Science 2018-11-15 Francesc Wilhelmi , Cristina Cano , Gergely Neu , Boris Bellalta , Anders Jonsson , 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…

Networking and Internet Architecture · Computer Science 2025-11-14 Miguel Casasnovas , Francesc Wilhelmi , Richard Combes , Maksymilian Wojnar , Katarzyna Kosek-Szott , Szymon Szott , Anders Jonsson , Luis Esteve , Boris Bellalta

Wi-Fi in the enterprise - characterized by overlapping Wi-Fi cells - constitutes the design challenge for next-generation networks. Standardization for recently started IEEE 802.11be (Wi-Fi 7) Working Groups has focused on significant…

Systems and Control · Electrical Eng. & Systems 2022-06-24 Lyutianyang Zhang , Hao Yin , Sumit Roy , Liu Cao

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…

Signal Processing · Electrical Eng. & Systems 2021-01-19 Marie Josepha Youssef , Venugopal V. Veeravalli , Joumana Farah , Charbel Abdel Nour , Catherine Douillard

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…

Networking and Internet Architecture · Computer Science 2020-05-29 Marc Carrascosa , Boris Bellalta

Multi-access point coordination (MAPC) is a key feature of IEEE 802.11bn, with a potential impact on future Wi-Fi networks. MAPC enables joint scheduling decisions across multiple access points (APs) to improve throughput, latency, and…

Networking and Internet Architecture · Computer Science 2025-07-28 David Nunez , Francesc Wilhelmi , Maksymilian Wojnar , Katarzyna Kosek-Szott , Szymon Szott , Boris Bellalta

IEEE 802.11 networks continuously adapt to meet the stringent requirements of emerging applications like cloud gaming, eXtended Reality (XR), and video streaming services, which require high throughput, low latency, and high reliability. To…

Networking and Internet Architecture · Computer Science 2024-12-24 David Nunez , Francesc Wilhelmi , Lorenzo Galati-Giordano , Giovanni Geraci , Boris Bellalta

This paper addresses the efficient management of Mobile Access Points (MAPs), which are Unmanned Aerial Vehicles (UAV), in 5G networks. We propose a two-level hierarchical architecture, which dynamically reconfigures the network while…

Networking and Internet Architecture · Computer Science 2023-07-14 Esteban Catté , Mohamed Sana , Mickael Maman

With wireless devices increasingly forming a unified smart network for seamless, user-friendly operations, random access (RA) medium access control (MAC) design is considered a key solution for handling unpredictable data traffic from…

Networking and Internet Architecture · Computer Science 2025-08-12 Myeung Suk Oh , Zhiyao Zhang , FNU Hairi , Alvaro Velasquez , Jia Liu
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