Enhancing WiFi multiple access performance with federated deep reinforcement learning
Carrier sensing multiple access/collision avoidance (CSMA/CA) is the backbone MAC
protocol for IEEE 802.11 networks. However, tuning the binary exponential back-off (BEB) …
protocol for IEEE 802.11 networks. However, tuning the binary exponential back-off (BEB) …
Carrier-sense multiple access for heterogeneous wireless networks using deep reinforcement learning
This paper investigates a new class of carrier-sense multiple access (CSMA) protocols that
employ deep reinforcement learning (DRL) techniques for heterogeneous wireless …
employ deep reinforcement learning (DRL) techniques for heterogeneous wireless …
Multi-RAT access based on multi-agent reinforcement learning
The integration of multiple Radio Access Technologies (RATs) of licensed or unlicensed
bands is considered as a cost-efficient way to greatly increase network capacity of mobile …
bands is considered as a cost-efficient way to greatly increase network capacity of mobile …
Multiaccess point coordination for next-gen Wi-Fi networks aided by deep reinforcement learning
Wi-Fi in the enterprise—characterized by overlapping Wi-Fi cells—constitutes the design
challenge for next-generation networks. Standardization for recently started IEEE 802.11 be …
challenge for next-generation networks. Standardization for recently started IEEE 802.11 be …
Distributed convolutional deep reinforcement learning based OFDMA MAC for 802.11 ax
D Kotagiri, K Nihei, T Li - ICC 2021-IEEE International …, 2021 - ieeexplore.ieee.org
The IEEE 802.11 ax also known as Wi-Fi 6, incorporates multi-user (MU) Orthogonal
Frequency Division Multiple Access (OFDMA) based distributed up-link communication, in …
Frequency Division Multiple Access (OFDMA) based distributed up-link communication, in …
A three-tier deep learning-based channel access method for WiFi networks
Future WiFi networks require a channel access method that provides users with high
capacity. Such a method must consider 1) channel bonding, which improves the …
capacity. Such a method must consider 1) channel bonding, which improves the …
Reinforcement learning based multi-parameter joint optimization in dense multi-hop wireless networks
J Lei, D Tan, X Ma, Y Wang - Ad Hoc Networks, 2024 - Elsevier
Abstract Carrier Sense Multiple Access with Collision Avoid (CSMA/CA) restricts the channel
utilization efficiency although it always is regarded as a promising distributed channel …
utilization efficiency although it always is regarded as a promising distributed channel …
OFDMA-based hybrid channel access for IEEE 802.11 ax WLAN
J Lee - 2018 14th International Wireless Communications & …, 2018 - ieeexplore.ieee.org
Recently, IEEE 802.11 started a task group, 802.11 ax, to investigate and deliver next
generation wireless local area network (WLAN) technologies for dense environments. In …
generation wireless local area network (WLAN) technologies for dense environments. In …
[HTML][HTML] Ca-CWA: channel-aware contention window adaption in IEEE 802.11 ah for soft real-time industrial applications
Y Cheng, H Zhou, D Yang - Sensors, 2019 - mdpi.com
In 2016, the IEEE task group ah (TGah) released a new standard called IEEE 802.11 ah,
and industrial Internet of Things (IoT) is one of its typical use cases. The restricted access …
and industrial Internet of Things (IoT) is one of its typical use cases. The restricted access …
FSC: Two-scale AI-driven fair sensitivity control for 802.11 ax networks
With the excessive demand on the mobile and wireless usage, IEEE 802.11 ax is released
to enable concurrent transmissions in the dense WLANs, enhanced with the Spatial Reuse …
to enable concurrent transmissions in the dense WLANs, enhanced with the Spatial Reuse …