Achieving consistent low latency for wireless real-time communications with the shortest control loop

Z Meng, Y Guo, C Sun, B Wang, J Sherry… - Proceedings of the …, 2022 - dl.acm.org
Real-time communication (RTC) applications like video conferencing or cloud gaming
require consistent low latency to provide a seamless interactive experience. However …

RF-based human activity recognition using signal adapted convolutional neural network

Z Chen, C Cai, T Zheng, J Luo… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Human activity recognition (HAR) plays a critical role in a wide range of real-world
applications, and it is traditionally achieved via wearable sensing. Recently, to avoid the …

Hairpin: Rethinking packet loss recovery in edge-based interactive video streaming

Z Meng, X Kong, J Chen, B Wang, M Xu… - … USENIX Symposium on …, 2024 - usenix.org
Interactive streaming requires minimizing stuttering events (or deadline misses for video
frames) to ensure seamless interaction between users and applications. However, existing …

Real-time channel management in WLANs: Deep reinforcement learning versus heuristics

O Iacoboaiea, J Krolikowski, ZB Houidi… - 2021 IFIP Networking …, 2021 - ieeexplore.ieee.org
Today's WLANs rely on a centralized Access Controller (AC) entity for managing distributed
wireless Access Points (APs) to which user devices connect. The availability of real-time …

{BFMSense}:{WiFi} Sensing Using Beamforming Feedback Matrix

E Yi, D Wu, J Xiong, F Zhang, K Niu, W Li… - … USENIX Symposium on …, 2024 - usenix.org
WiFi-based contactless sensing has attracted a tremendous amount of attention due to its
pervasiveness, low-cost, and non-intrusiveness to users. Existing systems mainly leverage …

Coordinated allocation of radio resources to Wi-Fi and cellular technologies in shared unlicensed frequencies

D Candal-Ventureira, FJ González-Castaño… - IEEE …, 2021 - ieeexplore.ieee.org
Wireless connectivity is essential for industrial production processes and workflow
management. Moreover, the connectivity requirements of industrial devices, which are …

Decentralized channel management in WLANs with graph neural networks

Z Gao, Y Shao, D Gündüz… - ICC 2023-IEEE …, 2023 - ieeexplore.ieee.org
Wireless local area networks (WLANs) manage multiple access points (APs) and assign
scarce radio frequency resources to APs for satisfying traffic demands of associated user …

From design to deployment of zero touch deep reinforcement learning WLANs

O Iacoboaiea, J Krolikowski, ZB Houidi… - IEEE Communications …, 2022 - ieeexplore.ieee.org
Machine learning is increasingly used to automate networking tasks, in a paradigm known
as zero touch network and service management (ZSM). In particular, deep reinforcement …

Revisiting acknowledgment mechanism for transport control: Modeling, analysis, and implementation

T Li, K Zheng, K Xu, RA Jadhav, T Xiong… - IEEE/ACM …, 2021 - ieeexplore.ieee.org
The shared nature of the wireless medium induces contention between data transport and
backward signaling, such as acknowledgment. The current way of TCP acknowledgment …

ORLA/OLAA: Orthogonal coexistence of LAA and WiFi in unlicensed spectrum

A Garcia-Saavedra, P Patras, V Valls… - IEEE/ACM …, 2018 - ieeexplore.ieee.org
Future mobile networks will exploit unlicensed spectrum to boost capacity and meet growing
user demands cost-effectively. The 3 rd Generation Partnership Project (3GPP) has recently …