Foresee (4C): Wireless link prediction using link features

T Liu, AE Cerpa - Proceedings of the 10th ACM/IEEE …, 2011 - ieeexplore.ieee.org
As an integral part of reliable communication in wireless networks, effective link estimation is
essential for routing protocols. However, due to the dynamic nature of wireless channels …

AI-Enabled Quality Prediction of 5G Wireless Network in Smart Grid

X Song, W Li, C Liu, KM Wang, Y Hou… - 2021 13th …, 2021 - ieeexplore.ieee.org
Accurate 5G wireless network link quality prediction can effectively improve the reliability of
service transmission in 5G smart grid, where the emergence of machine learning brings …

[HTML][HTML] A novel SCNN-LSTM model for predicting the SNR confidence interval in wearable wireless sensor network

M Zha, L Zhu, Y Zhu, J Li, T Hu - Intelligent Systems with Applications, 2024 - Elsevier
Accurate real-time prediction of link quality is crucial for enhancing the reliable
responsiveness of wearable devices within Wireless Wearable Sensor Networks (WWSNs) …

A novel link quality prediction algorithm for wireless sensor networks

C Jia, L Liu, X Gu, M Liu - Computer Science and Information …, 2017 - doiserbia.nb.rs
Ahead knowledge of link quality can reduce the energy consumption of wireless sensor
networks. In this paper, we propose a cloud reasoning-based link quality prediction …

An LQI-based packet loss rate model for IEEE 802.15. 4 links

Y Zhang, S Fu, Y Jiang, M Ceriotti… - 2018 IEEE 29th …, 2018 - ieeexplore.ieee.org
Packet loss rate (PLR) is a crucial and popular link quality metric for wireless sensor
networks (WSNs). In this paper, we investigate how to estimate PLR of an IEEE 802.15. 4 …

Lightweight multi-parameter fusion link quality estimation based on weighted Euclidean distance

W Liu, Y Xia, S Hu, R Luo - … Symposium on Personal, Indoor and Mobile …, 2019 - dl.acm.org
Real-time and accurate link quality estimation is critical for efficient routing in wireless
sensor networks. Mapping relations between physical layer parameters and packet …

TALENT: Temporal adaptive link estimator with no training

T Liu, AE Cerpa - Proceedings of the 10th ACM Conference on …, 2012 - dl.acm.org
Link quality estimation is a fundamental component of the low power wireless network
protocols and is essential for routing protocols in Wireless Sensor Networks (WSNs) …

Environmental impacts on hardware-based link quality estimators in wireless sensor networks

W Liu, Y Xia, D Zheng, J Xie, R Luo, S Hu - Sensors, 2020 - mdpi.com
Hardware-based link quality estimators (LQEs) in wireless sensor networks generally use
physical layer parameters to estimate packet reception ratio, which has advantages of high …

Quick and efficient link quality estimation in wireless sensors networks

HJ Audéoud, M Heusse - 2018 14th Annual conference on …, 2018 - ieeexplore.ieee.org
In wireless sensor networks, link metric estimation at each hop should not require a long
history of packet exchanges. In this paper, we explore several approaches to link quality …

[HTML][HTML] Link quality prediction in wireless community networks using deep recurrent neural networks

M Abdel-Nasser, K Mahmoud, OA Omer… - Alexandria Engineering …, 2020 - Elsevier
Wireless community networks (WCNs) are large, heterogeneous, dynamic, and
decentralized networks. Such complex characteristics raise different challenges, such as the …