Light Gradient Boosting Machine‐Based Link Quality Prediction for Wireless Sensor Networks

L Liu, M Niu, C Zhang, J Shu - Wireless Communications and …, 2022 - Wiley Online Library
Link quality prediction is a fundamental component of the wireless network protocols and is
essential for routing protocols in wireless sensor networks (WSNs). Effective link quality …

Link quality prediction for wireless networks: Current status and future directions

M Niu, L Liu, J Shu - Proceedings of the 2023 8th International …, 2023 - dl.acm.org
In wireless sensor networks (WSNs) and smart gird, link quality prediction (LQP) is an
important part of routing design. Effective LQP can select high-quality links for …

A link quality prediction method for wireless sensor networks based on XGBoost

Y Feng, L Liu, J Shu - IEEE Access, 2019 - ieeexplore.ieee.org
Link quality is an important factor for nodes selecting communication links in wireless sensor
networks. Effective link quality prediction helps to select high quality links for communication …

On the randomness analysis of link quality prediction: limitations and benefits

S Xiaofei, L Wenxing - arXiv preprint arXiv:2110.08481, 2021 - arxiv.org
In wireless multi-hop networks, such as wireless sensor networks, link quality (LQ) is one of
the most important metrics and is widely used in higher-layer applications such as routing …

Data-driven link quality prediction using link features

T Liu, AE Cerpa - ACM Transactions on Sensor Networks (TOSN), 2014 - dl.acm.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 …

Link quality prediction for sensor network based on improved ls-svr

J SHU, C JIA, J TAO - Journal of Beijing University of Posts and …, 2018 - journal.bupt.edu.cn
In order to predict the link quality accurately, a link quality prediction model was proposed to
predict link quality for sensor networks based on improved least square support vector …

Recurrent neural network based link quality prediction for wireless sensor networks

M Xu, J Xu, Y Xia, J Xie, W Liu, S Hu… - 2021 IEEE 6th …, 2021 - ieeexplore.ieee.org
Real-time and accurate link quality prediction is essential for wireless sensor networks. In
order to improve the agility of link quality prediction, physical layer parameters such as …

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 …

Research on link quality estimation mechanism for wireless sensor networks based on support vector machine

J Shu, S Liu, L Liu, L Zhan, G Hu - Chinese Journal of …, 2017 - Wiley Online Library
In the application of Wireless sensor networks (WSNs), effective estimation for link quality is
a basic issue in guarantying reliable data transmission and upper network protocol …

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 …