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 …

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 …

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 …

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 …

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 …

Wireless Link Quality Prediction Based on Temporal Convolutional Networks and Self-Attention Fusion

Y Wang, L Liu - Proceedings of the 2024 5th International Conference …, 2024 - dl.acm.org
Most current deep learning-based link quality prediction methods rely on statistically derived
link quality parameters over sampling periods, which makes short-term correlations in link …

Temporal adaptive link quality prediction with online learning

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

Machine learning for wireless link quality estimation: A survey

G Cerar, H Yetgin, M Mohorčič… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
Since the emergence of wireless communication networks, a plethora of research papers
focus their attention on the quality aspects of wireless links. The analysis of the rich body of …

[PDF][PDF] Analysis of machine learning for link quality estimation

G Cerar, M Mohorcic, T Gale, C Fortuna - arXiv: 1812.08856, 2019 - academia.edu
Since the emergence of wireless communication networks, quality aspects of wireless links
have been among the main concerns of many studies. The analysis of the rich body of …

Fuzzy logic based multidimensional link quality estimation for multi-hop wireless sensor networks

ZQ Guo, Q Wang, MH Li, J He - IEEE Sensors Journal, 2013 - ieeexplore.ieee.org
In the applications of multi-hop wireless sensor networks, the effective evaluation of wireless
link quality which can improve the network reliability is a crucial problem in the design of …