Machine learning for wireless link quality estimation: A survey
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 …
focus their attention on the quality aspects of wireless links. The analysis of the rich body of …
Link quality estimation in ad hoc and mesh networks: A survey and future directions
CJ Lowrance, AP Lauf - Wireless Personal Communications, 2017 - Springer
Higher layer applications, such as routing protocols and robot navigation systems,
commonly depend upon link quality (LQ) estimates for improving the efficiency and reliability …
commonly depend upon link quality (LQ) estimates for improving the efficiency and reliability …
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 …
essential for routing protocols. However, due to the dynamic nature of wireless channels …
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) …
protocols and is essential for routing protocols in Wireless Sensor Networks (WSNs) …
Reliable link quality estimation in low-power wireless networks and its impact on tree-routing
Radio link quality estimation is essential for protocols and mechanisms such as routing,
mobility management and localization, particularly for low-power wireless networks such as …
mobility management and localization, particularly for low-power wireless networks such as …
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 …
essential for routing protocols. However, due to the dynamic nature of wireless channels …
Estimating packet delivery ratio for arbitrary packet sizes over wireless links
M Jacobsson, C Rohner - IEEE Communications Letters, 2015 - ieeexplore.ieee.org
Real life measurements show that on a given wireless link, the packet delivery ratio of
different packet lengths varies with longer packets experiencing lower delivery ratios. In this …
different packet lengths varies with longer packets experiencing lower delivery ratios. In this …
A survey on machine learning-based performance improvement of wireless networks: PHY, MAC and network layer
This paper presents a systematic and comprehensive survey that reviews the latest research
efforts focused on machine learning (ML) based performance improvement of wireless …
efforts focused on machine learning (ML) based performance improvement of wireless …
A mobility-assisted protocol for supervised learning of link quality estimates in wireless networks
In this paper we propose MAPPLE, a novel method to learn link quality estimates in wireless
networks. The method is a two-step process that combines a online distributed protocol, for …
networks. The method is a two-step process that combines a online distributed protocol, for …
F-lqe: A fuzzy link quality estimator for wireless sensor networks
Abstract Radio Link Quality Estimation (LQE) is a fundamental building block for Wireless
Sensor Networks, namely for a reliable deployment, resource management and routing …
Sensor Networks, namely for a reliable deployment, resource management and routing …