A Seq2Seq Learning Approach for Link Quality Estimation Based on System Metrics in WSNs

W Miao, Z Ding, H Tang, Z Zeng, M Zhang… - IEEE Access, 2021 - ieeexplore.ieee.org
Link quality estimation (LQE) is a fundamental problem in Wireless Sensor Networks
(WSNs). LQE is not only a prerequisite for efficient routing but also significantly impacts the …

Faster or slower: Convergence of link quality metrics in wireless sensor networks

J Xu, Y Xia, J Xie, W Liu, R Luo, S Hu… - 2020 IEEE 6th …, 2020 - ieeexplore.ieee.org
Link quality estimation plays a vital role in wireless sensor networks, which can improve
transmission efficiency and reduce node energy consumption by selecting the links with …

Wireless Link Quality Estimation Using LSTM Model

Y Kanto, K Watabe - … 2024-2024 IEEE Network Operations and …, 2024 - ieeexplore.ieee.org
In recent years, various services have been provided through high-speed and high-capacity
wireless networks on mobile communication devices, necessitating stable communication …

Revisiting link quality metrics for wireless sensor networks

W Liu, Y Xia, J Xu, S Hu, R Luo - 2019 IEEE 5th International …, 2019 - ieeexplore.ieee.org
Packet Reception Ratio (PRR), Received Signal Strength Indicator (RSSI) and Link Quality
Indicator (LQI) are common metrics for link quality estimation. However, utilization and …

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) …

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 …

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 …

Demo Abstract: RadiaLE: a framework for benchmarking link quality estimators

N Baccour, MB Jamâa, D Rosário, A Koubâa, M Alves… - 2010 - recipp.ipp.pt
Link quality estimation is a fundamental building block for the design of several different
mechanisms and protocols in wireless sensor networks (WSN). A thorough experimental …

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 …

WNN-LQE: Wavelet-neural-network-based link quality estimation for smart grid WSNs

W Sun, W Lu, Q Li, L Chen, D Mu, X Yuan - IEEE Access, 2017 - ieeexplore.ieee.org
Wireless sensor networks (WSNs) are currently being used for monitoring and control in
smart grids. To ensure the quality of service (QoS) requirements of smart grid applications …