A link quality estimation method for wireless sensor networks based on deep forest

M He, J Shu - IEEE Access, 2020 - ieeexplore.ieee.org
In wireless sensor networks, sensor nodes, the miniature embedded devices, have limitation
of energy, storage, computing, and etc. One of the tasks of the nodes is to use their limited …

SLQE: an improved link quality estimation based on four-bit LQE

A Zhou, B Wang, X Sun, X You, H Sun, T Li - International Journal of …, 2015 - earticle.net
Link quality estimation (LQE) is an effective basic building block in wireless sensor networks
(WSNs) and higher cross layer design of network protocol. Some researchers have …

Deep learning-based multiparametric predictions for IoT

M Ateeq, MK Afzal, M Naeem, M Shafiq, JG Choi - Sustainability, 2020 - mdpi.com
Wireless Sensor Networks (WSNs) and Internet of Things (IoT) often suffer from error-prone
links when deployed in resource-constrained industrial environments. Reliability is a critical …

Link quality estimation method for wireless sensor networks based on stacked autoencoder

X Luo, L Liu, J Shu, M Al-Kali - IEEE Access, 2019 - ieeexplore.ieee.org
In wireless sensor networks, effective link quality estimation is the basis of topology
management and routing control. Effective link quality estimation can guarantee the …

Link quality prediction via a neighborhood-based nonnegative matrix factorization model for wireless sensor networks

Y Zhao, S Li, J Hou - International Journal of Distributed …, 2015 - journals.sagepub.com
A core factor to consider when designing wireless sensor networks is the reliable and
efficient transmission of massive data from source to destination. In practical situations, data …

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 …

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 …

[PDF][PDF] CCI-Based Link Quality Estimation Mechanism for Wireless Sensor Networks under Perceive Packet Loss.

L Liu, J Li, J Shu, Z Wu, Y Chen - J. Softw., 2010 - jsoftware.us
Correlation Indicator) link quality estimation mechanism for wireless sensor networks, which
is used under the case of perceive packet loss. This mechanism studies on the relationship …

Lightweight, fluctuation insensitive multi-parameter fusion link quality estimation for wireless sensor networks

W Liu, Y Xia, R Luo, S Hu - IEEE Access, 2020 - ieeexplore.ieee.org
Accurate and agile link quality estimation is essential for wireless sensor networks. Using
the mapping models between physical layer parameters and packet reception ratio, link …

Link quality estimation for wireless ANDON towers based on deep learning models

TA Cortes-Aguilar, JA Cantoral-Ceballos… - Sensors, 2022 - mdpi.com
Data reliability is of paramount importance for decision-making processes in the industry,
and for this, having quality links for wireless sensor networks plays a vital role. Process and …