Machine Learning for Wireless Link Quality Estimation: A Survey
@article{Cerar2018MachineLF, title={Machine Learning for Wireless Link Quality Estimation: A Survey}, author={Gregor Cerar and Halil Yetgin and Mihael Mohorvcivc and C. Fortuna}, journal={arXiv: Networking and Internet Architecture}, year={2018} }
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 existing literature on link quality estimation using models developed from data traces indicates that the techniques used for modeling link quality estimation are becoming increasingly sophisticated. A number of recent estimators leverage ML techniques that require a sophisticated design and development process… CONTINUE READING
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References
SHOWING 1-10 OF 110 REFERENCES
Radio link quality estimation in wireless sensor networks: A survey
- Computer Science
- TOSN
- 2012
- 560
- Highly Influential
- PDF
TALENT: temporal adaptive link estimator with no training
- Computer Science
- SenSys '12
- 2012
- 29
- Highly Influential
- PDF
Foresee (4C): Wireless link prediction using link features
- Computer Science
- Proceedings of the 10th ACM/IEEE International Conference on Information Processing in Sensor Networks
- 2011
- 63
- Highly Influential
- PDF
Link Quality Estimation Method for Wireless Sensor Networks Based on Stacked Autoencoder
- Computer Science
- IEEE Access
- 2019
- 8
- Highly Influential
- PDF
Fuzzy Logic Based Multidimensional Link Quality Estimation for Multi-Hop Wireless Sensor Networks
- Computer Science
- IEEE Sensors Journal
- 2013
- 19
- Highly Influential
Research on Link Quality Estimation Mechanism for Wireless Sensor Networks Based on Support Vector Machine
- Computer Science
- 2017
- 20
- Highly Influential
RadiaLE: A framework for designing and assessing link quality estimators in wireless sensor networks
- Computer Science
- Ad Hoc Networks
- 2011
- 62
- Highly Influential
- PDF
A Kalman Filter Based Link Quality Estimation Scheme for Wireless Sensor Networks
- Computer Science
- IEEE GLOBECOM 2007 - IEEE Global Telecommunications Conference
- 2007
- 109
- Highly Influential
- PDF
F-LQE: A Fuzzy Link Quality Estimator for Wireless Sensor Networks
- Computer Science
- EWSN
- 2010
- 149
- Highly Influential
- PDF