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Long-term application-level wireless link quality prediction
2015 36th IEEE Sarnoff Symposium, 2015The knowledge of a future throughput value for a user equipment (UE) in Long Term Evolution (LTE) or any other transmission technology is very valuable. It can be used in rate adaptation algorithms so that radio channel congestions may be mitigated thus allowing for better quality of experience of the wireless user. Such control usually would happen at
Zulfiquar Sayeed +3 more
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Link quality prediction for multimedia streaming based on available bandwidth and latency
38th Annual IEEE Conference on Local Computer Networks - Workshops, 2013Network performance metrics such as available bandwidth and latency are essential to achieve good Quality of Service (QoS) in multimedia streaming. There are unique requirements in network performance metrics for media applications, such as audio conferencing, video streaming, video conferencing, and high-definition (HD) video conferencing.
Lim Su Jin +3 more
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Predicting link quality using supervised learning in wireless sensor networks
ACM SIGMOBILE Mobile Computing and Communications Review, 2007Routing protocols in sensor networks maintain information on neighbor states and potentially many other factors in order to make informed decisions. Challenges arise both in (a) performing accurate and adaptive information discovery and (b) processing/analyzing the gathered data to extract useful features and correlations.
Yong Wang +2 more
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A fuzzy-based machine learning model for robot prediction of link quality
2016 IEEE Symposium Series on Computational Intelligence (SSCI), 2016With foresight into the state of the wireless channel, a robot can make various optimization decisions with regards to routing packets, planning mobility paths, or switching between diverse radios. However, the process of predicting link quality (LQ) is nontrivial due to the streaming and dynamic nature of radio wave propagation, which is complicated ...
Christopher J. Lowrance +2 more
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Environment-Aware Link Quality Prediction for Millimeter-Wave Wireless LANs
Proceedings of the 20th ACM International Symposium on Mobility Management and Wireless Access, 2022Yuchen Liu 0001, Douglas M. Blough
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Link Quality Prediction for Wireless Networks: Current Status and Future Directions
Proceedings of the 2023 8th International Conference on Intelligent Information Technology, 2023Mingxiao Niu, Linlan Liu, Jian Shu 0002
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Recurrent Neural Network Based Link Quality Prediction for Wireless Sensor Networks
2021Ming Xu, Yu Xia, Jian Xie
exaly
Short-term link quality prediction using nonparametric time series analysis
Science China Information Sciences, 2015Zhiyong Feng, Feng Zhiyong
exaly
Map-Driven mmWave Link Quality Prediction With Spatial-Temporal Mobility Awareness
IEEE Transactions on Mobile ComputingYuchen Liu, Xi Lin, Gaolei Li
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