Learning wi-fi performance

J Herzen, H Lundgren, N Hegde - 2015 12th Annual IEEE …, 2015 - ieeexplore.ieee.org
… Using supervised machine learning techniques, it is possible … Finally, we demonstrate
the usefulness of this “learning by … our method to learn black box performance models. We …

Wi-Fi meets ML: A survey on improving IEEE 802.11 performance with machine learning

S Szott, K Kosek-Szott, P Gawłowicz… - … Surveys & Tutorials, 2022 - ieeexplore.ieee.org
Wi-Fi performance with machine learning, we started with a systematic literature review
methodology [15]. First, we searched for Wi-Fi, 802.11, and WLAN as well as machine learning in …

Optimizing throughput performance in distributed MIMO Wi-Fi networks using deep reinforcement learning

NN Krishnan, E Torkildson… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
… a learning agent interacts with a D-MIMO Wi-FiWi-Fi networks, this paper demonstrates
the efficacy of DRL agents in achieving an improvement of 20% in user throughput performance

Practical machine learning-based rate adaptation solution for Wi-Fi NICs: IEEE 802.11 ac as a case study

CY Li, SC Chen, CT Kuo… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… a holistic RA solution, designated as Machine Learningbased RA (MLRA), which is not only
learning to automatically identify the correlations among the rate, goodput performance and …

Performance Enhancement in Wi-Fi Networks using Machine Learning

I Sammour - 2023 - theses.hal.science
… This thesis examines different ways to improve the performance of Wi-Fi networks. It focuses…
reinforcement learning models bring a significant improvement in Wi-Fi network performance

[PDF][PDF] The impact of Wi-Fi usage on students' academic performance

M Omar, M Ahmad, A Yasin, H Ibrahim… - … of Engineering and …, 2018 - researchgate.net
… Many scholars argue that Wi-Fi technology greatly helps students in learning services
provided within the campus [4,1,11,3]. For instance, studies suggest that students get a lot of …

Real-time throughput prediction for cognitive Wi-Fi networks

MA Khan, R Hamila, NA Al-Emadi, S Kiranyaz… - Journal of Network and …, 2020 - Elsevier
learning (ML) techniques and evaluating their accuracy and efficiency to predict the
transmission throughput in Wi-Fi … In this section we further compare performance of the proposed …

Contention resolution in Wi-Fi 6-enabled Internet of Things based on deep learning

C Chen, J Li, V Balasubramaniam, Y Wu… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
… Then, we conducted a loss function to evaluate the performance of our deep learning model
performance indices. With our deep learningbased BEB scheme, the system performance of …

Reinforcement learning for efficient and fair coexistence between LTE-LAA and Wi-Fi

M Han, S Khairy, LX Cai, Y Cheng… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
… In this section, we develop the analytical model to evaluate the performance of LTE-LAA and
Wi-Fi nodes. Specifically, we consider that Nl LTE-LAA nodes (can be either base station or …

Adaptive localization through transfer learning in indoor Wi-Fi environment

Z Sun, Y Chen, J Qi, J Liu - … Conference on Machine Learning …, 2008 - ieeexplore.ieee.org
… To test the transfer learning performance over different devices, we remain the source data
… A similar comparison of performance as above is shown in Fig.4(b). As the source data and …