A spatio-temporal prediction methodology based on deep learning and real Wi-Fi measurements

SS Shaabanzadeh, J Sánchez-González - Computer Networks, 2024 - Elsevier
The rapid development of Wi-Fi technologies in recent years has caused a significant
increase in the traffic usage. Hence, knowledge obtained from Wi-Fi network measurements …

Realtime detection of degradation in WiFi network's goodput due to probe traffic

D Jaisinghani, V Naik, SK Kaul… - 2015 13th International …, 2015 - ieeexplore.ieee.org
IEEE 802.11 WLAN (Wireless or WiFi LAN) clients discover neighboring APs (Access Points)
by active or passive scanning. Such an active scan of WLAN injects probe frames in the …

Saturated throughput analysis of IEEE 802.11 e using two-dimensional Markov chain model

L Xiong, G Mao - Proceedings of the 3rd international conference on …, 2006 - dl.acm.org
IEEE 802.11 e standard has been recently published to introduce quality of service (QoS)
support to the conventional IEEE 802.11 wireless local area network (WLAN). Enhanced …

On the Use of Artificial Neural Networks to Predict the Quality of Wi-Fi Links

AS Colletto, S Scanzio, G Formis, G Cena - IEEE Access, 2023 - ieeexplore.ieee.org
One of the aspects that mainly characterize wireless networks is their apparent
unpredictability. Although several attempts were made in the past years to define for them …

Sniffing only control packets: a lightweight client-side WiFi traffic characterization solution

L Song, A Striegel, A Mohammed - IEEE Internet of Things …, 2020 - ieeexplore.ieee.org
The advancement of the Internet of Things (IoT) is bringing unprecedented convenience into
our daily life. However, with the relentlessly increasing number of mobile devices connected …

The use of metamodeling for VoIP over WiFi capacity evaluation [Transactions Letters]

J Hui, M Devetsikiotis - IEEE Transactions on Wireless …, 2008 - ieeexplore.ieee.org
The increasing popularity of wireless fidelity (Wi-Fi) networks at home, in public areas and in
the enterprise motivates extensive modeling and analysis of their performance measures …

Analysis of Wi-Fi performance data for a Wi-Fi throughput prediction approach

D Pan - 2017 - diva-portal.org
Due to low cost and portability of Wi-Fi technologies, wireless network deployment has been
widely accepted in the residential environment. The evaluation results of customers' home …

Frame error model in rural Wi-Fi networks

P Barsocchi, G Oligeri, F Potorti - 2007 5th International …, 2007 - ieeexplore.ieee.org
Commonly used frame loss models for simulations over Wi-Fi channels assume a simple
double regression model with threshold. This model is widely accepted, but few …

Analyzing traffic models using ip multimedia server–client systems for consumer wireless multimedia system devices

D Bakkiam David - Proceedings of the National Academy of Sciences …, 2018 - Springer
This paper analyzes the traffic models of Markov-modulated Poisson-process (MMPP) and
Markov-Channel (MC) using IP multimedia server–client systems over Campus WiFi …

Application of Machine Learning Algorithms to Path Loss Modeling: A Review

A Abdulkarim, N Faruk, E Alozie… - 2022 5th Information …, 2022 - ieeexplore.ieee.org
The demand for high-speed internet services is increasing due to emerging needs such as e-
commerce, e-health, education, and other high-technology applications. Wireless …