Packet loss characterization using cross layer information and hmm for wi-fi networks

CAG da Silva, CM Pedroso - Sensors, 2022 - mdpi.com
Packet loss is a major problem for wireless networks and has significant effects on the
perceived quality of many internet services. Packet loss models are used to understand the …

Mac-layer packet loss models for wi-fi networks: A survey

CAG Da Silva, CM Pedroso - IEEE Access, 2019 - ieeexplore.ieee.org
Technical reports indicate that wireless and mobile devices will account for 71% of all IP
traffic by 2022, an increase of 19% over four years. This increase is related to advances in …

Effects of WLAN QoS degradation on streamed MPEG4 video quality

H Hlavacs, KA Hummel, A Albl, S Frandl… - Wireless Systems and …, 2005 - Springer
In this paper we evaluate different models for packet losses in wireless networks. The used
model framework is given by extended Gilbert models, which are generalizations of the well …

A joint parametric prediction model for wireless internet traffic using Hidden Markov Model

S Maheshwari, S Mahapatra, CS Kumar, K Vasu - Wireless networks, 2013 - Springer
Addressing performance related issues of networks and ensuring better Quality of Service
(QoS) for end-users calls for simple, tractable and realistic traffic models. The work reported …

A new packet loss model of the IEEE 802.11 g wireless network for multimedia communications

L Carvalho, J Angeja, A Navarro - IEEE Transactions on …, 2005 - ieeexplore.ieee.org
A wireless indoor network model coping with packet loss and packet arrival is proposed.
This novel model is compared to the well known Gilberi-Elliott (GE) model. The proposed …

Predicting packet loss statistics with hidden Markov models

F Silveira, E de Souza e Silva - ACM SIGMETRICS Performance …, 2007 - dl.acm.org
A number of applications can benefit from estimating future loss statistics. For instance, if the
end-to-end loss characteristics of a path can be well approximated in advance, then a media …

Accurate hidden markov modeling of packet losses in indoor 802.11 networks

KV Cardoso, JF De Rezende - IEEE Communications Letters, 2009 - ieeexplore.ieee.org
This article presents an analysis of packet losses in IEEE 802.11 networks under indoor
environment constraints, and shows how the Gilbert-Elliot model fails to represent packet …

Uncovering the Limitations and Insights of Packet Status Prediction Models in IEEE 802.15. 4-Based Wireless Networks and Insights from Data Science

M Ávalos-Arce, H Pérez-Díaz, C Del-Valle-Soto… - Informatics, 2024 - mdpi.com
Wireless networks play a pivotal role in various domains, including industrial automation,
autonomous vehicles, robotics, and mobile sensor networks. This research investigates the …

Estimating quality of service on Wi-Fi stations using recurrent neural networks

H Moura, M Nunes, G Miranda… - 2019 IEEE 30th …, 2019 - ieeexplore.ieee.org
Wireless networks are the most common way to access the Internet, with more than 10
billion Wi-Fi devices already sold. Wireless connections suffer from problems related to …

Simple traffic prediction mechanism and its applications in wireless networks

P Kulkarni, T Lewis, Z Fan - Wireless Personal Communications, 2011 - Springer
Several studies have analyzed traffic traces collected from real world deployments of
wireless networks. The vast majority of these studies have employed descriptive statistics …