Neural networks for measurement-based bandwidth estimation

SK Khangura, M Fidler… - 2018 IFIP Networking …, 2018 - ieeexplore.ieee.org
The dispersion that arises when packets traverse a network carries information that can
reveal relevant network characteristics. Using a fluid-flow model of a bottleneck link with first …

Machine learning for measurement-based bandwidth estimation

SK Khangura, M Fidler, B Rosenhahn - Computer Communications, 2019 - Elsevier
The dispersion that arises when packets traverse a network carries information that can
reveal relevant network characteristics. Using a fluid-flow model of a bottleneck link with first …

Measurement-based online available bandwidth estimation employing reinforcement learning

SK Khangura, S Akın - 2019 31st International Teletraffic …, 2019 - ieeexplore.ieee.org
An accurate and fast estimation of the available bandwidth in a network with varying cross-
traffic is a challenging task. The accepted probing tools, based on the fluid-flow model of a …

Neural network-based available bandwidth estimation from TCP sender-side measurements

SK Khangura - … on Performance Evaluation and Modeling in …, 2019 - ieeexplore.ieee.org
The information that short-lived TCP flows provide on bandwidth estimation may benefit
adaptive video streaming applications or may contribute towards the success of new TCP …

An experimental evaluation of the impact of heterogeneous scenarios and virtualization on the available bandwidth estimation tools

G Aceto, F Palumbo, V Persico… - 2017 IEEE International …, 2017 - ieeexplore.ieee.org
Mobile Broadband (MBB) access networks are becoming more and more used worldwide,
and the devices adopted to access them are increasing in number and complexity (smart …

Can machine learning benefit bandwidth estimation at ultra-high speeds?

Q Yin, J Kaur - Passive and Active Measurement: 17th International …, 2016 - Springer
Tools for estimating end-to-end available bandwidth (AB) send out a train of packets and
observe how inter-packet gaps change over a given network path. In ultra-high speed …

Accurate available bandwidth measurement with packet batching mitigation for high speed networks

V Tran, J Tourrilhes, KK Ramakrishnan… - … Symposium on Local …, 2021 - ieeexplore.ieee.org
Measuring the Available Bandwidth (ABW) is an important function for traffic engineering,
and in software-defined metro and wide-area network (SD-WAN) applications. Because …

A machine learning approach for dynamic selection of available bandwidth measurement tools

A Botta, GE Mocerino, S Cilio… - ICC 2021-IEEE …, 2021 - ieeexplore.ieee.org
Available bandwidth is a vital parameter for understanding network status. A huge number of
tools have been proposed in literature, including general ones as well as tools specialized …

A novel available bandwidth estimation and tracking algorithm

A Cabellos-Aparicio, FJ Garcia… - … 2008-IEEE Network …, 2008 - ieeexplore.ieee.org
The available bandwidth (AB) of an end-to-end path is its remaining capacity and it is an
important metric for several applications. That's why several available bandwidth estimation …

Scaling bandwidth estimation to high speed networks

Q Yin, J Kaur, FD Smith - … : 15th International Conference, PAM 2014, Los …, 2014 - Springer
Existing bandwidth estimation tools fail to perform well at gigabit and higher network speeds.
In this paper we study several sources of noise that must be overcome by these tools in high …