Online available bandwidth estimation using multiclass supervised learning techniques

SK Khangura, S Akın - Computer Communications, 2021 - Elsevier
In order to answer how much bandwidth is available to an application from one end to
another in a network, state-of-the-art estimation techniques, based on active probing, inject …

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 …

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 …

A machine learning-based approach for estimating available bandwidth

LJ Chen, CF Chou, BC Wang - TENCON 2007-2007 IEEE …, 2007 - ieeexplore.ieee.org
In this paper, we propose a machine learning-based approach for estimating available
bandwidth. We evaluate the approach via simulations using two probing models: a packet …

Model-based end-to-end available bandwidth inference using queueing analysis

X Hei, B Bensaou, DHK Tsang - Computer Networks, 2006 - Elsevier
End-to-end available bandwidth estimation between Internet hosts is important to
understand network congestion and enhance the performance of Quality-of-Service (QoS) …

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 …

Available bandwidth estimation for the network paths with multiple tight links and bursty traffic

M Li, YL Wu, CR Chang - Journal of Network and Computer Applications, 2013 - Elsevier
Available bandwidth (ABW) estimation is useful for various applications such as network
management, traffic engineering, and rate-based multimedia streaming. Most of the ABW …

A stochastic foundation of available bandwidth estimation: Multi-hop analysis

X Liu, K Ravindran, D Loguinov - IEEE/ACM Transactions on …, 2008 - ieeexplore.ieee.org
This paper analyzes the asymptotic behavior of packet-train probing over a multi-hop
network path P carrying arbitrarily routed bursty cross-traffic flows. We examine the statistical …

A novel hybrid probing technique for end-to-end available bandwidth estimation

H Lin, M Liu, A Zhou, H Liu, ZC Li - IEEE Local Computer …, 2010 - ieeexplore.ieee.org
The information of available bandwidth on an end-to-end path is important for various
network applications, and several probing methods have been proposed to estimate it in …