TrafficGAN: Off-deployment traffic estimation with traffic generative adversarial networks
The rapid progress of urbanization has expedited the process of urban planning, eg, new
residential, commercial areas, which in turn boosts the local travel demand. We propose a …
residential, commercial areas, which in turn boosts the local travel demand. We propose a …
A first look at accurate network traffic generation in virtual environments
The generation of synthetic network traffic is necessary to several fundamental networking
activities, ranging from device testing to path monitoring, with implications on security and …
activities, ranging from device testing to path monitoring, with implications on security and …
A novel hybrid probing technique for end-to-end available bandwidth estimation
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 …
network applications, and several probing methods have been proposed to estimate it in …
NAORL: Network Feature Aware Offline Reinforcement Learning for Real Time Bandwidth Estimation
W Zhang, X Tao, J Wang - Proceedings of the 15th ACM Multimedia …, 2024 - dl.acm.org
Bandwidth Estimation (BWE) is the most important and challenging problem for Real Time
Communication (RTC) systems. The rule-based BWE is designed with hand-crafted rules …
Communication (RTC) systems. The rule-based BWE is designed with hand-crafted rules …
Off-deployment traffic estimation—a traffic generative adversarial networks approach
The rapid progress of urbanization has expedited the process of urban planning, eg, new
residential, commercial areas, which in turn boosts the local travel demand. We propose a …
residential, commercial areas, which in turn boosts the local travel demand. We propose a …
INVA: An Intelligent Network Virtualization Architecture for Big Data Platform
H Zhang, Y Wei - 2023 9th International Conference on Big …, 2023 - ieeexplore.ieee.org
Various big data ecosystems emerge as the" big data" grows rapidly in the past decade
when traditional approaches turn impractical. Due to its unique computing paradigm, a …
when traditional approaches turn impractical. Due to its unique computing paradigm, a …
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 …
traffic is a challenging task. The accepted probing tools, based on the fluid-flow model of a …
Available bandwidth estimation in public clouds
Recent years have witnessed a rapid increase of public cloud adoption as a result of the
growing user demands and numerous advantages of public cloud computing. However, the …
growing user demands and numerous advantages of public cloud computing. However, the …
Real-time bandwidth estimation from offline expert demonstrations
In this work, we tackle the problem of bandwidth estimation (BWE) for real-time
communication systems; however, in contrast to previous works, we leverage the vast efforts …
communication systems; however, in contrast to previous works, we leverage the vast efforts …
Applying machine learning to service assurance in network function virtualization environment
Z Zhou, T Zhang - … on Artificial Intelligence for Industries (AI4I), 2018 - ieeexplore.ieee.org
With the complexity, heterogeneity, and scale of today's networks, service assurance is
becoming increasingly complicated. Meanwhile, significant amounts of telemetry data are …
becoming increasingly complicated. Meanwhile, significant amounts of telemetry data are …