A roadmap for traffic engineering in SDN-OpenFlow networks

IF Akyildiz, A Lee, P Wang, M Luo, W Chou - Computer Networks, 2014 - Elsevier
Abstract Software Defined Networking (SDN) is an emerging networking paradigm that
separates the network control plane from the data forwarding plane with the promise to …

Operational Research: methods and applications

F Petropoulos, G Laporte, E Aktas… - Journal of the …, 2024 - Taylor & Francis
Abstract Throughout its history, Operational Research has evolved to include methods,
models and algorithms that have been applied to a wide range of contexts. This …

CONGA: Distributed congestion-aware load balancing for datacenters

M Alizadeh, T Edsall, S Dharmapurikar… - Proceedings of the …, 2014 - dl.acm.org
We present the design, implementation, and evaluation of CONGA, a network-based
distributed congestion-aware load balancing mechanism for datacenters. CONGA exploits …

Network planning with deep reinforcement learning

H Zhu, V Gupta, SS Ahuja, Y Tian, Y Zhang… - Proceedings of the 2021 …, 2021 - dl.acm.org
Network planning is critical to the performance, reliability and cost of web services. This
problem is typically formulated as an Integer Linear Programming (ILP) problem. Today's …

On removing routing protocol from future wireless networks: A real-time deep learning approach for intelligent traffic control

F Tang, B Mao, ZM Fadlullah, N Kato… - IEEE Wireless …, 2017 - ieeexplore.ieee.org
Recently, deep learning has appeared as a breakthrough machine learning technique for
various areas in computer science as well as other disciplines. However, the application of …

MicroTE: Fine grained traffic engineering for data centers

T Benson, A Anand, A Akella, M Zhang - Proceedings of the seventh …, 2011 - dl.acm.org
The effects of data center traffic characteristics on data center traffic engineering is not well
understood. In particular, it is unclear how existing traffic engineering techniques perform …

Dynamically specifying multiple public cloud edge nodes to connect to an external multi-computer node

I Cidon, P Venugopal, A Bergman, C Dar… - US Patent …, 2021 - Google Patents
Some embodiments establish for an entity a virtual network over several public clouds of
several public cloud providers and/or in several regions. In some embodiments, the virtual …

Efficiently embedding service function chains with dynamic virtual network function placement in geo-distributed cloud system

J Pei, P Hong, K Xue, D Li - IEEE Transactions on Parallel and …, 2018 - ieeexplore.ieee.org
Network Function Virtualization (NFV) and Software-Defined Networks (SDN) enable
Internet Service Providers (ISPs) to place Virtual Network Functions (VNFs) to achieve the …

Load balancing in data center networks: A survey

J Zhang, FR Yu, S Wang, T Huang… - … Surveys & Tutorials, 2018 - ieeexplore.ieee.org
Data center networks usually employ the scale-out model to provide high bisection
bandwidth for applications. A large amount of data is required to be transferred frequently …

Machine learning meets communication networks: Current trends and future challenges

I Ahmad, S Shahabuddin, H Malik, E Harjula… - IEEE …, 2020 - ieeexplore.ieee.org
The growing network density and unprecedented increase in network traffic, caused by the
massively expanding number of connected devices and online services, require intelligent …