NFVdeep: Adaptive online service function chain deployment with deep reinforcement learning

Y Xiao, Q Zhang, F Liu, J Wang, M Zhao… - Proceedings of the …, 2019 - dl.acm.org
With the evolution of network function virtualization (NFV), diverse network services can be
flexibly offered as service function chains (SFCs) consisted of different virtual network …

Topologies in distributed machine learning: Comprehensive survey, recommendations and future directions

L Liu, P Zhou, G Sun, X Chen, T Wu, H Yu, M Guizani - Neurocomputing, 2024 - Elsevier
With the widespread use of distributed machine learning (DML), many IT companies have
established networks dedicated to DML. Different communication architectures of DML have …

The features, hardware, and architectures of data center networks: A survey

T Chen, X Gao, G Chen - Journal of Parallel and Distributed Computing, 2016 - Elsevier
The rapid development of cloud computing in recent years has deeply affected our lifestyles.
As core infrastructures of cloud computing, data centers have gained widespread attention …

Learning to configure converters in hybrid switching data center networks

J Zheng, Z Du, Z Zha, Z Yang, X Gao… - IEEE/ACM Transactions …, 2023 - ieeexplore.ieee.org
Data centers heavily rely on scale-out architectures like fat-tree, BCube and VL2 to
accommodate a large number of commodity servers. Since the traditional electrical network …

[HTML][HTML] Overhead reduction scheme for SDN-based data center networks

AA Pranata, TS Jun, DS Kim - Computer Standards & Interfaces, 2019 - Elsevier
This paper proposes a framework on controller and switches to reduce overhead of
controller-switch communication for SDN-based Data Center Networks (DCN). The proposal …

Architectures of Data Center Networks: Overview

B Dab, I Fajjari, D Belabed… - Management of Data …, 2021 - Wiley Online Library
To deal with the widespread use of cloud services and the unprecedented traffic growth, the
scale of the Data Center has importantly increased. Therefore, it is crucial to design novel …

Priority-Aware Deployment of Autoscaling Service Function Chains based On Deep Reinforcement Learning

X Yu, R Wang, J Hao, Q Wu, C Yi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Communication networks are being restructured by means of network function virtualization
(NFV) and service-based architecture (SBA) to embrace greater flexibility, agility …

PTNet: An efficient and green data center network

E Baccour, S Foufou, R Hamila, Z Tari… - Journal of Parallel and …, 2017 - Elsevier
In recent years, data centers have witnessed an exponential growth for hosting hundreds of
thousands of servers as well as to accommodating a very large demand for resources. To …

Pareto-optimal cost optimization for large scale cloud systems using joint allocation of resources

S Mishra, AK Sangaiah, MN Sahoo… - Journal of Ambient …, 2023 - Springer
Optimal resource allocation in cloud systems is NP-hard due to the involvement of several
conflicting objectives and unpredictable cloud traffic. To improve user satisfaction and …

Free talk in the air: A hierarchical topology for 60 GHz wireless data center networks

C Zhang, F Wu, X Gao, G Chen - IEEE/ACM Transactions on …, 2017 - ieeexplore.ieee.org
With the development of 60 GHz technology, data centers are going to be wireless. A
fundamental challenge in wireless data center networking is how to efficiently use 60 GHz …