Next-generation data center network enabled by machine learning: Review, challenges, and opportunities

H Dong, A Munir, H Tout, Y Ganjali - IEEE Access, 2021 - ieeexplore.ieee.org
Data center network (DCN) is the backbone of many emerging applications from smart
connected homes to smart traffic control and is continuously evolving to meet the diverse …

Rethinking data center networks: Machine learning enables network intelligence

B Li, T Wang, P Yang, M Chen… - … of Communications and …, 2022 - ieeexplore.ieee.org
To support the needs of ever-growing cloud-based services, the number of servers and
network devices in data centers is increasing exponentially, which in turn results in high …

Machine learning empowered intelligent data center networking: A survey

B Li, T Wang, P Yang, M Chen, S Yu… - arXiv preprint arXiv …, 2022 - arxiv.org
To support the needs of ever-growing cloud-based services, the number of servers and
network devices in data centers is increasing exponentially, which in turn results in high …

Topology2Vec: topology representation learning for data center networking

Z Xie, L Hu, K Zhao, F Wang, J Pang - IEEE Access, 2018 - ieeexplore.ieee.org
The use of machine learning (ML) algorithms to conduct prediction or analysis tasks in a
data center networking (DCN) environment is gaining increasing attention today. Recent …

A comprehensive survey on data center network architectures

V Sharma, R Mishra - 2020 8th International Conference on …, 2020 - ieeexplore.ieee.org
In the current era, when storage and computation solutions are shifting from workstations to
cloud, Data Center Networks (DCNs) are attaining great crest for big data transaction among …

[PDF][PDF] Machine learning applications for data center optimization

J Gao, R Jamidar - Google White Paper, 2014 - research.google.com
The rapid adoption of Internetenabled devices, coupled with the shift from consumerside
computing to SaaS and cloudbased systems, is accelerating the growth of largescale data …

A taxonomy and survey on green data center networks

K Bilal, SUR Malik, O Khalid, A Hameed… - Future Generation …, 2014 - Elsevier
Data centers are growing exponentially (in number and size) to accommodate the escalating
user and application demands. Likewise, the concerns about the environmental impacts …

Enabling technologies for future data center networking: a primer

M Chen, H Jin, Y Wen, VCM Leung - Ieee Network, 2013 - ieeexplore.ieee.org
The increasing adoption of cloud services is demanding the deployment of more data
centers. Data centers typically house a huge amount of storage and computing resources, in …

Deep learning for load balancing of SDN‐based data center networks

B Babayigit, B Ulu - International Journal of Communication …, 2021 - Wiley Online Library
With the development of new communication technologies, the amount of data transmission
has increased gradually. To satisfy this increasing computing resource demand effectively …

Intelligent routing using convolutional neural network in software-defined data center network

TM Modi, P Swain - The Journal of Supercomputing, 2022 - Springer
Abstract A Data Center Network (DCN) is composed of a large number of computing and
storage nodes that are interconnected by well-organized switches. The Software-Defined …