Toward adaptive and scalable OpenFlow-SDN flow control: A survey

M Alsaeedi, MM Mohamad, AA Al-Roubaiey - IEEE Access, 2019 - ieeexplore.ieee.org
Software-defined networking (SDN) is an emerging network architecture that promises to
simplify network management, improve network resource utilization, and boost evolution …

A survey on stateful data plane in software defined networks

X Zhang, L Cui, K Wei, FP Tso, Y Ji, W Jia - Computer Networks, 2021 - Elsevier
Abstract Software Defined Networking (SDN), which decouples control plane and data
plane, normally stores states on controllers to provide flexible programmability and …

Mousika: Enable general in-network intelligence in programmable switches by knowledge distillation

G Xie, Q Li, Y Dong, G Duan, Y Jiang… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
Given the power efficiency and Tbps throughput of packet processing, several works are
proposed to offload the decision tree (DT) to programmable switches, ie, in-network …

A QoS-guaranteed intelligent routing mechanism in software-defined networks

W Sun, Z Wang, G Zhang - Computer Networks, 2021 - Elsevier
With the development of the Internet of Things (IoT), the network is required to guarantee the
differential Quality of Service (QoS) requirements of the various data flows of various IoT …

Flow-aware elephant flow detection for software-defined networks

M Hamdan, B Mohammed, U Humayun… - IEEE …, 2020 - ieeexplore.ieee.org
Software-defined networking (SDN) separates the network control plane from the packet
forwarding plane, which provides comprehensive network-state visibility for better network …

pHeavy: Predicting Heavy Flows in the Programmable Data Plane

X Zhang, L Cui, FP Tso, W Jia - IEEE Transactions on Network …, 2021 - ieeexplore.ieee.org
Since heavy flows account for a significant fraction of network traffic, being able to predict
heavy flows has benefited many network management applications for mitigating link …

Resource aware routing for service function chains in SDN and NFV-enabled network

J Pei, P Hong, K Xue, D Li - IEEE Transactions on Services …, 2018 - ieeexplore.ieee.org
Owing to the Network Function Virtualization (NFV) and Software-Defined Networks (SDN),
Service Function Chain (SFC) has become a popular service in SDN and NFV-enabled …

Online elephant flow prediction for load balancing in programmable switch based DCN

S Xie, G Hu, C Xing, Y Liu - IEEE Transactions on Network and …, 2023 - ieeexplore.ieee.org
In the data center network, traffic has a distinct heavy-tailed distribution characteristic, with
the minority of throughput-sensitive elephant flows occupy most of the bandwidth and the …

Traffic classification in IP networks through Machine Learning techniques in final systems

J Gómez, VH Riaño, G Ramirez-Gonzalez - IEEE Access, 2023 - ieeexplore.ieee.org
Data centers in higher education institutions, as well as those of large corporations, face
challenges in terms of traffic flow management. In some cases, due to the limited hardware …

Fine-grained flow classification using deep learning for software defined data center networks

WX Liu, J Cai, Y Wang, QC Chen, JQ Zeng - Journal of Network and …, 2020 - Elsevier
Abstract in a data center network, accurately classifying flow is the key to optimal schedule
flow. However, the existing classification methods cannot meet the demand of real networks …