A comprehensive survey on knowledge-defined networking

PADSN Wijesekara, S Gunawardena - Telecom, 2023 - mdpi.com
Traditional networking is hardware-based, having the control plane coupled with the data
plane. Software-Defined Networking (SDN), which has a logically centralized control plane …

A computational approach to packet classification

A Rashelbach, O Rottenstreich… - Proceedings of the Annual …, 2020 - dl.acm.org
Multi-field packet classification is a crucial component in modern software-defined data
center networks. To achieve high throughput and low latency, state-of-the-art algorithms …

Elixir: A High-performance and Low-cost Approach to Managing {Hardware/Software} Hybrid Flow Tables Considering Flow Burstiness

Y Wang, D Li, Y Lu, J Wu, H Shao, Y Wang - 19th USENIX Symposium …, 2022 - usenix.org
Hardware/software hybrid flow table is common in modern commodity network devices, such
as NFV servers, smart NICs and SDN/OVS switches. The overall forwarding performance of …

PCMIgr: a fast packet classification method based on information gain ratio

Y Cheng, Q Shi - The Journal of Supercomputing, 2023 - Springer
To solve the problem of ambiguous attribute selection in existing decision tree classification
algorithms, a decision tree construction method based on information entropy, PCMIgr, is …

LearningTuple: A packet classification scheme with high classification and high update

Z Li, N Zhang, H Xun, J Liu, P Luo, Y Zhang, T Liang… - Computer Networks, 2024 - Elsevier
Packet classification is widely used in network infrastructures and is the key technique that
supports security and other functions. The real-time nature of network services naturally …

FPGA-based updatable packet classification using TSS-combined bit-selecting tree

Y Xin, W Li, G Tang, T Yang, X Hu… - IEEE/ACM Transactions …, 2022 - ieeexplore.ieee.org
OpenFlow switches are being deployed in SDN to enable a wide spectrum of non-traditional
applications. As a promising alternative to brutal force TCAMs, FPGA-based packet …

DBTable: Leveraging Discriminative Bitsets for High-Performance Packet Classification

Z Liao, S Qian, Z Zheng, J Zhang, J Cao… - IEEE/ACM …, 2024 - ieeexplore.ieee.org
Packet classification, as a crucial function of networks, has been extensively investigated. In
recent years, the rapid advancement of software-defined networking (SDN) has introduced …

SplitTrie: A fast update packet classification algorithm with trie splitting

Y Li, J Wang, X Chen, J Wu - Electronics, 2022 - mdpi.com
Software Defined Network (SDN) currently is widely used in the implementation of new
network technologies owing to its distinctive advantages. In changeable SDN environments …

RETCAM: An efficient TCAM compression model for flow table of OpenFlow

C Zhang, P Sun, G Hu, L Zhu - Journal of Communications and …, 2020 - ieeexplore.ieee.org
OpenFlow is a widely adopted dataplane protocol in software-defined networking (SDN).
However, the expansion of supported match fields in OpenFlow brings additional pressure …

Online classification of network traffic based on granular computing

P Tang, Y Dong, S Mao, HL Wei… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
At Presently, it is still a great challenge to achieve online classification of traffic flows due to
the highly varying network environments, eg, unpredictable new traffic classes, network …