An adaptive flow counting method for anomaly detection in SDN

Y Zhang - Proceedings of the ninth ACM conference on Emerging …, 2013 - dl.acm.org
The accuracy and granularity of network flow measurement play a critical role in many
network management tasks, especially for anomaly detection. Despite its important, traffic …

A comparative study for accuracy of anomaly detection methods of adaptive flow counting in SDN

G Garg, R Garg - 2015 2nd International Conference on Recent …, 2015 - ieeexplore.ieee.org
The monitoring of network traffic helped in ensuring the integrity of the data inside the
network. Software defined networking (SDN) provided a platform for network administrators …

A moving window principal components analysis based anomaly detection and mitigation approach in SDN network

M Wang, H Zhou, J Chen - KSII Transactions on Internet and …, 2018 - koreascience.kr
Network anomaly detection in Software Defined Networking, especially the detection of
DDoS attack, has been given great attention in recent years. It is convenient to build the …

Security of networks using efficient adaptive flow counting for anomaly detection in SDN

G Garg, R Garg - Artificial Intelligence and Evolutionary Computations in …, 2016 - Springer
Security of network is fundamental requirement due to the rapid growth of utilization of
network. SDN is nowadays the most preferred evolving networking technology. It provides …

Software-defined-networking-enabled traffic anomaly detection and mitigation

D He, S Chan, X Ni, M Guizani - IEEE Internet of Things Journal, 2017 - ieeexplore.ieee.org
Traffic anomaly detection has been a principal direction in the network security field, which
aims to identify attacks based on significant deviations from the established normal usage …

[PDF][PDF] Anomaly detection technology of network traffic in SDN

LJ LIU, W Chen, C Chen - Computer Science and Application, 2018 - pdf.hanspub.org
Abstract Software-Defined Networking (SDN) is a novel network architecture that has been
successfully developed commercially. However, due to the increasing number and variety of …

An Effective Anomaly Detection Model Combined Feature Selection with Improved CNN in SDN

Y Wang, X Yi, Z Bao, B Yu - 2023 3rd Asia-Pacific Conference …, 2023 - ieeexplore.ieee.org
The frequent intrusion of anomalous traffic has consistently remained a critical concern in
the domain of network security. Software-Defined Networking (SDN) is an innovative …

A novel anomaly detection system based on seven-dimensional flow analysis

MVO De Assis, JJPC Rodrigues… - 2013 IEEE Global …, 2013 - ieeexplore.ieee.org
Anomaly detection in large-scale networks is not a simple task, although there are several
studies in this area. The continuous expansion of computer networks results in increased …

A lightweight traffic anomaly detection model in SDN based on decision tree

D Li, Z Li - … Management and Network Security (CIMNS 2018), 2018 - atlantis-press.com
This paper establishes a SDN-based network traffic anomaly detection model based on
decision tree. Firstly, five statistical indexes are presented to describe the behavior of …

DeepGuard: Efficient anomaly detection in SDN with fine-grained traffic flow monitoring

TV Phan, TG Nguyen, NN Dao… - … on Network and …, 2020 - ieeexplore.ieee.org
Software-Defined Networking (SDN) leverages the implementation of reliable, flexible and
efficient network security mechanisms which make use of novel techniques such as artificial …