please Help SDN DDoS attack Simulation tools using Machine learning?
I think you need a Machine Learning built on top of SDN to mitigate DDoS attack.
We usuallay use Mininet to build the network topology and POX controller to simulate the attack and the solution. POX controller is python-friendly tool where there exist several ML libraries to use. The Mininet hosts is somehow like real virtual machine and you can easily configure them and use common DDoS on top of them.
I hope this info helps.
SDN DDoS attack Simulation tools using Machine learning are Software Defined Networking (SDN), as a new type of network architecture, has certain advantages in DDoS attack detection. Compared with traditional circuit-switched networks, SDN adopts a separated control and forwarding mode of operation and make the network programming. With the deepening and development of SDN research, the application of SDN network architecture in the traditional VNs architecture has better performance in security management. The emergence of SDN paradigm has created tremendous potential for the development of VNs. Different from traditional VNs, Software Defined Vehicular Networks (SDVNs) have rich management advantages due to the centralized intelligent control brought by SDN [2]. As shown in Figure 1, the SDN framework introduces application plane and control plane to VNs. The application plane is designed to provide a set of services and applications.
You can consult our recently published article on DDos Attack Detection proposing several AI and ML techniques.
https://authors.elsevier.com/a/1Z8oA7sdZtSKFV
You can consider to employ the same set of techniques in SDN too.
You could use our latest work for reference : Preprint Securing Smart Homes via Software-Defined Networking and Low...
I looked at a lot of tools for my purpose and ended up using NetSim by Tetcos in labs to simulate DDOS attacks. It is pretty flexible and feature-rich. It has both an SDN module and can also interface with Python for machine learning. You can even integrate with MATLAB or Wireshark natively as well.
You can find their projects already created in git also.
www.tetcos.com
Anthony Dehnashi Yes, that is true and here are some useful links I found on attacks in NetSim
But, can someone share reference IEEE papers that have attacks simulated in NetSim?
Here are some papers:
- Cross-Layer DoS Attack Detection Technique for Internet of Things
- Performance Analysis of 5G DDoS Attack Using Machine Learning
- Exploring Cybersecurity Issues in 5G Enabled Electric Vehicle ChargingStation with Deep Learning
- Reinforcement-Learning-Based_IDS_for_6LoWPAN
- DETONAR_Detection_of_Routing_Attacks_in_RPL-Based_IoT
- Adaptive_Hybrid_Heterogeneous_IDS_for_6LoWPAN
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