Unleashing AI at Wire Speed: SMARTY’s Defensive Wirespeed AI!
The digital world is moving faster than ever, and with it, the challenges of detecting evolving cyber threats. Traditional security methods simply can’t keep up with the sheer volume, speed, and complexity of today’s network traffic. That’s why at SMARTY, we’re developing game-changing solutions, including our innovative Defensive Wirespeed AI!
Our new methodology leverages the power of computer vision techniques for real-time network intrusion detection directly at the 5G base station (gNB) level. Imagine converting raw network packet streams into visual matrices – this allows us to apply cutting-edge computer vision to rapidly and accurately classify network behaviors!
Here’s how our SMARTY methodology works:
- Real-time Preprocessing: We preprocess packet features in real-time to get them ready for analysis.
- Image-like Transformation: Network flows are transformed into image-like representations, making them suitable for processing by Convolutional Neural Networks (CNNs).
- Wirespeed Compatibility: This entire process is designed to meet the stringent latency requirements of wirespeed operations, ensuring no performance compromise.
We’ve benchmarked our approach against conventional machine learning classifiers using realistic traffic patterns and diverse attack scenarios from the 5G-NIDD dataset, proving its effectiveness against threats like SYN flood, UDP flood, and Slowrate DoS.
We’re actively working on bringing this powerful, intelligent security to life. Follow SMARTY for more exciting updates on how we’re securing networks at the speed of light!
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🔗 Read more go to our website: https://www.smarty-project.eu
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