An Intelligent Attack Detection Framework for the Internet of ...
The Internet of Things (IoT) is a developing technology that shares data in wireless scenarios. However, the developments in the IoT make connected devices susceptible to unwanted access or attack . It creates huge losses and damage to users and end devices. Therefore, a novel Coati-based SqueezeNet Architecture (CbSNA) is proposed to accurately predict attacks in the IoT network. The training ...
PDF An intelligent framework for attack detection in the internet of things ...
This leaves the system vulnerable to new, unknown attacks . Therefore, numerous Artifi-cial Intelligence (AI) frameworks have been adopted for efficient attack detection [13]. The present SqueezeNet, enhanced with Coati Optimization, leverages deep learn-ing to analyze and understand complex patterns in network traffic that traditional IDS might ...
Article An Intelligent Attack Detection Framework for the Internet of Autonomous V ehicles with Imbalanced Car Hacking Data Samah Alshathri 1, Amged Sayed 2, 3, * and Ezz El-Din Hemdan 4,5 1 ...
2509.00896 AI
In todays rapidly evolving digital landscape, safeguarding network infrastructures against cyberattacks has become a critical priority. This research presents an innovative AI-driven real-time intrusion detection framework designed to enhance network security, particularly in Wireless Sensor Networks (WSNs), Cloud Computing (CC), and Internet of Things (IoT) environments. The system employs ...
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With the rapid growth of internet connectivity, cloud computing, and digital communication, modern networks are increasingly exposed to sophisticated and evolving cyber- attacks . Traditional intrusion detection systems, particularly signature-based approaches, often struggle to detect unknown threats and handle imbalanced datasets effectively which limits their performance in dynamic ...
Elevating intrusion detection and security fortification in intelligent ...
Given these shortcomings, there is an urgent need for a more comprehensive and noise-resilient intrusion detection framework that can handle the subtlety of WPA2-based attacks while minimizing ...
AI-Enhanced Intelligent NIDS Framework : Leveraging Metaheuristic Optimization for Robust Attack Detection and Prevention Maryam Mahdi Alhusseini a*, (Member, IEEE), Mohammad-Reza Feizi-Derakhshi b
Key Details About An Intelligent Attack Detection Framework For The Internet
The proposed framework contributes an intelligent and scalable DDoS detection solution suitable for deployment in next-generation cloud security infrastructures.
We implement the framework and conduct experiments on the cyber range platform, the experimental results validate the good performance of attack detection accuracy and efficiency. The framework can greatly improve the cyber security defense capabilities for smart cities.
