Ai- Enhanced Firewall

Ashwin kumar N.S , Adarsh.K , Muhammed Amees G.K , Muhammed Alfaz C.K , Mrs.Kalpana .M

AI Enhanced Firewall, Artificial Intelligence (AI), Machine Learning (ML), Deep Learning (DL), Cybersecurity, Intrusion Detection, Anomaly Detection, Threat Intelligence, Predictive Security, Network Protection, Data Privacy, Ethical AI, Reinforcement Learning, Cloud Security, IoT Security, Adaptive Defense, Cyber Threat Prevention, Zero-Day Attack Detection, Real-Time Monitoring.

This paper presents the AI Enhanced Firewall (AIEF), an advanced cybersecurity solution that integrates Artificial Intelligence (AI), Machine Learning (ML), and Deep Learning (DL) to strengthen traditional firewall mechanisms. Unlike conventional firewalls that rely primarily on static rule sets and signature-based filtering, the AIEF employs adaptive intelligence to detect, analyze, and mitigate sophisticated cyber threats in real time. With the rapid growth of malware, ransomware, and zero-day exploits, legacy firewalls often fail to provide sufficient protection against dynamic and evolving attack vectors. The proposed AIEF system leverages supervised and unsupervised learning models to automatically learn from network traffic patterns, identify anomalies, and apply predictive defense strategies. Using techniques such as behavior-based intrusion detection, anomaly detection, and reinforcement learning, the system adapts to new threats without requiring constant manual updates. Furthermore, the AI Enhanced Firewall integrates contextual understanding of network behavior and predictive blocking, ensuring proactive security rather than reactive defense. Its applications span enterprise networks, cloud infrastructure, IoT ecosystems, and critical sectors such as healthcare, banking, and defense. By combining AI-driven threat intelligence, automated decision-making, and adaptive learning, the AIEF enhances data confidentiality, integrity, and availability while minimizing false positives. This work demonstrates how next-generation AI-based firewalls can transform cybersecurity by creating an intelligent, resilient, and self-improving defense system against modern digital threats.

Volume 13 Issue 9, September-2025

Pages : d110-d122