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Dynamic Threat Detection and Mitigation Using AI-Infused Firewalls

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This research introduces an AI-Infused Firewall that revolutionizes network security by integrating artificial intelligence to detect and mitigate evolving cyber threats. Traditional firewalls often fall short in identifying novel and sophisticated vulnerabilities. Our proposed system addresses this limitation by dynamically adapting firewall rules based on real-time network traffic analysis and employing machine learning for packet classification. Evaluated through performance metrics such as detection accuracy and response time, the system demonstrates efficient threat identification and rapid mitigation. A practical deployment scenario includes securing enterprise networks against zero-day attacks and sophisticated intrusion attempts. Through intelligent automation, the system efficiently detects potential vulnerabilities and mitigates risks by automating security responses, thereby reducing manual intervention. This approach enhances threat detection accuracy, improves overall network security posture, and demonstrates advancements in proactive threat mitigation and efficient network protection.

Original languageEnglish
Title of host publicationISDFS 2025 - 13th International Symposium on Digital Forensics and Security
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798331509934
DOIs
Publication statusPublished - 2025
Event13th International Symposium on Digital Forensics and Security, ISDFS 2025 - Boston, United States
Duration: 24-04-202525-04-2025

Publication series

NameISDFS 2025 - 13th International Symposium on Digital Forensics and Security

Conference

Conference13th International Symposium on Digital Forensics and Security, ISDFS 2025
Country/TerritoryUnited States
CityBoston
Period24-04-2525-04-25

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Computer Vision and Pattern Recognition
  • Information Systems
  • Information Systems and Management
  • Safety, Risk, Reliability and Quality
  • Law
  • Artificial Intelligence

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