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Title: :  AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD
PaperId: :  23811
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 3 2024
DUI:    16.0415/IJARIIE-23811
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
MR. TANMAY RAJIV SHRIMALIStudent, Department of Computer Science and Engineering in Cyber Security and Forensics, School of Computer Science and Engineering, Sandip University, Nashik, Maharashtra, India
Mr. PRATHMESH DINKAR SHINDEStudent, Department of Computer Science and Engineering in Cyber Security and Forensics, School of Computer Science and Engineering, Sandip University, Nashik, Maharashtra, India
Mr. NAKUL PRASHANT JADHAVStudent, Department of Computer Science and Engineering in Cyber Security and Forensics, School of Computer Science and Engineering, Sandip University, Nashik, Maharashtra, India
Mr. SHAIKH ASAD NASEEM Student, Department of Computer Science and Engineering in Cyber Security and Forensics, School of Computer Science and Engineering, Sandip University, Nashik, Maharashtra, India
Dr. MONIKA SHARAD DESHMUKHAssistant Professor, Department of Computer Science and Engineering, School of Computer Science and Engineering, Sandip University, Nashik, Maharashtra, India

Abstract

Computer Engineering, Cyber Security
AI-powered N-IDS, Network Intrusion Detection System, Artificial Intelligence, Machine Learning, Deep Learning, Anomaly Detection, Cybersecurity, Threat Detection
The fast-changing nature of cyber threats requires new ways to protect networks. This project focuses on creating an AI-powered Network Intrusion Detection System (NIDS) to improve traditional intrusion detection systems. By using machine learning (ML) and natural language processing (NLP), our NIDS aims to spot and handle potential intrusions in real-time. Our NIDS works by collecting and studying network logs from endpoint devices using a special log forwarder agent. These logs go to a centralized Security Information and Event Management (SIEM) server for detailed analysis with ML algorithms. By integrating with the OpenAI GPT-3 API, our system can offer detailed insights and useful information about detected intrusions. Key features of our NIDS include spotting anomalies in real-time, monitoring endpoints actively using custom Python scripts, and using AI to analyze and create detailed intrusion alerts. This report explains the design, implementation, challenges faced, and results achieved while making our AI-powered NIDS, showing how AI can change network security. Our project helps improve cybersecurity by showing how AI can adaptively detect and respond to threats. The results emphasize the importance of using AI in intrusion detection systems to fight ever-changing cyber threats effectively.

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IJARIIE MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH. "AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 3 2024 Page 1435-1442
MLA MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH. "AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD." International Journal Of Advance Research And Innovative Ideas In Education 10.3(2024) : 1435-1442.
APA MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , & Dr. MONIKA SHARAD DESHMUKH. (2024). AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD. International Journal Of Advance Research And Innovative Ideas In Education, 10(3), 1435-1442.
Chicago MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH. "AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 3 (2024) : 1435-1442.
Oxford MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH. 'AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, 2024, p. 1435-1442. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/AI_Powered_Network_Intrusion_Detection_System__N_IDS__FUSION_SHIELD_ijariie23811.pdf (Accessed : 18 December 2025).
Harvard MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH. (2024) 'AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD', International Journal Of Advance Research And Innovative Ideas In Education, 10(3), pp. 1435-1442IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/AI_Powered_Network_Intrusion_Detection_System__N_IDS__FUSION_SHIELD_ijariie23811.pdf (Accessed : 18 December 2025)
IEEE MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH, "AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 3, pp. 1435-1442, May-Jun 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/AI_Powered_Network_Intrusion_Detection_System__N_IDS__FUSION_SHIELD_ijariie23811.pdf [Accessed : 18 December 2025].
Turabian MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH. "AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 3 (18 December 2025).
Vancouver MR. TANMAY RAJIV SHRIMALI, Mr. PRATHMESH DINKAR SHINDE, Mr. NAKUL PRASHANT JADHAV, Mr. SHAIKH ASAD NASEEM , and Dr. MONIKA SHARAD DESHMUKH. AI Powered Network Intrusion Detection System (N-IDS) FUSION SHIELD. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : 18 December 2025]; 10(3) : 1435-1442. Available from: https://ijariie.com/AdminUploadPdf/AI_Powered_Network_Intrusion_Detection_System__N_IDS__FUSION_SHIELD_ijariie23811.pdf
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