A Deep Q-Learning Approach to Intrusion Detection and Prevention Systems: Enhancing Cybersecurity through Intelligent Adaptation Pankaj Chandre, Manoj Bapurao Shinde, Shruti Vilas Tilwant, Arun Bhau Ghandat, Bhagyashree D Shendkar, Prashant Dhotre 2024 IEEE 4th International Conference on ICT in Business Industry and Government Ictbig 2024, 2024 A Deep Q-Learning approach to Intrusion Detection and Prevention Systems (IDPS) offers a cutting-edge solution for enhancing cybersecurity by leveraging intelligent machine learning models. This method dynamically adapts to evolving threats, learning optimal defense strategies through a reward-punishment system. The presented architecture integrates sensor-based traffic monitoring, feature extraction, and real-time decision-making to strengthen network resilience. The system leverages sensor nodes to monitor traffic and uses traffic analyzers to extract critical features from network data. A Deep Q-Learning model is employed to analyze these features, dynamically adjusting security policies by learning through reward and punishment mechanisms. The system interacts with network infrastructure, such as firewalls, routers, and switches, to mitigate threats in real time. Threat intelligence is continuously updated in a dedicated database, while an action executor enforces security measures and policies. This intelligent adaptation ensures proactive threat prevention and network resilience.
RECENT SCHOLAR PUBLICATIONS
Automating the Detection of Profanity and Abusive Language in Audio Conversations Using Speech-to-Text and AI-Based Classification Models VH Prof. Manoj Shinde, Reejit Adhikary, Vansh Chaudhari International Journal of Advanced Research in Science, Communication and … , 2026 2026
A Comprehensive Review on AI-Driven Outcomes-Based Education and Curriculum Design GRP Manoj Bapurao Shinde 1st Engineering Data Analytics and Management Conference (EAMCON 2025), 529-536 , 2025 2025 Citations: 1
Intelligent Agricultural Greenhouse Control Device MB Shinde IN Patent 475888-001 , 2025 2025
INTELLIGENT AGRICULTURAL GREENHOUSE CONTROL DEVICE DTURRCSNDRABDAKKDAABPRPMABGBSS Manoj Bapurao Shinde, MIT ART IN Patent 475888-001 , 2025 2025
Sentiment Analysis For Product Review VG Prof.Manoj Shinde,Sagar Mahajan,Yash Kadam,Rohit Jaiswal INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT 13 (5 May 2025 … , 2025 2025
Voice Enabled Chatbot “Activated Chatbot for Smart Assistance” MS Prakhar Tripathi, Mayank Soni, Bhushan Jadhav, Shubham Biswas International Journal of Advanced Research in Science, Communication and … , 2025 2025
MeetRoute: Revolutionizing Wayfinding Using QR Technology MS Harsh Shelke, Onkar Gaikwad, Mayank Mulay, Aditya Gadhave INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT 13 (4 April 2025 … , 2025 2025
Smart Transportation App GS Prof. Manoj Shinde, Sahil Dubas, Srushti Kadam, Saksham Kumar INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT 13 (4 April 2025 … , 2025 2025
A deep Q-learning approach to intrusion detection and prevention systems: enhancing cybersecurity through intelligent adaptation P Chandre, MB Shinde, SV Tilwant, AB Ghandat, BD Shendkar, P Dhotre 2024 IEEE 4th International Conference on ICT in Business Industry … , 2024 2024 Citations: 10
NETWORK SANDBOXES INTRUSION DETECTION AND PREVENTION DEVICES PNNT Sumit Arun Hirve, Prof. Bhausaheb Suresh Salve, Prof. Arun Bhau Ghandat ... IN Patent 437879-001 , 2024 2024
BRAIN TUMOR DETECTION USING IMAGE PROCESSING AND DATA MINING TECHNIQUE MB Shinde, RS Suryavanshi, JM Surwase, SK Sayyad International Research Journal of Modernization in Engineering Technology … , 2023 2023
AI BASED ENTREPRENEUR SHIP MANAGEMENT SYSTEM G Birajdar, S Lad, S Ukrande, MMB Shinde International Research Journal of Modernization in Engineering Technology … , 2023 2023
SMART SECURITY SYSTEM BASED ON MOTION DETECTION. KV Barakade, SS Yadav, PM Vairat, M Shinde SMART SECURITY SYSTEM BASED ON MOTION DETECTION. 6 (12), 3 , 2022 2022 Citations: 1
XPERT DOC FOR MEDICAL EMERGENCIES SS Shaikh, AA Shinde, SI Poonawala, MB Shinde International Research Journal of Modernization in Engineering Technology … , 2022 2022
Research on Smart Health Prediction System using Data Mining Technique PKMV Mr. Shinde Manoj Bapurao1 International Research Journal of Engineering and Technology (IRJET) 6 … , 2019 2019
Smart Life Clinic Using Data Mining Techniques. PKMV Mr. .Shinde Manoj Resincap Journal of Science and Engineering Volume 3, Issue 4 April 2019 … , 2019 2019
Alcohol detection and accident avoidance using locking with tracking RB Mandalkar, RN Pandore, MB Shinde, VD Godse International Journal of Advanced Research in Computer Science and … , 2015 2015 Citations: 17
MOST CITED SCHOLAR PUBLICATIONS
Alcohol detection and accident avoidance using locking with tracking RB Mandalkar, RN Pandore, MB Shinde, VD Godse International Journal of Advanced Research in Computer Science and … , 2015 2015 Citations: 17
A deep Q-learning approach to intrusion detection and prevention systems: enhancing cybersecurity through intelligent adaptation P Chandre, MB Shinde, SV Tilwant, AB Ghandat, BD Shendkar, P Dhotre 2024 IEEE 4th International Conference on ICT in Business Industry … , 2024 2024 Citations: 10
A Comprehensive Review on AI-Driven Outcomes-Based Education and Curriculum Design GRP Manoj Bapurao Shinde 1st Engineering Data Analytics and Management Conference (EAMCON 2025), 529-536 , 2025 2025 Citations: 1
SMART SECURITY SYSTEM BASED ON MOTION DETECTION. KV Barakade, SS Yadav, PM Vairat, M Shinde SMART SECURITY SYSTEM BASED ON MOTION DETECTION. 6 (12), 3 , 2022 2022 Citations: 1
Automating the Detection of Profanity and Abusive Language in Audio Conversations Using Speech-to-Text and AI-Based Classification Models VH Prof. Manoj Shinde, Reejit Adhikary, Vansh Chaudhari International Journal of Advanced Research in Science, Communication and … , 2026 2026
Intelligent Agricultural Greenhouse Control Device MB Shinde IN Patent 475888-001 , 2025 2025
INTELLIGENT AGRICULTURAL GREENHOUSE CONTROL DEVICE DTURRCSNDRABDAKKDAABPRPMABGBSS Manoj Bapurao Shinde, MIT ART IN Patent 475888-001 , 2025 2025
Sentiment Analysis For Product Review VG Prof.Manoj Shinde,Sagar Mahajan,Yash Kadam,Rohit Jaiswal INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT 13 (5 May 2025 … , 2025 2025
Voice Enabled Chatbot “Activated Chatbot for Smart Assistance” MS Prakhar Tripathi, Mayank Soni, Bhushan Jadhav, Shubham Biswas International Journal of Advanced Research in Science, Communication and … , 2025 2025
MeetRoute: Revolutionizing Wayfinding Using QR Technology MS Harsh Shelke, Onkar Gaikwad, Mayank Mulay, Aditya Gadhave INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT 13 (4 April 2025 … , 2025 2025
Smart Transportation App GS Prof. Manoj Shinde, Sahil Dubas, Srushti Kadam, Saksham Kumar INTERNATIONAL JOURNAL OF CREATIVE RESEARCH THOUGHTS - IJCRT 13 (4 April 2025 … , 2025 2025
NETWORK SANDBOXES INTRUSION DETECTION AND PREVENTION DEVICES PNNT Sumit Arun Hirve, Prof. Bhausaheb Suresh Salve, Prof. Arun Bhau Ghandat ... IN Patent 437879-001 , 2024 2024
BRAIN TUMOR DETECTION USING IMAGE PROCESSING AND DATA MINING TECHNIQUE MB Shinde, RS Suryavanshi, JM Surwase, SK Sayyad International Research Journal of Modernization in Engineering Technology … , 2023 2023
AI BASED ENTREPRENEUR SHIP MANAGEMENT SYSTEM G Birajdar, S Lad, S Ukrande, MMB Shinde International Research Journal of Modernization in Engineering Technology … , 2023 2023
XPERT DOC FOR MEDICAL EMERGENCIES SS Shaikh, AA Shinde, SI Poonawala, MB Shinde International Research Journal of Modernization in Engineering Technology … , 2022 2022
Research on Smart Health Prediction System using Data Mining Technique PKMV Mr. Shinde Manoj Bapurao1 International Research Journal of Engineering and Technology (IRJET) 6 … , 2019 2019
Smart Life Clinic Using Data Mining Techniques. PKMV Mr. .Shinde Manoj Resincap Journal of Science and Engineering Volume 3, Issue 4 April 2019 … , 2019 2019