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Call for Papers:Vol.11 Issue.3

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Title: :  GRIDSHIELD AI
PaperId: :  26601
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26601
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dr. Archana BVidya Vikas Institute of Engineering & Technology
Guruprasad S LoniVidya Vikas Institute of Engineering & Technology
Ghanashyam M DineshVidya Vikas Institute of Engineering & Technology
Puneeth DVidya Vikas Institute of Engineering & Technology
Preetham Urs A VVidya Vikas Institute of Engineering & Technology

Abstract

Computer Engineering
SCADA System, Cybersecurity, MSPPNET, Deep Learning, Metaheuristic Optimization, Machine Learning
Supervisory Control and Data Acquisition (SCADA) systems play a pivotal role in monitoring and controlling critical infrastructure across various sectors, including energy, water, and manufacturing. As these systems increasingly become targets of cyber threats, there is a pressing need for intelligent and robust security mechanisms. This project proposes an advanced cybersecurity framework employing the Meta Heuristic Supervised Preprocessing Network (MSPPNET) to enhance the detection and prevention of malicious activities within SCADA environments. The methodology begins with the acquisition of raw datasets followed by preprocessing and normalization to ensure data consistency and quality. Key features are extracted using intelligent selection mechanisms, and multiple models—including SVM, ANN, and the proposed MSPPNET-based CNN—are trained and evaluated. The MSPPNET framework incorporates meta heuristic optimization techniques into the supervised learning pipeline, improving the adaptability and accuracy of the model in identifying subtle attack patterns. Extensive experimentation and performance evaluation highlight the effectiveness of MSPPNET in achieving high detection accuracy while minimizing false positives. The final model is validated using test data and stored for real-time deployment. This approach not only improves threat detection capabilities in SCADA systems but also contributes to the development of more resilient critical infrastructure cybersecurity solutions

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IJARIIE Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V. "GRIDSHIELD AI" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 1365-1369
MLA Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V. "GRIDSHIELD AI." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 1365-1369.
APA Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, & Preetham Urs A V. (2025). GRIDSHIELD AI. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 1365-1369.
Chicago Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V. "GRIDSHIELD AI." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 1365-1369.
Oxford Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V. 'GRIDSHIELD AI', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 1365-1369. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/GRIDSHIELD_AI_ijariie26601.pdf (Accessed : ).
Harvard Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V. (2025) 'GRIDSHIELD AI', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 1365-1369IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/GRIDSHIELD_AI_ijariie26601.pdf (Accessed : )
IEEE Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V, "GRIDSHIELD AI," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 1365-1369, May-Jun 2025. [Online]. Available: http://ijariie.com/AdminUploadPdf/GRIDSHIELD_AI_ijariie26601.pdf [Accessed : ].
Turabian Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V. "GRIDSHIELD AI." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver Dr. Archana B, Guruprasad S Loni, Ghanashyam M Dinesh, Puneeth D, and Preetham Urs A V. GRIDSHIELD AI. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 1365-1369. Available from: http://ijariie.com/AdminUploadPdf/GRIDSHIELD_AI_ijariie26601.pdf
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