Enhancing network security protocols with discrete mathematics application methods
Chetan Kumar Sharmachetan.sharma@niu.edu.inDepartment of School of Sciences Noida International UniversityGreater Noida, Uttar Pradesh, 203201, IndiaView full profile → , Deepak Suresh Asudanideepak.s.asudani@gmail.comSymbiosis Institute of Technology Nagpur Campus Symbiosis International (Deemed University) Pune, Maharashtra, 412115, IndiaView full profile → , Rupali Suraskarrupalijumbadkar@gmail.comL&T Edutech L&T EdutechNagpur, Maharashtra, 440002, IndiaView full profile → , Kapil Guptakaps04gupta@gmail.comDepartment of Computer Science and Engineering St. Vincent Pallotti College of Engineering and Technology Nagpur, Maharashtra, 441108, IndiaView full profile → , *Nidhi DuaCorresponding authordr.nidhi@arkajainuniversity.ac.inDepartment of Computer Science & Information Technology Arka Jain University Gamharia Dist 832108Jamshedpur, Jharkhand, 831001, IndiaView full profile → , P. Ajithaajitha.it@sathyabama.ac.inDepartment of Information Technology Sathyabama Institute of Science and Technology Chennai, Tamil Nadu, 600119, IndiaView full profile →
* Corresponding author · click or hover a name for details
- Received:
- 09 Apr 2025
- Published Online:
- 31 Dec 2025
- Article type:
- Research Article
- Language:
- EN
- Article no.:
- JDMSC-2544
- Pages:
- 933–941
Abstract
Keywords
Subject Classifications
References
[1] S. K. Singh, S. K. Sharma, D. Singla, and S. S. Gill, “Evolving requirements and application of SDN and IoT in the context of Industry 4.0, blockchain and artificial intelligence,” in Software Defined Networks, pp. 427–496 (2022).
[2] K. Cai, H. Chen, W. Ai, X. Miao, Q. Lin, and Q. Feng, “Feedback convolutional network for intelligent data fusion based on near-infrared collaborative IoT technology,” IEEE Trans. Ind. Informat., vol. 18, no. 2, pp. 1200–1209 (2022).
[3] C. Fei and J. Shen, “Machine learning for securing cyber–physical systems under cyber attacks: A survey,” Franklin Open, vol. 4, pp. 100041 (2023).
[4] Aiting Yao, Chen Huang, Weiqi Zhang, Chengzu Dong, Meiqu Lu, Junjun Mao, Xiao Liu & Xuejun Li, “Enhancing cyber defense strategies with discrete multi-dimensional Z-numbers: A multi-attribute decision-making approach,” Complex Intell. Syst., vol. 11, no. 5, pp. 216 (2025).
[5] Y. S. Jeong, M. S. Obaidat, J. Ma, and L. T. Yang, “Advanced mathematics and numerical modeling of IoT,” J. Appl. Math., vol. 2015, no. 5 (2015).
[6] A. Kumari, R. Goyal, and S. Kumar, “Mathematical model for analysis of the relationship between personality traits and psychological biases of individual investors,” J. Inf. Optim. Sci., vol. 44, no. 3, pp. 493–503 (2023).
[7] Z. Li, X. Han, M. Shahidehpour, P. Ju, and Q. Yu, “Analyzing the resilience of active distribution networks to hazardous weather considering cyber-physical interdependencies,” Engineering (2024).
[8] V. Singh, G. Sharma, R. C. Poonia, N. K. Trivedi, and L. Raja, “Source redundancy management and host intrusion detection in wireless sensor networks,” Recent Advances in Computer Science and Communications (Formerly: Recent Patents on Computer Science), vol. 14, no. 1, pp. 43–47 (2021).
[9] G. Dhand, M. Rao, P. Chaudhary, and K. Sheoran, “A secure routing and malicious node detection in mobile ad hoc network using trust value evaluation with improved XGBoost mechanism,” J. Netw. Comput. Appl., vol. 235, pp. 104093 (2025).
[10] H. Mu, N. Aljeri, and A. Boukerche, “Hierarchical multi-scale spatio-temporal semantic graph convolutional network for traffic flow forecasting,” J. Netw. Comput. Appl., vol. 238, pp. 104166 (2025).
[11] C. H. N, “Network Intrusion Dataset (CIC-IDS-2017),” Kaggle (2023). [Online]. Available: https://www.kaggle.com/datasets/chethuhn/network-intrusion-dataset




