Real time data fusion and mathematical modeling techniques for intelligent IoT systems
*V. Dankan GowdaCorresponding authordankan.v@bmsit.inDepartment of Electronics and Communication EngineeringBMS Institute of Technology and ManagementBangalore, Karnataka, 560119, IndiaView full profile → , Pratik Gitepratikgite135@gmail.comDepartment of Computer Science and EngineeringParul Institute of TechnologyParul UniversityVadodara, Gujarat, 391760, IndiaView full profile → , Shashikala Salekoppalu Venkataramushashisv7@gmail.comDepartment of Computer Science and EngineeringBGS Institute of TechnologyAdichunchanagiri UniversityKarnataka, 571448, IndiaView full profile → , Madan Mohanrao Jagtapmadan.jagtap@siom.inDepartment of Operations ManagementNashik campus, Constituent of Symbiosis International (Deemed University)Symbiosis Institute of Operations ManagementPune, Maharashtra, 422008, IndiaView full profile → , K.D.V. Prasadkdv.prasad@sibmhyd.edu.inAffiliation 1Department of ResearchSymbiosis Institute of Business ManagementHyderabad, Telangana, IndiaAffiliation 2Symbiosis International (Deemed University)Pune, Maharashtra, 509217, IndiaView full profile → , Shyamsunder ChittaShyam.Chitta@sibmhyd.edu.inAffiliation 1Department of FinanceSymbiosis Institute of Business ManagementHyderabad, Telangana, IndiaAffiliation 2Symbiosis International (Deemed University)Pune, Maharashtra, 509217, IndiaView full profile →
* Corresponding author · click or hover a name for details
- Received:
- 08 Oct 2024
- Published Online:
- 31 May 2025
- Article type:
- Research Article
- Language:
- EN
- Article no.:
- JIOS-1995
- Pages:
- 1357–1368
Abstract
Keywords
Subject Classifications
References
[1] Zhenyu Gao, Shuang Liu, and Yong Zhang, “Cognitive Data Fusing for Internet of Things Based on Ensemble Learning and Federated Learning,” IEEE Internet of Things Journal, vol. 11, no. 13, pp. 22992–23001 (2024), doi: 10.1109/JIOT.2023.3339020.
[2] Chandan Kumar, “Hybrid Intelligent Fusion-Based Perspectives for WSN-IOT,” in 2023 International Conference on Network, Multimedia and Information Technology (NMITCON), Bengaluru, India, pp. 1–7 (2023).
[3] Deepak Gopinathan and Anand Nayyar, “An Overview of IoT Sensor Data Processing, Fusion, and Analysis Techniques,” Sensors, vol. 20, no. 21, p. 6076 (2020), doi: 10.3390/s20216076.
[4] S. S. Saranya and N. S. Fatima, “IoT-Based Patient Health Data Using Improved Context-Aware Data Fusion and Enhanced Recursive Feature Elimination Model,” IEEE Access, vol. 10, pp. 128318–128335 (2022), doi: 10.1109/ACCESS.2022.3225806.
[5] Yan Cai, “Research on Data Fusion Method of Multi-source Complex System,” Journal of Web Engineering, vol. 20, no. 5, pp. 1553–1572 (2021).
[6] G. Manivasagam and K. D. V. Prasad, “Novel approaches to biometric security using enhanced session keys and elliptic curve cryptography,” Journal of Discrete Mathematical Sciences and Cryptography, vol. 27, no. 2-A, pp. 477–488 (2024), doi: 10.47974/JDMSC-1884.
[7] R. Senthil Kumar and K. D. V. Prasad, “Securing digital authentication with cryptographic innovations in intrinsic verification systems,” Journal of Discrete Mathematical Sciences and Cryptography, vol. 27, no. 2-A, pp. 317–328 (2024).
[8] T. Thiruvenkadam and K. D. V. Prasad, “Cryptographic image-based data security strategies in wireless sensor networks,” Journal of Discrete Mathematical Sciences and Cryptography, vol. 27, no. 2-A, pp. 293–304 (2024).
[9] Parismita Sarma and Mirzanur Rahman, “Mathematical analysis of wavelet-based multi-image compression in medical diagnostics,” Journal of Discrete Mathematical Sciences and Cryptography, vol. 27, no. 2-B, pp. 675–687 (2024).
[10] Santosh Kumar and Anand Kumar Gupta, “A novel approach of unsupervised feature selection using iterative shrinking and expansion algorithm,” Journal of Interdisciplinary Mathematics, vol. 26, no. 3, pp. 519–530 (2023).
[11] Naziya and Veera Sivakumar Chinamuttevi, “A novel RF-SMOTE model to enhance the definite apprehensions for IoT security attacks,” Journal of Discrete Mathematical Sciences and Cryptography, vol. 26, no. 3, pp. 861–873 (2023), doi: 10.47974/JDMSC-1766.
[12] Rahul Shekhar and Abhay Chaturvedi, “Securing networked image transmission using public-key cryptography and identity authentication,” Journal of Discrete Mathematical Sciences and Cryptography, vol. 26, no. 3, pp. 779–791 (2023), doi: 10.47974/JDMSC-1754.
[13] H. G. Govardhana Reddy and K. Raghavendra, “Vector space modelling-based intelligent binary image encryption for secure communication,” Journal of Discrete Mathematical Sciences and Cryptography, vol. 25, no. 4, pp. 1157–1171 (2022), doi: 10.1080/09720529.2022.2075090.
[14] Jing Song, Dimitris Karagiannis, and Minsoo Lee, “Modelling Method to Abstract Collective Behavior of Smart IoT Systems in CPS,” Sensors, vol. 22, no. 13, p. 5057 (2022), doi: 10.3390/s22135057.
[15] Shuang Xiao, Yuwei Fu, and Yuhang Wu, “Deep Neural Network Based Efficient Data Fusion Model for False Data Detection in Power System,” in 2022 IEEE 6th Conference on Energy Internet and Energy System Integration (EI2), Chengdu, China, pp. 1462–1466 (2022), doi: 10.1109/EI253828.2022.9996951.
[16] Congshan Li, Tianqi Liu, et al., “Data Fusion Method of WAMS/SCADA Hybrid Measurements in Power System State Estimation,” High Voltage Engineering, vol. 39, no. 11, pp. 2686–2691 (2013).
[17] Kunpeng Zhu, Guochang Li, and Yong Zhang, “Big data oriented smart tool condition monitoring system,” IEEE Transactions on Industrial Informatics, vol. 16, no. 6, pp. 47–56 (2020), doi: 10.1109/TII.2020.2975226.
[18] Abdelaziz Rghioui and Abderrahim Oumnad, “Challenges and opportunities of Internet of Things in healthcare,” International Journal of Electrical and Computer Engineering (IJECE), vol. 8, no. 5, pp. 27–33 (2018), doi: 10.11591/ijece.v8i5.pp27-33.
