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Original Article
Design and Implementation of an Integrated Approach to Predictive Maintenance Using IoT & Machine Learning in Manufacturing Industries
T.Jansirani,1
K.Gopika,2
S.Padmaanjali,3
S.P.Sujitha4
1 Assistant Professor, Department of Information Technology, PSV College of Engineering and Technology, Krishnagiri, Tamil Nadu, India. 2 3 4 UG Scholars, Department of Information Technology, P.S.V. College of Engineering and Technology, Krishnagiri, Tamil Nadu, India.
Published Online: January-April 2026
Pages: 404-408
Cite this article
No DOIReferences
. S. Pani, O. Pattnaik and B. K. Pattanayak, "Predictive Maintenance in Industrial IoT Using Machine Learning Approach," IEEE Access, vol.
12, pp. 12345-12356, 2024.
2. A. Suphalakshmi, R. Kumar and P. Singh, "Predictive Maintenance Using Machine Learning in Industrial IoT Systems," IEEE Sensors
Journal, vol. 24, no. 3, pp. 4567-4576, 2024.
3. R. Raj, K. Kolhe and V. Gutte, "IoT-Based Predictive Maintenance Using AI/ML: A Review," IEEE Internet of Things Journal, vol. 11, no.
2, pp. 2234-2245, 2024.
4. N. A. Mohammed, O. F. Abdulateef and A. H. Hamad, "IoT and Machine Learning-Based Predictive Maintenance for Electrical Motors,"
IEEE Transactions on Industrial Electronics, vol. 70, no. 5, pp. 4561-4570, 2023.
5. J. Smith and M. Brown, "Machine Learning Techniques for Predictive Maintenance in Industry 4.0," IEEE Access, vol. 10, pp. 98765-98775,
2022.
6. K. J. Prabhod, "Advanced Machine Learning Techniques for Predictive Maintenance in IIoT," IEEE Transactions on Automation Science
and Engineering, vol. 18, no. 4, pp. 1500-1510, 2021.
7. M. Carvalho, R. Silva and J. Mendes, "Predictive Maintenance in Smart Manufacturing Using IoT Data Analytics," IEEE Transactions on
Industrial Informatics, vol. 19, no. 1, pp. 345-356, 2023.
8. Y. Zhang, X. Wang and L. Chen, "Deep Learning-Based Predictive Maintenance for Industrial Equipment," IEEE Access, vol. 9, pp. 23456-
23467, 2021.
9. H. Lee, K. Park and J. Kim, "IoT-Based Condition Monitoring System for Industrial Applications," IEEE Sensors Journal, vol. 20, no. 14,
pp. 7890-7898, 2020.
10. A. Verma and S. Sharma, "Predictive Maintenance Framework Using Machine Learning Algorithms," IEEE Access, vol. 11, pp. 11223-11234, 2023.
11. D. Patel and R. Shah, "Industrial IoT and Predictive Maintenance: A Survey," IEEE Communications Surveys & Tutorials, vol. 23, no. 2,
pp. 1234-1256, 2021.
12. L. Wang and G. Li, "Big Data Analytics for Predictive Maintenance in Smart Manufacturing," IEEE Transactions on Big Data, vol. 8, no. 3,
pp. 654-666, 2022.
13. S. Gupta, P. Kumar and A. Jain, "Real-Time Fault Detection Using IoT and Machine Learning," IEEE Internet of Things Journal, vol. 9, no.
6, pp. 4321-4330, 2022.
14. T. Nguyen and M. Kwon, "Edge Computing for Predictive Maintenance in IIoT," IEEE Access, vol. 10, pp. 87654-87665, 2022002E
12, pp. 12345-12356, 2024.
2. A. Suphalakshmi, R. Kumar and P. Singh, "Predictive Maintenance Using Machine Learning in Industrial IoT Systems," IEEE Sensors
Journal, vol. 24, no. 3, pp. 4567-4576, 2024.
3. R. Raj, K. Kolhe and V. Gutte, "IoT-Based Predictive Maintenance Using AI/ML: A Review," IEEE Internet of Things Journal, vol. 11, no.
2, pp. 2234-2245, 2024.
4. N. A. Mohammed, O. F. Abdulateef and A. H. Hamad, "IoT and Machine Learning-Based Predictive Maintenance for Electrical Motors,"
IEEE Transactions on Industrial Electronics, vol. 70, no. 5, pp. 4561-4570, 2023.
5. J. Smith and M. Brown, "Machine Learning Techniques for Predictive Maintenance in Industry 4.0," IEEE Access, vol. 10, pp. 98765-98775,
2022.
6. K. J. Prabhod, "Advanced Machine Learning Techniques for Predictive Maintenance in IIoT," IEEE Transactions on Automation Science
and Engineering, vol. 18, no. 4, pp. 1500-1510, 2021.
7. M. Carvalho, R. Silva and J. Mendes, "Predictive Maintenance in Smart Manufacturing Using IoT Data Analytics," IEEE Transactions on
Industrial Informatics, vol. 19, no. 1, pp. 345-356, 2023.
8. Y. Zhang, X. Wang and L. Chen, "Deep Learning-Based Predictive Maintenance for Industrial Equipment," IEEE Access, vol. 9, pp. 23456-
23467, 2021.
9. H. Lee, K. Park and J. Kim, "IoT-Based Condition Monitoring System for Industrial Applications," IEEE Sensors Journal, vol. 20, no. 14,
pp. 7890-7898, 2020.
10. A. Verma and S. Sharma, "Predictive Maintenance Framework Using Machine Learning Algorithms," IEEE Access, vol. 11, pp. 11223-11234, 2023.
11. D. Patel and R. Shah, "Industrial IoT and Predictive Maintenance: A Survey," IEEE Communications Surveys & Tutorials, vol. 23, no. 2,
pp. 1234-1256, 2021.
12. L. Wang and G. Li, "Big Data Analytics for Predictive Maintenance in Smart Manufacturing," IEEE Transactions on Big Data, vol. 8, no. 3,
pp. 654-666, 2022.
13. S. Gupta, P. Kumar and A. Jain, "Real-Time Fault Detection Using IoT and Machine Learning," IEEE Internet of Things Journal, vol. 9, no.
6, pp. 4321-4330, 2022.
14. T. Nguyen and M. Kwon, "Edge Computing for Predictive Maintenance in IIoT," IEEE Access, vol. 10, pp. 87654-87665, 2022002E
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