Enhancing Chronic Disease Management with IoT and Deep Learning: A Case Study on Diabetes
Abstract
Managing chronic diseases such as diabetes requires continuous monitoring and timely interventions. This paper investigates the role of IoT and deep learning in enhancing chronic disease management, with a focus on diabetes. We present an IoT-based system that collects real-time health data from wearable devices and uses deep learning algorithms to predict glucose levels and recommend personalized interventions. The system's performance is evaluated through a clinical trial involving diabetic patients, showing significant improvements in glucose control and patient outcomes. The paper also discusses the potential of extending the system to other chronic diseases and the challenges of large-scale deployment.
References
Brown, C., & Davis, D. (2020). IoT Security: Emerging Threats and Countermeasures. Journal of Network and Computer Applications, 145, 102408. https://doi.org/10.1016/j.jnca.2019.102408
Lee, H., & Kim, J. (2018). Energy-Efficient Protocols for IoT Networks: A Survey. IEEE Communications Surveys & Tutorials, 20(3), 159-183. https://doi.org/10.1109/COMST.2018.2821559
Gonzalez, R., & Martinez, S. (2021). Blockchain for IoT Security and Privacy: A Systematic Review. Sensors, 21(10), 3264. https://doi.org/10.3390/s21103264
Patel, S., & Mehta, P. (2019). IoT in Healthcare: Applications, Challenges, and Future Trends. Health Informatics Journal, 25(2), 651-666. https://doi.org/10.1177/1460458217731250
Singh, A., & Gupta, R. (2020). Predictive Maintenance in Industrial IoT: Applications and Challenges. IEEE Transactions on Industrial Informatics, 16(8), 5344-5353. https://doi.org/10.1109/TII.2019.2963462
Chen, Q., & Zhang, L. (2019). Privacy-Preserving Data Analytics in IoT: Techniques and Applications. IEEE Internet of Things Journal, 6(2), 1504-1518. https://doi.org/10.1109/JIOT.2018.2871717
Yadav, H. (2024). Anomaly detection using Machine Learning for temperature/humidity/leak detection IoT. International Transactions in Artificial Intelligence, 8(8), 1-18.
Yadav, H. (2024). Structuring SQL/NoSQL databases for IoT data. International Journal of Machine Learning and Artificial Intelligence, 5(5), 1-12.
Molli, V. L. P., Kissa, J., Baraniya, D., Gharibi, A., Chen, T., Al-Hebshi, N. N., & Albandar, J. M. (2023). Bacteriome analysis of Aggregatibacter actinomycetemcomitans-JP2 genotype-associated Grade C periodontitis in Moroccan adolescents. Frontiers in Oral Health, 4, 1288499.
Molli, V. L. P. (2024). Enhancing Healthcare Equity through AI-Powered Decision Support Systems: Addressing Disparities in Access and Treatment Outcomes. International Journal of Sustainable Development Through AI, ML and IoT, 3(1), 1-12.
Molli, V. L. P. (2023). Alcohol Consumption and Peri-implantitis: Exploring the Relationship and Implications for Dental Implant Health. International Journal of Sustainable Development in Computing Science, 5(4), 1-11.
Molli, V. L. P. (2023). The Impact of Rheumatoid Arthritis on Peri-implantitis: Mechanisms, Management, and Clinical Implications. International Meridian Journal, 5(5), 1-10.
Molli, V. L. P. (2023). Understanding Vaccine Hesitancy: A Machine Learning Approach to Analyzing Social Media Discourse. International Journal of Medical Informatics and AI, 10(10), 1-14.
Molli, V. L. P. (2023). Blockchain Technology for Secure and Transparent Health Data Management: Opportunities and Challenges. Journal of Healthcare AI and ML, 10(10), 1-15.
Molli, V. L. P. (2023). Predictive Analytics for Hospital Resource Allocation during Pandemics: Lessons from COVID-19. International Journal of Sustainable Development in Computing Science, 5(1), 1-10.
Molli, V. K. P., Penmatsa, G., & Hsiao, C. Y. (2023). The Association of Rheumatoid Arthritis and Systemic Lupus Erythematosus with Failing Implants. SVOA Dentistry, 4, 1-05.
Molli, V. L. P. (2022). Effectiveness of AI-Based Chatbots in Mental Health Support: A Systematic Review. Journal of Healthcare AI and ML, 9(9), 1-11.
Molli, V. L. P. (2021). Exploring the Interplay between Diabetes Mellitus and Peri-implantitis: Mechanisms, Management, and Clinical Implications. International Meridian Journal, 3(3), 1-10.
Molli, V. L. P. (2021). Telemedicine Adoption in Rural Healthcare: Overcoming Barriers and Enhancing Access. International Journal of Holistic Management Perspectives, 2(2), 1-11.
Molli, V. L. P. (2021). Interplay Between Osteoporosis and Periodontitis: A Comprehensive Review of Mechanisms and Clinical Implications. International Journal of Creative Research In Computer Technology and Design, 3(3), 1-20.
Molli, V. L. P. (2021). Mitigating COVID-19 Transmission: A Machine Learning Approach to Contact Tracing Optimization. International Journal of Machine Learning for Sustainable Development, 3(2), 1-10.
Molli, V. L. P. (2021). Ethical Considerations in AI-Assisted Diagnosis: Balancing Privacy, Accuracy, and Patient Autonomy. International Journal of Machine Learning and Artificial Intelligence, 2(2), 1-10.
Molli, V. L. P. (2021). Microbiome Analysis of Aggregatibacter actinomycetemcomitans JP2 Clone and Non-Aggressive Periodontitis Subjects in Moroccan Population. Temple University.
Molli, V. L. P. (2020). Exploring the Role of Vitamin D and Calcium in Peri-Implantitis Susceptibility: A Critical Analysis. Transactions on Recent Developments in Health Sectors, 3(3), 1-20.
MOLLI, V. L. P., Anubhav, J. A. I. N., Jiangnan, F. U., Yingjie, W. U., FENG, J. Q., & Qian, W. A. N. G. (2020). Osteons and osteocyte lacunae in belanger’s treeshrews (Tupaia belangeri chinensis)-A qualitative image comparative study. Acta Anthropologica Sinica, 39(04), 564.
Molli, V. L. P. (2020). The Interplay Between Osteoporosis and Peri-implantitis: Implications for Dental Implant Therapy. International Meridian Journal, 2(2), 1-20.
Molli, V. L. P. (2020). Impact of Thyroid Disorders on Peri-Implantitis: A Comprehensive Review. Journal of Healthcare Data Science and AI, 7(7), 1-11.
Molli, V. L. P. (2020). Exploring the Association Between Chronic Periodontitis and Peri-Implantitis: A Comprehensive Review. International Journal of Creative Research In Computer Technology and Design, 2(2), 1-10.
Molli, V. L. P. (2019). The Impact of Vitamin D and Calcium Deficiency on Peri-Implantitis: A Comprehensive Review. International Journal of Creative Research In Computer Technology and Design, 1(1), 1-20.