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Title: :  Predictive Health Monitoring for Proactive Public Safety and Management
PaperId: :  26712
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-26712
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
ROOPA G DS J M INSTITUTE OF TECHNOLOGY
PALLAVI S AS J M INSTITUTE OF TECHNOLOGY
NIKHITHA P HS J M INSTITUTE OF TECHNOLOGY
SNEHA M S J M INSTITUTE OF TECHNOLOGY
TANUJA TS J M INSTITUTE OF TECHNOLOGY

Abstract

Electronics and Communication Engineering
IoT, Health Monitoring, Wearable Device, ESP8266, SpO₂, Logistic Regression, Emergency Alerts, WhatsApp API
This study introduces a cost-effective wearable system designed to monitor vital health indicators in real time using Internet of Things (IoT) and Machine Learning (ML) technologies. The proposed solution consists of a smart wristband equipped with biomedical sensors—such as MAX30100 for monitoring heart rate and SpO₂, DS18B20 for temperature tracking, MQ-135 for detecting CO₂, and an accelerometer for identifying falls. These sensors are connected to a NodeMCU ESP8266 microcontroller, which transmits data wirelessly to a cloud-based dashboard. A Logistic Regression model is employed to classify critical health events based on the sensor data. When an abnormal condition is detected, the system immediately sends a WhatsApp alert along with the user’s location. This approach offers an accessible, continuous health monitoring solution that enhances emergency responsiveness, especially for vulnerable individuals such as the elderly or those in remote areas.

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IJARIIE ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T. "Predictive Health Monitoring for Proactive Public Safety and Management" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 2016-2021
MLA ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T. "Predictive Health Monitoring for Proactive Public Safety and Management." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 2016-2021.
APA ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , & TANUJA T. (2025). Predictive Health Monitoring for Proactive Public Safety and Management. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 2016-2021.
Chicago ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T. "Predictive Health Monitoring for Proactive Public Safety and Management." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 2016-2021.
Oxford ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T. 'Predictive Health Monitoring for Proactive Public Safety and Management', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 2016-2021. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Predictive_Health_Monitoring_for_Proactive_Public_Safety_and_Management_ijariie26712.pdf (Accessed : ).
Harvard ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T. (2025) 'Predictive Health Monitoring for Proactive Public Safety and Management', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 2016-2021IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Predictive_Health_Monitoring_for_Proactive_Public_Safety_and_Management_ijariie26712.pdf (Accessed : )
IEEE ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T, "Predictive Health Monitoring for Proactive Public Safety and Management," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 2016-2021, May-Jun 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Predictive_Health_Monitoring_for_Proactive_Public_Safety_and_Management_ijariie26712.pdf [Accessed : ].
Turabian ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T. "Predictive Health Monitoring for Proactive Public Safety and Management." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 ().
Vancouver ROOPA G D, PALLAVI S A, NIKHITHA P H, SNEHA M , and TANUJA T. Predictive Health Monitoring for Proactive Public Safety and Management. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(3) : 2016-2021. Available from: https://ijariie.com/AdminUploadPdf/Predictive_Health_Monitoring_for_Proactive_Public_Safety_and_Management_ijariie26712.pdf
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