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Automated Health Alerts Using In Home Sensor Data for Embedded Health Assessment
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Automated Health Alerts Using In-Home Sensor Data for Embedded Health Assessment

Category : RTOS

Sub Category : Bio-medical

Project Code : ITROS04

Project Abstract


We present an example of unobtrusive, continuous monitoring in the home for the purpose of assessing early health changes. Sensors embedded in the environment capture behavior and activity patterns. Changes in patterns are detected as potential signs of changing health. We _rst present results of a preliminary study investigating 22 features extracted from in-home sensor data. A 1-D alert algorithm was then implemented to generate health alerts to clinicians in a senior housing facility. Clinicians analyze each alert and provide a rating on the clinical relevance. These ratings are then used as ground truth for training and testing classi_ers. Here, we present the methodology for four classi_cation approaches that fuse multisensory data. Results are shown using embedded sensor data and health alert ratings collected on 21 seniors over nine months. The best results show similar performance for two techniques, where one approach uses only domain knowledge and the second uses supervised learning for training. Finally, we propose a health change detection model based on these results and clinical expertise. The system of in-home sensors and algorithms for automated health alerts provides a method for detecting health problems very early so that early treatment is possible. This method of passive in-home sensing alleviates compliance issues.


Existing System

Proposed System

   In this system, there is device to monitor the Blood pressureof a person in hospitals alone.

   The glucose meter may display the digital value only.

    Alert is not. Only caregivers monitoring.



   There is no wireless system for data transfer.

    There is no alert system.

    High cost.

    Monitoring not available.

Ø  In this system, Thecompressor BPsensor used here to sense the Blood pressurelevel of the patient.

Ø  While monitoring there is any abnormal condition is happened the system will send the message to the appropriate persons that should be the doctor also.



     Fast response.

     Auto alert system.

    No need of caregivers.

   Low cost and wireless.

  Easy to use in Hospitals and in Homes

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