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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1903
Real time Health Monitoring using the Embedded Sensors of Mobile
Phone
Pratiksha Patil1, R.N Awale2, Swapnil Padamwar3 ,Vaibhav Awandekar4
1M.Tech Student, Electrical Department, Veermata Jijabai Technological Institute, Matunga, India
2Professor, Electrical Department, Veermata Jijabai Technological Institute, Matunga, India
3R&D Engineer, A3 Remote Monitoring Technologies Pvt Ltd , India
4Senior R&D Engineer, A3 Remote Monitoring Technologies Pvt Ltd , India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - Now-a-days, one of the most important device in
our lives is a mobile phone. It is a robust computing platform
with a variety of sensors. Embedded sensors have a variety of
applications, including environmental monitoring, social
media, safety, and healthcare. Mobiletechnologies, whichhave
ingrained themselves intoour lives, canbetterintegratehealth
care into our daily lives. The goal of this project is to create a
mobile health monitoring system that collects health data
using the embedded sensors in mobile phones. Additionally,
this device transmits data to a cloud server, where it is
immediately accessible to medical professionals. Individuals
will benefit from this system as they go about their daily lives
and monitor their health.
Key Words: Global Positioning System , Fall detection ,
Step counting , Embedded Sensor.
1. INTRODUCTION
Rapid improvements in healthcare services and low-cost
wireless connectivity over the recent years have made it
much easier to deal with the issue of fewer health providers.
Nowadays, a person's mobile phone or smartphone is their
primary means of communication. Mobile phones can
currently communicate wirelessly via a variety of methods
(GSM, Wi-Fi, Bluetooth and others). It enables both the
development of new healthcare services and applications as
well as the integration of mobile phones into already
available healthcare services.
The fact that modern mobile phones come with strong
embedded sensors, including a microphone, accelerometer,
camera, and others, determines whethertheyareacceptable
for use in healthcare. There have been studies of mobile
phone sensing applications, for instance,in[1]a number of
industries, including as healthcare, social networks, safety,
environmental monitoring, and transportation. Thisstudyis
concerned with the healthcare industry. Previously,
occasional doctor visits have been the main source of
information for personal healthcare. The ability to gather
data from sensor-enabled phones has the potential to
fundamentally alter how healthcare is assessed and
provided. Recently, e-health has taken use of how pervasive
mobile technology are to help people track their symptoms
and receive treatment.
The system proposed is to develop a monitoring system
using embedded sensors of Mobile devices. It assists in
keeping track of crucial bodily indicators like temperature,
SpO2, and NIBP. Additionally, users' stepcountsandfallsare
detected. Data collected by sensors is kept in a database,
after which it is displayed in trend graphs. They provide you
with a graph showing the trend of your health parameters
over time. Additionally, this device transmits data to a cloud
server, where it is immediately accessible to medical
professionals.
2. MOBILE PHONE SENSORS IN HEALTHCARE
APPLICATIONS
The mobile phones nowadays are equipped with a variety of
sensors. These sensors enable the active and passive sensing
of various health states and characteristics. The information
gathered by the smartphone sensors can occasionally be
combined with data on device usage, including call logs, app
usage, and short messaging service (SMS) trends, to provide
importantdetailsaboutaperson'sphysicalandmentalhealth
over time. This section examines various integrated phone
sensors are utilized in health applications and how they are
handled. The various sensors are :
1. Camera
Images and videos about a patient can be provided through
the camera sensor on a mobile phone, which is valuable for
applications like remote medical consultation.
Teledermatology is a more significant instance of mobile
device camera use in healthcare services, where the doctor
uses photos of the patient's skin to make a diagnosis. A
remote doctor's advice, which is utilized forteleconsultation
is one example of a different sort of medical consultation
employing a mobile phone camera [2]. Such applications
reduce the overall frequency of patient visits to medical
facilities, which ultimately improves healthcare.
2. Microphone
A microphone sensor is utilized in healthcare for
communication. The microphone can also be used to gauge
how a patient is feeling. For instance, it has been proven
effective for individuals with myotonic syndrome, a disease
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1904
marked by sluggish muscular relaxation[3]. The voice
recognition capabilities of smartphones are highly accurate.
The microphone can be used by apps as a sensor to record
audio and then analyze the signal.
3. Accelerometer
The primary use of accelerometers in the healthcare
industry is to monitor a patient's level of physical activity. It
is important since it helps lower the chance of developing a
variety of chronic conditions. An accelerometer measures
appropriate acceleration, which is the acceleration that
people and objects experience relative to free fall.
4. Gyroscope
A gyroscope sensor is a device that can measure and keep
track of an object's orientation and angular velocity.
Compared to accelerometers, these are more modern. While
accelerometers can only monitor linear motion, they can
measure the tilt and lateral orientation of the item. The
angle at which someone falls is measured using a gyroscope,
which essentially aids in the fall detection of elderly people.
5. Magnetometer
Your phone's orientation in relation to the magnetic field of
the earth is detected by a magnetometer. As it enables your
phone to recognize directions and modify the map
appropriately, this sensor is crucial to navigation and
compass apps.
6. Global Positioning System
GPS is an antenna-equipped sensorthatassistsinnavigation.
It continuously receives satellite signals that are used to
determine the location anddistancetravelledbyyourphone.
GPS and magnetometer are both used by navigational apps
to determine location and direction. The system will track,
trace, monitor, and assist with patient care so that effective
medical services may be provided given at the appropriate
moment.
7. Proximity Sensor
Without making physical contact, a proximity sensor can
detect the presence of items closeby. Nearlyall smartphones
have them at the top of the screen. The light passing through
this sensor is infrared. It recognizes and responds to each
physical thing that comes into contact with this light.
8. Biometric Sensor
They are frequently employedforsecuritypurposes,identify
people using bodily characteristics. Using physical
characteristics for identity authentication offers improved
protection because they are specific toanindividual. Some of
the biometric sensors in your smartphone includes
Fingerprint Scanner which when you place your finger on
the scanner, a capacitive surface in the device generates
electrical impulses depending on the ridges of your finger
and second is Iris Sensor this records and recognizes your
iris's pattern using infrared light that is undetectable to the
human eye.
9. Atmospheric Sensor
Several environmental characteristicsofyourdevice,suchas
atmospheric pressure, ambient temperature, air humidity,
etc., are detected by atmospheric sensors. The atmospheric
sensors are the thermometer which monitors both the
internal and external temperatures of the object. A
barometer measures the atmospheric pressure in the
immediate area. Sensors that detect air humidity these
sensors gauge the humidity of the air around you.
3. PROPOSED WORK
The proposed monitoring system with embedded sensors is
presented in this section. Figure 1 displays the system
architecture. The three main parts of the proposed system
are data collecting from sensors, data storage and display
through trend graphs, and real-time data transmission to a
cloud server and then developing a mobile application.
Figure -1: System Architecture
Sensors such as accelerometer, gyroscope, gps, and
magnetometer are used to collect the data. The information
acquired from the sensor is then applied to user fall
detection and step counting. We will also track vital signs
like temperature, SpO2, and NIBP using this system. Data
collected by sensors is entered intoa databaseanddisplayed
using trend graphs. furthermore, we'll see how sensor data
is gathered and utilized for step counting and fall detection.
3.1 Step Counting Algorithm
 In this firstly we obtain accelerometer data,
including acceleration along the X, Y, and Z axis.
Accelerometer sensor measures acceleration also
monitors the acceleration caused by gravity. The
sensor framework expresses data values using a
conventional 3-axis coordinate system.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1905
 Then obtain the 3-D acceleration data's magnitude
and get the difference in magnitude from previous
value [4].
 If value of difference is greater than particular
threshold value then can say there is some sudden
change and step is detected.
This is how we measure steps, and a graph that shows the
user's daily, weekly, and monthly step counts may
subsequently be created using this data in developed mobile
application.
3.2 Fall Detection Algorithm
 Initially we gather data from sensors such as
accelerometers, gyroscopes, and magnetometers.
The force of gravity is measured by the device's
acceleration sensortogether withanyotherapplied
acceleration. The gyroscope calculates a device's x,
y, and z axis's rate of rotation in rad/s.
 Calculate the orientation of thedevice.Youcankeep
track of a device's position in relation to the frame
of reference for the earth by determining the
orientation of the device (specifically, themagnetic
north pole). The technology usestheaccelerometer
and geomagnetic field sensor of a device to
calculate the orientation angles. The system offers
information for three orientation angles using
these two hardware sensors: azimuth (degrees of
rotation about the -z axis), pitch (degrees of
rotation about the x axis), and roll (degrees of
rotation about the y axis).
 Use the gyroscope to obtain the rotation vector. A
rotation that describes the change in angles across
the timestamp is calculated by integrating the
gyroscope's output over time.
 The single magnitude vector will be created from
the three-axis acceleration measured by the
accelerometer. A method known as Signal
Magnitude Vector (SMV) is used to calculate the
values of the three axes (X, Y, and Z) in order to
determine an accelerometer's threshold value.
 When a user falls, the SMV will cross a fixed-value
threshold vector, allowing us to detect the fall[6].
 Additionally, we calculatethephone'sdegreeatthat
moment; if it is greater than certain degrees, the
user is regarded to be in danger.
Additionally, the system sends SMS to mobile numbers
that are stored in the SQLite database. When trackingis
initiated, a service runs in the background and
continuously monitors the user. Using a GPSsensor,the
SMS provides the user's current location.
4. RESULTS
Results from the step counting algorithm proposed can be
seen in Table 1 . The results are encouraging, although only
two to three steps worth of error are seen. Trend graphs are
then used to illustrate the steps count collected from the
suggested algorithm, as shown in Chart 1.
Table -1: Results from Step counting algorithm
Steps taken Steps counted by algorithm
50 48
125 124
100 97
80 79
140 138
Chart -1: Steps Counter graph
The mobile application used the fall detectiondata thatwere
derived from based algorithm obtained threshold values.
Figure 2 depicts the main screen. In order to display the
users' current location as shown in Figure 3, the mobile
application sends SMS detailing the users' location from
Global Positioning System sensors on the smartphone.
Additionally, we gathered the vital parameters for this
application and graphed them as shown in Figure 4.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1906
Figure -2: The main screen of mobile application
Figure-3: A map showing users' locations
Figure-4: Vital Parameters trend graph
5. CONCLUSIONS
In this paper, we present a prototype fora healthmonitoring
system for mobile phones that uses embedded sensors with
step counting and fall detection capabilities. Because so
many people across the world currently own a mobile
phone, the major purpose for using them in the healthcare
industry is to increase the quality and accessibility of
healthcare services. Another benefit of using mobile phone-
based healthcare solutions is that they can lower the cost of
those services.
6. REFERENCES
[1] N. Lane, E. Miluzzo, H. Lu, D. Peebles, T. Choudhury, and
A. Campbell, “A survey of mobile phone sensing”, IEEE
Communications Magazine, pp. 140150, Sep 2010. DOI:
10.1109/MCOM.2010.5560598
[2] Snehal D. Nanhore, Mahip M. Bartere, “Mobile Phone
Sensing System for Health Monitoring” , International
Journal of Science and Research(IJSR),Volume2Issue4,
April 2013.
[3] ] K. Mathan Kumar, R.S. Venkatesan,“ADesignApproach
to Smart Health Monitoring Using Android Mobile
Devices” , IEEE International Conference on Advanced
Communication Control and Computing Technologies
,2014. DOI: 10.1109/ICACCCT.2014.7019406
[4] Ms. Najme Zehra Naqvi, Dr. Ashwani Kumar, “Step
Counting Using Smartphone-Based Accelerometer”,
International Journal on Computer Science and
Engineering (IJCSE) , 2014.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1907
[5] Esmeralda Kad¨ena, Lourdes Ruiz, “Adoption of
biometrics in mobiledevices”,Conference:FIKUSZ2017
- Symposium for Young Researchers.
[6] Shih-Hau Fang, Yi-Chung Liang and Kuan-Ming Chiu,
“Developing a Mobile Phone-based Fall Detection
System on Android Platform” , IEEE , 2012 -Computing,
Communications and Applications Conference.
[7] Arkham Zahri Rakhmani, Lukito Edi Nugrohoi,
Widyawani, Kurnianingsih,“Fall DetectionSystemUsing
Accelerometer and Gyroscope Based on Smartphone ” ,
2014 International Conference on Information
Technology, Computer and Electrical Engineering.
[8] Guo-Ming Sung , Hsin-Kwang Wang, Wen-Ta Su , “Smart
Home Care System with Fall Detection Based on the
Android Platform” , 2020 IEEE International Conference
on Systems, Man, and Cybernetics (SMC).
[9] Traitot Rungnapakan, Thippaya Chintakovid, Pongpisit
Wuttidittachotti, “Fall Detection Using Accelerometer,
Gyroscope Impact Force Calculation on Android
Smartphones”, The 4th ACM In Cooperation
International Conference in HCI and UX , 2018.

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Real time Health Monitoring using the Embedded Sensors of Mobile Phone

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1903 Real time Health Monitoring using the Embedded Sensors of Mobile Phone Pratiksha Patil1, R.N Awale2, Swapnil Padamwar3 ,Vaibhav Awandekar4 1M.Tech Student, Electrical Department, Veermata Jijabai Technological Institute, Matunga, India 2Professor, Electrical Department, Veermata Jijabai Technological Institute, Matunga, India 3R&D Engineer, A3 Remote Monitoring Technologies Pvt Ltd , India 4Senior R&D Engineer, A3 Remote Monitoring Technologies Pvt Ltd , India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - Now-a-days, one of the most important device in our lives is a mobile phone. It is a robust computing platform with a variety of sensors. Embedded sensors have a variety of applications, including environmental monitoring, social media, safety, and healthcare. Mobiletechnologies, whichhave ingrained themselves intoour lives, canbetterintegratehealth care into our daily lives. The goal of this project is to create a mobile health monitoring system that collects health data using the embedded sensors in mobile phones. Additionally, this device transmits data to a cloud server, where it is immediately accessible to medical professionals. Individuals will benefit from this system as they go about their daily lives and monitor their health. Key Words: Global Positioning System , Fall detection , Step counting , Embedded Sensor. 1. INTRODUCTION Rapid improvements in healthcare services and low-cost wireless connectivity over the recent years have made it much easier to deal with the issue of fewer health providers. Nowadays, a person's mobile phone or smartphone is their primary means of communication. Mobile phones can currently communicate wirelessly via a variety of methods (GSM, Wi-Fi, Bluetooth and others). It enables both the development of new healthcare services and applications as well as the integration of mobile phones into already available healthcare services. The fact that modern mobile phones come with strong embedded sensors, including a microphone, accelerometer, camera, and others, determines whethertheyareacceptable for use in healthcare. There have been studies of mobile phone sensing applications, for instance,in[1]a number of industries, including as healthcare, social networks, safety, environmental monitoring, and transportation. Thisstudyis concerned with the healthcare industry. Previously, occasional doctor visits have been the main source of information for personal healthcare. The ability to gather data from sensor-enabled phones has the potential to fundamentally alter how healthcare is assessed and provided. Recently, e-health has taken use of how pervasive mobile technology are to help people track their symptoms and receive treatment. The system proposed is to develop a monitoring system using embedded sensors of Mobile devices. It assists in keeping track of crucial bodily indicators like temperature, SpO2, and NIBP. Additionally, users' stepcountsandfallsare detected. Data collected by sensors is kept in a database, after which it is displayed in trend graphs. They provide you with a graph showing the trend of your health parameters over time. Additionally, this device transmits data to a cloud server, where it is immediately accessible to medical professionals. 2. MOBILE PHONE SENSORS IN HEALTHCARE APPLICATIONS The mobile phones nowadays are equipped with a variety of sensors. These sensors enable the active and passive sensing of various health states and characteristics. The information gathered by the smartphone sensors can occasionally be combined with data on device usage, including call logs, app usage, and short messaging service (SMS) trends, to provide importantdetailsaboutaperson'sphysicalandmentalhealth over time. This section examines various integrated phone sensors are utilized in health applications and how they are handled. The various sensors are : 1. Camera Images and videos about a patient can be provided through the camera sensor on a mobile phone, which is valuable for applications like remote medical consultation. Teledermatology is a more significant instance of mobile device camera use in healthcare services, where the doctor uses photos of the patient's skin to make a diagnosis. A remote doctor's advice, which is utilized forteleconsultation is one example of a different sort of medical consultation employing a mobile phone camera [2]. Such applications reduce the overall frequency of patient visits to medical facilities, which ultimately improves healthcare. 2. Microphone A microphone sensor is utilized in healthcare for communication. The microphone can also be used to gauge how a patient is feeling. For instance, it has been proven effective for individuals with myotonic syndrome, a disease
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1904 marked by sluggish muscular relaxation[3]. The voice recognition capabilities of smartphones are highly accurate. The microphone can be used by apps as a sensor to record audio and then analyze the signal. 3. Accelerometer The primary use of accelerometers in the healthcare industry is to monitor a patient's level of physical activity. It is important since it helps lower the chance of developing a variety of chronic conditions. An accelerometer measures appropriate acceleration, which is the acceleration that people and objects experience relative to free fall. 4. Gyroscope A gyroscope sensor is a device that can measure and keep track of an object's orientation and angular velocity. Compared to accelerometers, these are more modern. While accelerometers can only monitor linear motion, they can measure the tilt and lateral orientation of the item. The angle at which someone falls is measured using a gyroscope, which essentially aids in the fall detection of elderly people. 5. Magnetometer Your phone's orientation in relation to the magnetic field of the earth is detected by a magnetometer. As it enables your phone to recognize directions and modify the map appropriately, this sensor is crucial to navigation and compass apps. 6. Global Positioning System GPS is an antenna-equipped sensorthatassistsinnavigation. It continuously receives satellite signals that are used to determine the location anddistancetravelledbyyourphone. GPS and magnetometer are both used by navigational apps to determine location and direction. The system will track, trace, monitor, and assist with patient care so that effective medical services may be provided given at the appropriate moment. 7. Proximity Sensor Without making physical contact, a proximity sensor can detect the presence of items closeby. Nearlyall smartphones have them at the top of the screen. The light passing through this sensor is infrared. It recognizes and responds to each physical thing that comes into contact with this light. 8. Biometric Sensor They are frequently employedforsecuritypurposes,identify people using bodily characteristics. Using physical characteristics for identity authentication offers improved protection because they are specific toanindividual. Some of the biometric sensors in your smartphone includes Fingerprint Scanner which when you place your finger on the scanner, a capacitive surface in the device generates electrical impulses depending on the ridges of your finger and second is Iris Sensor this records and recognizes your iris's pattern using infrared light that is undetectable to the human eye. 9. Atmospheric Sensor Several environmental characteristicsofyourdevice,suchas atmospheric pressure, ambient temperature, air humidity, etc., are detected by atmospheric sensors. The atmospheric sensors are the thermometer which monitors both the internal and external temperatures of the object. A barometer measures the atmospheric pressure in the immediate area. Sensors that detect air humidity these sensors gauge the humidity of the air around you. 3. PROPOSED WORK The proposed monitoring system with embedded sensors is presented in this section. Figure 1 displays the system architecture. The three main parts of the proposed system are data collecting from sensors, data storage and display through trend graphs, and real-time data transmission to a cloud server and then developing a mobile application. Figure -1: System Architecture Sensors such as accelerometer, gyroscope, gps, and magnetometer are used to collect the data. The information acquired from the sensor is then applied to user fall detection and step counting. We will also track vital signs like temperature, SpO2, and NIBP using this system. Data collected by sensors is entered intoa databaseanddisplayed using trend graphs. furthermore, we'll see how sensor data is gathered and utilized for step counting and fall detection. 3.1 Step Counting Algorithm  In this firstly we obtain accelerometer data, including acceleration along the X, Y, and Z axis. Accelerometer sensor measures acceleration also monitors the acceleration caused by gravity. The sensor framework expresses data values using a conventional 3-axis coordinate system.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1905  Then obtain the 3-D acceleration data's magnitude and get the difference in magnitude from previous value [4].  If value of difference is greater than particular threshold value then can say there is some sudden change and step is detected. This is how we measure steps, and a graph that shows the user's daily, weekly, and monthly step counts may subsequently be created using this data in developed mobile application. 3.2 Fall Detection Algorithm  Initially we gather data from sensors such as accelerometers, gyroscopes, and magnetometers. The force of gravity is measured by the device's acceleration sensortogether withanyotherapplied acceleration. The gyroscope calculates a device's x, y, and z axis's rate of rotation in rad/s.  Calculate the orientation of thedevice.Youcankeep track of a device's position in relation to the frame of reference for the earth by determining the orientation of the device (specifically, themagnetic north pole). The technology usestheaccelerometer and geomagnetic field sensor of a device to calculate the orientation angles. The system offers information for three orientation angles using these two hardware sensors: azimuth (degrees of rotation about the -z axis), pitch (degrees of rotation about the x axis), and roll (degrees of rotation about the y axis).  Use the gyroscope to obtain the rotation vector. A rotation that describes the change in angles across the timestamp is calculated by integrating the gyroscope's output over time.  The single magnitude vector will be created from the three-axis acceleration measured by the accelerometer. A method known as Signal Magnitude Vector (SMV) is used to calculate the values of the three axes (X, Y, and Z) in order to determine an accelerometer's threshold value.  When a user falls, the SMV will cross a fixed-value threshold vector, allowing us to detect the fall[6].  Additionally, we calculatethephone'sdegreeatthat moment; if it is greater than certain degrees, the user is regarded to be in danger. Additionally, the system sends SMS to mobile numbers that are stored in the SQLite database. When trackingis initiated, a service runs in the background and continuously monitors the user. Using a GPSsensor,the SMS provides the user's current location. 4. RESULTS Results from the step counting algorithm proposed can be seen in Table 1 . The results are encouraging, although only two to three steps worth of error are seen. Trend graphs are then used to illustrate the steps count collected from the suggested algorithm, as shown in Chart 1. Table -1: Results from Step counting algorithm Steps taken Steps counted by algorithm 50 48 125 124 100 97 80 79 140 138 Chart -1: Steps Counter graph The mobile application used the fall detectiondata thatwere derived from based algorithm obtained threshold values. Figure 2 depicts the main screen. In order to display the users' current location as shown in Figure 3, the mobile application sends SMS detailing the users' location from Global Positioning System sensors on the smartphone. Additionally, we gathered the vital parameters for this application and graphed them as shown in Figure 4.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1906 Figure -2: The main screen of mobile application Figure-3: A map showing users' locations Figure-4: Vital Parameters trend graph 5. CONCLUSIONS In this paper, we present a prototype fora healthmonitoring system for mobile phones that uses embedded sensors with step counting and fall detection capabilities. Because so many people across the world currently own a mobile phone, the major purpose for using them in the healthcare industry is to increase the quality and accessibility of healthcare services. Another benefit of using mobile phone- based healthcare solutions is that they can lower the cost of those services. 6. REFERENCES [1] N. Lane, E. Miluzzo, H. Lu, D. Peebles, T. Choudhury, and A. Campbell, “A survey of mobile phone sensing”, IEEE Communications Magazine, pp. 140150, Sep 2010. DOI: 10.1109/MCOM.2010.5560598 [2] Snehal D. Nanhore, Mahip M. Bartere, “Mobile Phone Sensing System for Health Monitoring” , International Journal of Science and Research(IJSR),Volume2Issue4, April 2013. [3] ] K. Mathan Kumar, R.S. Venkatesan,“ADesignApproach to Smart Health Monitoring Using Android Mobile Devices” , IEEE International Conference on Advanced Communication Control and Computing Technologies ,2014. DOI: 10.1109/ICACCCT.2014.7019406 [4] Ms. Najme Zehra Naqvi, Dr. Ashwani Kumar, “Step Counting Using Smartphone-Based Accelerometer”, International Journal on Computer Science and Engineering (IJCSE) , 2014.
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 08 | Aug 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1907 [5] Esmeralda Kad¨ena, Lourdes Ruiz, “Adoption of biometrics in mobiledevices”,Conference:FIKUSZ2017 - Symposium for Young Researchers. [6] Shih-Hau Fang, Yi-Chung Liang and Kuan-Ming Chiu, “Developing a Mobile Phone-based Fall Detection System on Android Platform” , IEEE , 2012 -Computing, Communications and Applications Conference. [7] Arkham Zahri Rakhmani, Lukito Edi Nugrohoi, Widyawani, Kurnianingsih,“Fall DetectionSystemUsing Accelerometer and Gyroscope Based on Smartphone ” , 2014 International Conference on Information Technology, Computer and Electrical Engineering. [8] Guo-Ming Sung , Hsin-Kwang Wang, Wen-Ta Su , “Smart Home Care System with Fall Detection Based on the Android Platform” , 2020 IEEE International Conference on Systems, Man, and Cybernetics (SMC). [9] Traitot Rungnapakan, Thippaya Chintakovid, Pongpisit Wuttidittachotti, “Fall Detection Using Accelerometer, Gyroscope Impact Force Calculation on Android Smartphones”, The 4th ACM In Cooperation International Conference in HCI and UX , 2018.