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International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
HEALTHCARE SUPERVISING SYSTEM TO MONITOR HEART RATE TO
DIAGONIZE AND ALERT HEART ATTACK USING IOT
Dr.E.Punarselvam1,
N.Gokul2
, J.Jeyakumar2
, R.Lenin2
, S.Praveenkumar2
E-Mail:punarselvam83@gmail.com,hod.it@mec.edu.in
1 Head of the Department, 2. Final Year Student
Department of Information Technology, Muthayammal Engineering College, Tamilnadu,
ABSTRACT
These days we have an increased number of heart diseases including increased risk of
heart attacks. Our proposed system users sensors that allow to detect heart rate of a person using
heartbeat sensing even if the person is at home. The sensor is then interfaced to a microcontroller
that allows checking heart rate readings and transmitting them over internet. The user may set the
high as well as low levels of heart beat limit. After setting these limits, the system starts
monitoring and as soon as patient heart beat goes above a certain limit, the system sends an alert
to the controller which then transmits this over the internet and alerts the doctors as well as
concerned users. Also the system alerts for lower heartbeats. Whenever the user logs on for
monitoring, the system also displays the live heart rate of the patient. Thus concerned ones may
monitor heart rate as well get an alert of heart attack to the patient immediately from anywhere
and the person can be saved on time.This value will continue to grow if no proper solution is
found. Internet of Things (IoT) technology developments allows humans to control a variety of
high-tech equipment in our daily lives. One of these is the ease of checking health using gadgets,
either a phone, tablet or laptop. we mainly focused on the safety measures for both driver and
vehicle by using three types of sensors: Heartbeat sensor, Traffic light sensor and Level sensor.
Heartbeat sensor is used to monitor heartbeat rate of the driver constantly and prevents from the
accidents by controlling through IOT.
KEYWORD: Heart Beat Sensor, IOT, Heart Level.
International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
1. INTRODUCTION
Internet of Thing (IOT) has a major
growth in this changing world to innovate
new ideas to make things smarter. As per the
recent survey published by World Health
Organization (WHO) reveals that most of
the accidents in India occur due to the
cardiac arrest while driving. In the below
figure1.1, PIC Micro Controller is used to
implement things easier in IOT. Heartbeat
sensor is used, which monitors driver’s
heartbeat rate before he takes off. Traffic
Light sensor is also used to avoid accidents
by following traffic rules and regulations.
Fuel Level sensor helps driver to locate a
Petrol stations nearby if the fuel is not
sufficient to reach the destination.
IoT relies on a wide range of
materials, network infrastructure,
communication protocols, Internet services,
and computing technologies. Among the
range of different technologies involve in
the IoT concept, WSN is one of the most
important technologies that enable the
integration of sensing devices into IoT
ecosystems.
Sensing devices are deployed in
network to seamlessly collect and send in
real-time raw data through the Internet to
reach a data center. End users can remotely
control the devices using Internet services.
They can also access the data center via
Internet anytime from anyplace in order to
retrieve, process, and analyze data. IoT
architecture is an open architecture based on
multi-layers. Services-oriented architecture
is one of the approaches that have been
adopted by researchers in recent years to
implement IoT system.
The layers interact with each other
by offering different services such as
sensing, transmission, collection, storage,
and information processing. IoT devices and
sensors suffer from computational and
energy constraints. Therefore, to achieve
interoperability across the heterogeneous
networks and seamlessly allow data
exchange throughout IoT system, different
protocols, and standards are established.
This concept is associated with the
Internet of Things (IoT), in which objects
sense, and use IPs to communicate among
themselves and share information about
their environment anytime from anyplace.
Wireless Sensors Network (WSN) is
considered as one of key technologies of IoT
and it is widely used in various areas such as
healthcare systems, environmental
monitoring systems, Structural Health
Monitoring (SHM) systems, etc.
International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
As novel idea, IoT has rapidly
become an attractive topic for researchers
and industries. Its integration into
monitoring systems like SHM will be
advantageous to Industries, businesses,
consumers, environment, individuals, and
society. The idea behind SHM is to collect
data from multiple sensors installed on
structures in order to process and extract
useful information about current state of the
structure for maintenance and safety
purpose.
Figure 1Architecture Diagram
2. IMPLEMENTATION
The Arduino Uno Arduino, it is a
microcontroller board. It is based on
ATmega328. Moreover, there are 14 digital
input and output pins of which six can be
usage as PWM outputs. RX and TX pins are
utilize for communication between
arduinoboard, computer or additional
devices for serial communication. It has
operating voltage of 5V.The ATmega 328
has 32KB of flash memory for storing code.
The ICSP(in-circuit serial programming)
header will permit us to use an outside
programmer to upload software to our
microcontroller unit.
Figure 2 Arduino Microcontroller
ESP8266 Arduino Core
As Arduino.cc began developing
new MCU boards based on non-AVR
processors like the ARM/SAM MCU and
used in the Arduino Due, they needed to
modify the Arduino IDE so that it would be
relatively easy to change the IDE to support
alternate tool chains to allow Arduino
C/C++ to be compiled down to these new
processors. They did this with the
International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
introduction of the Board Manager and the
SAM Core. A "core" is the collection of
software components required by the Board
Manager and the Arduino IDE to compile an
Arduino C/C++ source file down to the
target MCU's machine language. Some
creative ESP8266 enthusiasts have
developed an Arduino core for the ESP8266
WiFiSoC that is available at the GitHub
ESP8266 Core webpage. This is what is
popularly called the "ESP8266 Core for the
Arduino IDE" and it has become one of the
leading software development platforms for
the various ESP8266 based modules and
development boards, including NodeMCUs.
For more information on all things
ESP8266, check out the ESP8266
Community Forum on GitHub.
Figure 3 NodeMCU ESP8266 WiFi
Module
3. EXISTING SYSTEM
Now a day there is no automatic
medication surveillance based health care
system. Everything is done and monitored
manually using man power. Heavy machines
are used to monitor the patient details in
hospitals, which requires huge space and
power supplies while processing. Efficiency
is so poor compare to the latest technologies
such as Internet of Things (IOT).
3.1 DISADVANTAGES
 There is no proper intimation system.
 Big Devices are required to monitor
the patient and report the details.
 Limited hospital resources,
connectivity and range is available,
so care takers are restricted to
enquire the patient details only with
International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
doctor and they have to believe
them.
 High cost and more time
consumption
4. PROPOSED SYSTEM
To monitor heartbeat rate of driver
heartbeat sensor will be attached in Seat belt
of the car. Once the driver starts the vehicle
and wears the seat belt, this sensor
automatically monitors the heartbeat rate of
the driver through Internet of Things. When
the heartbeat rate goes abnormal (i.e., above
the reference value), IOT notifies the
emergency message to the owner of the car,
nearby Ambulance and the Police to prevent
from accident and save the driver’s life. This
emergency message will be conveyed to the
respective person via GSM. Main concept is
if and only if the seat belt is buckled by
driver then only engine is allowed to start
this makes drivers to buckle up the seat belts
compulsory to drive car. This is done by
small concept that is the message will be
send from heartbeat sensor which is fixed in
seatbelt then only the PIC microcontroller
allow or permit the driver to start engine.
4.1 ADVANTAGES
 Simplicity, mobility and low price.
 This system has the ability of using
by common people, especially
children and aged people, and don’t
need any special training.
 Power consumption is low.
 Compatible in size.
5.RESULTS AND DISCUSSION
Figure 4. User name and password verification for
IOT based heart beat monitoring system
HOME PAGE
Figure 5 Home Page
International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
IOT BOARD
Figure 6 IOT Board
HEART BEAT NORMAL STAGE
Figure 7 Hearts Beat Normal Stage
MESSAGE NOTIFICATION
Figure 8 Message Notification
6. CONCLUSION
We have proposed the smart car
system using IOT, GSM and sensors like
heartbeat sensor, Fuel level sensor, traffic
light sensor and alcohol sensor for prevent
the persons and driver travelling in the car
from accident. We used “Prevention is better
than cure” proverb which makes our life
safe and secured. Like the proverb in this
paper we described our concept which
makes the drivers to follow the road rules to
drive the car. Our Government asked drivers
to follow the Traffic rules, but drivers
refused to follow road rules like buckle up
seatbelt, don’t drink and drive vehicle, stop
in red signal. If we implement the concept
described in this modern world then surely
there will be reduction in accidents. If our
concept is implemented in this real world,
International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
then the some more implementation is
needed to make this project completely
useful to this world. We have to fix RFID
tag for ambulances, fire engines, etc.., to
make signals to detect there is some
emergency, so if the RFID tag is detected by
traffic signal then the signal will be change
from the red to green. If the RFID tag is
goes out of range then the signal will change
again from green to red.
7. FUTURE ENHANCEMENTS
It can be seen that the choice of
wireless technologies, which address
Structural Health Monitoring system
deployment based on IoT, is extremely
large. As IoT is a technology that is in trend,
a myriad of technologies is being developed
to meet all the requirements from IoT
community. A number of solutions for IoT
communications of Structural Health
Monitoring have been proposed in recent
years to connect net device, which is able to
sense and collect useful information.
8. REFERENCES
[1] R. Cohen-Almagor, “Internet history,”
Int. J. Technoeth., vol. 2, no. 2, pp.
45–64, Apr./Jun. 2011.
[2] P. Suresh, J. V. Daniel, V. Parthasarathy,
and R. H. Aswathy, “A state of the
art review on the Internet of Things
(IoT) history, technology and fields
of deployment,” in Proc. IEEE Int.
Conf. Sci. Eng. Manag. (ICSEMR),
Chennai, India, 2014, pp. 1–8.
[3] E.Punarselvam,“Robust Facial
Expression Recognition using Local
Directional Number Version”,
International Journal of Innovative
Research in Science, Engineering
and Technology, ISSN(Online) :
2319 – 8753,ISSN (Print) : 2347-
6710 Vol. 4, Special Issue 6,May
2015,pp 182-186
[4] L. D. Xu, W. He, and S. Li, “Internet of
Things in industries: A survey,”
IEEE Trans. Ind. Informat., vol. 10,
no. 4, pp. 2233–2243, Nov. 2014.
[5] Dr.E.Punarselvam,“Effective and
Efficient Traffic Scrutiny in Sweet
Server with Data Privacy”,
International Journal on Applications
in Information and Communication
Engineering Volume 5 : Issue 2:
November 2019, PP 1 – 5
[6] .Abawajy J H, Hassan M M. Federated
Internet of Things and Cloud
Computing Pervasive Patient Health
Monitoring System[J]. IEEE
International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020
Communications Magazine, 2017,
55(1):48-53.
[7] Hemant G, Subhas M, Xiang G, et al.
WSN- and IoT-Based Smart Homes
and Their Extension to Smart
Buildings[J]. Sensors, 2015,
15(5):10350.
[8] Qi J, Yang P, Hanneghan M, et al.
Ellipse fitting model for improving
the effectiveness of life-logging
physical activity measures in an
Internet of Things environment[J].
Iet Networks, 2016, 5(5):107-113.
[9] Dr.E.Punarselvam,“Effective and
Efficient Traffic Scrutiny in Sweet
Server with Data Privacy”,
International Journal on Applications
in Information and Communication
Engineering Volume 5 : Issue 2:
November 2019, PP 1 – 5
[10] Yuenyong S, Nishihara A,
Kongprawechnon W, et al. A
framework for automatic heart sound
analysis without segmentation[J].
Biomedical Engineering Online,
2011, 10(1):13.
[11] Dao A T. Wireless laptop-based
phonocardiograph and diagnosis[J].
2015, 3(3):e1178.
[12] Pérez-Guzmán R E, García-Bermúdez
R, Rojas-Ruiz F, et al. Evaluation of
Algorithms for Automatic
Classification of Heart Sound
Signals[C]// International Conference
on Bioinformatics and Biomedical
Engineering. Springer, Cham,
2017:536-545.
[13] E.Punarselvam, “Big Data using
Hadoop Database using python
Language to implement Real Time
Applications”, International Journal
of Engineering Research and
development,Vol.8 Issue No.12 Oct
2013 PP(19-22) e-ISSN:2278-
067X,p-ISSN:2278-800X.
[14] Tosi D, Olivero M, Perrone G. Low-
cost fibre Bragg grating
vibroacoustic sensor for voice and
heartbeat detection[J]. Applied
Optics, 2008, 47(28):5123.
[15] Dr.E.Punarselvam,“Supervised and
Semi Supervised Machine Learning
Clustering Algorithm based on
feature selection”, International
Journal on Applications in
Information and Communication
Engineering, Volume 5 : Issue 2:
November 2019, PP 19 –24, ISSN
(Online) : 2394 – 6237

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Heartbeat monitoring and alert system using IoT

  • 1. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 HEALTHCARE SUPERVISING SYSTEM TO MONITOR HEART RATE TO DIAGONIZE AND ALERT HEART ATTACK USING IOT Dr.E.Punarselvam1, N.Gokul2 , J.Jeyakumar2 , R.Lenin2 , S.Praveenkumar2 E-Mail:punarselvam83@gmail.com,hod.it@mec.edu.in 1 Head of the Department, 2. Final Year Student Department of Information Technology, Muthayammal Engineering College, Tamilnadu, ABSTRACT These days we have an increased number of heart diseases including increased risk of heart attacks. Our proposed system users sensors that allow to detect heart rate of a person using heartbeat sensing even if the person is at home. The sensor is then interfaced to a microcontroller that allows checking heart rate readings and transmitting them over internet. The user may set the high as well as low levels of heart beat limit. After setting these limits, the system starts monitoring and as soon as patient heart beat goes above a certain limit, the system sends an alert to the controller which then transmits this over the internet and alerts the doctors as well as concerned users. Also the system alerts for lower heartbeats. Whenever the user logs on for monitoring, the system also displays the live heart rate of the patient. Thus concerned ones may monitor heart rate as well get an alert of heart attack to the patient immediately from anywhere and the person can be saved on time.This value will continue to grow if no proper solution is found. Internet of Things (IoT) technology developments allows humans to control a variety of high-tech equipment in our daily lives. One of these is the ease of checking health using gadgets, either a phone, tablet or laptop. we mainly focused on the safety measures for both driver and vehicle by using three types of sensors: Heartbeat sensor, Traffic light sensor and Level sensor. Heartbeat sensor is used to monitor heartbeat rate of the driver constantly and prevents from the accidents by controlling through IOT. KEYWORD: Heart Beat Sensor, IOT, Heart Level.
  • 2. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 1. INTRODUCTION Internet of Thing (IOT) has a major growth in this changing world to innovate new ideas to make things smarter. As per the recent survey published by World Health Organization (WHO) reveals that most of the accidents in India occur due to the cardiac arrest while driving. In the below figure1.1, PIC Micro Controller is used to implement things easier in IOT. Heartbeat sensor is used, which monitors driver’s heartbeat rate before he takes off. Traffic Light sensor is also used to avoid accidents by following traffic rules and regulations. Fuel Level sensor helps driver to locate a Petrol stations nearby if the fuel is not sufficient to reach the destination. IoT relies on a wide range of materials, network infrastructure, communication protocols, Internet services, and computing technologies. Among the range of different technologies involve in the IoT concept, WSN is one of the most important technologies that enable the integration of sensing devices into IoT ecosystems. Sensing devices are deployed in network to seamlessly collect and send in real-time raw data through the Internet to reach a data center. End users can remotely control the devices using Internet services. They can also access the data center via Internet anytime from anyplace in order to retrieve, process, and analyze data. IoT architecture is an open architecture based on multi-layers. Services-oriented architecture is one of the approaches that have been adopted by researchers in recent years to implement IoT system. The layers interact with each other by offering different services such as sensing, transmission, collection, storage, and information processing. IoT devices and sensors suffer from computational and energy constraints. Therefore, to achieve interoperability across the heterogeneous networks and seamlessly allow data exchange throughout IoT system, different protocols, and standards are established. This concept is associated with the Internet of Things (IoT), in which objects sense, and use IPs to communicate among themselves and share information about their environment anytime from anyplace. Wireless Sensors Network (WSN) is considered as one of key technologies of IoT and it is widely used in various areas such as healthcare systems, environmental monitoring systems, Structural Health Monitoring (SHM) systems, etc.
  • 3. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 As novel idea, IoT has rapidly become an attractive topic for researchers and industries. Its integration into monitoring systems like SHM will be advantageous to Industries, businesses, consumers, environment, individuals, and society. The idea behind SHM is to collect data from multiple sensors installed on structures in order to process and extract useful information about current state of the structure for maintenance and safety purpose. Figure 1Architecture Diagram 2. IMPLEMENTATION The Arduino Uno Arduino, it is a microcontroller board. It is based on ATmega328. Moreover, there are 14 digital input and output pins of which six can be usage as PWM outputs. RX and TX pins are utilize for communication between arduinoboard, computer or additional devices for serial communication. It has operating voltage of 5V.The ATmega 328 has 32KB of flash memory for storing code. The ICSP(in-circuit serial programming) header will permit us to use an outside programmer to upload software to our microcontroller unit. Figure 2 Arduino Microcontroller ESP8266 Arduino Core As Arduino.cc began developing new MCU boards based on non-AVR processors like the ARM/SAM MCU and used in the Arduino Due, they needed to modify the Arduino IDE so that it would be relatively easy to change the IDE to support alternate tool chains to allow Arduino C/C++ to be compiled down to these new processors. They did this with the
  • 4. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 introduction of the Board Manager and the SAM Core. A "core" is the collection of software components required by the Board Manager and the Arduino IDE to compile an Arduino C/C++ source file down to the target MCU's machine language. Some creative ESP8266 enthusiasts have developed an Arduino core for the ESP8266 WiFiSoC that is available at the GitHub ESP8266 Core webpage. This is what is popularly called the "ESP8266 Core for the Arduino IDE" and it has become one of the leading software development platforms for the various ESP8266 based modules and development boards, including NodeMCUs. For more information on all things ESP8266, check out the ESP8266 Community Forum on GitHub. Figure 3 NodeMCU ESP8266 WiFi Module 3. EXISTING SYSTEM Now a day there is no automatic medication surveillance based health care system. Everything is done and monitored manually using man power. Heavy machines are used to monitor the patient details in hospitals, which requires huge space and power supplies while processing. Efficiency is so poor compare to the latest technologies such as Internet of Things (IOT). 3.1 DISADVANTAGES  There is no proper intimation system.  Big Devices are required to monitor the patient and report the details.  Limited hospital resources, connectivity and range is available, so care takers are restricted to enquire the patient details only with
  • 5. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 doctor and they have to believe them.  High cost and more time consumption 4. PROPOSED SYSTEM To monitor heartbeat rate of driver heartbeat sensor will be attached in Seat belt of the car. Once the driver starts the vehicle and wears the seat belt, this sensor automatically monitors the heartbeat rate of the driver through Internet of Things. When the heartbeat rate goes abnormal (i.e., above the reference value), IOT notifies the emergency message to the owner of the car, nearby Ambulance and the Police to prevent from accident and save the driver’s life. This emergency message will be conveyed to the respective person via GSM. Main concept is if and only if the seat belt is buckled by driver then only engine is allowed to start this makes drivers to buckle up the seat belts compulsory to drive car. This is done by small concept that is the message will be send from heartbeat sensor which is fixed in seatbelt then only the PIC microcontroller allow or permit the driver to start engine. 4.1 ADVANTAGES  Simplicity, mobility and low price.  This system has the ability of using by common people, especially children and aged people, and don’t need any special training.  Power consumption is low.  Compatible in size. 5.RESULTS AND DISCUSSION Figure 4. User name and password verification for IOT based heart beat monitoring system HOME PAGE Figure 5 Home Page
  • 6. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 IOT BOARD Figure 6 IOT Board HEART BEAT NORMAL STAGE Figure 7 Hearts Beat Normal Stage MESSAGE NOTIFICATION Figure 8 Message Notification 6. CONCLUSION We have proposed the smart car system using IOT, GSM and sensors like heartbeat sensor, Fuel level sensor, traffic light sensor and alcohol sensor for prevent the persons and driver travelling in the car from accident. We used “Prevention is better than cure” proverb which makes our life safe and secured. Like the proverb in this paper we described our concept which makes the drivers to follow the road rules to drive the car. Our Government asked drivers to follow the Traffic rules, but drivers refused to follow road rules like buckle up seatbelt, don’t drink and drive vehicle, stop in red signal. If we implement the concept described in this modern world then surely there will be reduction in accidents. If our concept is implemented in this real world,
  • 7. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 then the some more implementation is needed to make this project completely useful to this world. We have to fix RFID tag for ambulances, fire engines, etc.., to make signals to detect there is some emergency, so if the RFID tag is detected by traffic signal then the signal will be change from the red to green. If the RFID tag is goes out of range then the signal will change again from green to red. 7. FUTURE ENHANCEMENTS It can be seen that the choice of wireless technologies, which address Structural Health Monitoring system deployment based on IoT, is extremely large. As IoT is a technology that is in trend, a myriad of technologies is being developed to meet all the requirements from IoT community. A number of solutions for IoT communications of Structural Health Monitoring have been proposed in recent years to connect net device, which is able to sense and collect useful information. 8. REFERENCES [1] R. Cohen-Almagor, “Internet history,” Int. J. Technoeth., vol. 2, no. 2, pp. 45–64, Apr./Jun. 2011. [2] P. Suresh, J. V. Daniel, V. Parthasarathy, and R. H. Aswathy, “A state of the art review on the Internet of Things (IoT) history, technology and fields of deployment,” in Proc. IEEE Int. Conf. Sci. Eng. Manag. (ICSEMR), Chennai, India, 2014, pp. 1–8. [3] E.Punarselvam,“Robust Facial Expression Recognition using Local Directional Number Version”, International Journal of Innovative Research in Science, Engineering and Technology, ISSN(Online) : 2319 – 8753,ISSN (Print) : 2347- 6710 Vol. 4, Special Issue 6,May 2015,pp 182-186 [4] L. D. Xu, W. He, and S. Li, “Internet of Things in industries: A survey,” IEEE Trans. Ind. Informat., vol. 10, no. 4, pp. 2233–2243, Nov. 2014. [5] Dr.E.Punarselvam,“Effective and Efficient Traffic Scrutiny in Sweet Server with Data Privacy”, International Journal on Applications in Information and Communication Engineering Volume 5 : Issue 2: November 2019, PP 1 – 5 [6] .Abawajy J H, Hassan M M. Federated Internet of Things and Cloud Computing Pervasive Patient Health Monitoring System[J]. IEEE
  • 8. International Journal of Engineering and Techniques - Volume 6 Issue 2, March- April 2020 Communications Magazine, 2017, 55(1):48-53. [7] Hemant G, Subhas M, Xiang G, et al. WSN- and IoT-Based Smart Homes and Their Extension to Smart Buildings[J]. Sensors, 2015, 15(5):10350. [8] Qi J, Yang P, Hanneghan M, et al. Ellipse fitting model for improving the effectiveness of life-logging physical activity measures in an Internet of Things environment[J]. Iet Networks, 2016, 5(5):107-113. [9] Dr.E.Punarselvam,“Effective and Efficient Traffic Scrutiny in Sweet Server with Data Privacy”, International Journal on Applications in Information and Communication Engineering Volume 5 : Issue 2: November 2019, PP 1 – 5 [10] Yuenyong S, Nishihara A, Kongprawechnon W, et al. A framework for automatic heart sound analysis without segmentation[J]. Biomedical Engineering Online, 2011, 10(1):13. [11] Dao A T. Wireless laptop-based phonocardiograph and diagnosis[J]. 2015, 3(3):e1178. [12] Pérez-Guzmán R E, García-Bermúdez R, Rojas-Ruiz F, et al. Evaluation of Algorithms for Automatic Classification of Heart Sound Signals[C]// International Conference on Bioinformatics and Biomedical Engineering. Springer, Cham, 2017:536-545. [13] E.Punarselvam, “Big Data using Hadoop Database using python Language to implement Real Time Applications”, International Journal of Engineering Research and development,Vol.8 Issue No.12 Oct 2013 PP(19-22) e-ISSN:2278- 067X,p-ISSN:2278-800X. [14] Tosi D, Olivero M, Perrone G. Low- cost fibre Bragg grating vibroacoustic sensor for voice and heartbeat detection[J]. Applied Optics, 2008, 47(28):5123. [15] Dr.E.Punarselvam,“Supervised and Semi Supervised Machine Learning Clustering Algorithm based on feature selection”, International Journal on Applications in Information and Communication Engineering, Volume 5 : Issue 2: November 2019, PP 19 –24, ISSN (Online) : 2394 – 6237