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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3555
IoT Based Smart Ventilator & Patient Monitoring System
Sarthak Patil1,Pranav Patil2, Dhriti Shah3 , Sandeep Mishra4
1Student, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India
2Student, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India
3Student, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India
4Professor, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - The project is divided into two parts namely: 1.
IoT based smart ventilator2. SmartHealthmonitoringsystem.
IoT based ventilator aims to provide a continuous breathing
process to the patient whose lung capacity has decreased to a
point where inhalation and Exhalation is not possible on their
own. IoT based ventilator is a low cost, efficient and easy to
make alternative for the currentlypresentnasalventilators. In
normal situations, A ventilator is thought as a last alternative
for saving a person’s life but when the covid-19 Pandemic hit
the globe, the demand for ventilators increased drastically, as
the virus Decreased the lung capacity of an infected person.
With the integration of IoT, the ventilator will be able to send
real-time data of the vital levels of the patient to the doctor.
The second part, the health care monitoring system will
analyze BPM, SPO2 levels and bodytemperatureofthepatient.
This will be integrated with IoT as well. All the real-time
information of the patient will be received by the doctoron his
mobile/PC. These two systems can be used together or
separately as per The need of the patient. In the times of
COVID-19 pandemic, both the ventilator and health
monitoring system played a crucial role in saving patients’
lives. The website will have Separate login tabs for the patient
and the doctor. Both the parts namelyhardwareandsoftware
will be integrated into an IoT based ventilator and Health
monitoring system.
Key Words: Internet of Things(IoT), Health, Ventilator,
Monitoring, Covid-19, Arduino UNO, SpO2, Beats per
Minute(BPM), ESP8266, Temperature, CSS, HTML,
MongoDB, Express, Arduino IDE, Google Sheets
1.INTRODUCTION
There has been an exponential growth in healthcare
technology in the last century. Devices like health care
monitoring systems and modern ventilators are being
produced. A ventilator is an electromechanical device that
can be used as an alternative breathing mechanism for a
patient whose lungs have lost the capacity to inhale and
exhale. There are two types of such ventilators, 1. Nasal
based ventilator 2. Oral based ventilator. Nasal based
ventilators are used for patients having minor breathing
problems. Oral based ventilators are used at times when the
condition of a patient is very severe. These already available
ventilators require a lot of costs, space and anexpert handler.
Ventilators are used only in extreme conditions. COVID-19
pandemic taught everybody that ventilators are far more
important than we thought. Most of the patients who lost
their lives during the pandemic were due to the
unavailability of a ventilator. Along with ventilators, patient
healthcare monitoring systemsalsoplayeda vital role.These
systems can monitor vital data such as BPM, temperature
and SpO2 levels of a patient. These can be separately used
and are used in daily needs as well. In this project, we are
combining these two systems but we have kept an option of
using these together or separately as per need. In today’s
world, we need cost-friendly, portable and easy to make
systems. IoT will help us to integrate these systems to a
website that can be monitored by the doctors themselves
and they will receive alerts if a patient’s vitals fall below a
certain level. With the use of IoT, the whole healthcare
system based on these devices can become more efficient
and reliable and fast.
2. PROPOSED MODEL
The proposed system aims to solve the problem of
expensive and sophisticated ventilator systems and health
monitoring systems by introducing an easy to use low-cost
IoT based ventilator and patient monitoring system.
The proposed system also aims to provide an easy to use,
scalable and easy to install alternative to the systems which
are present in the market today. Ventilators in normal
situation were thought of as last optiontosavea patient who
has lost the ability to breath on it's own but the Covid-19
pandemic has shown that a ventilatorcouldhelpsavethe life
of infected patients in quite an early stage. The System
Design of the proposed model has 3 different sections,
namely:
1.Circuit design diagram & description.
2.Logic design diagram & description.
3.UI design & website description.
2.1 Circuit Design Diagram and Description
Figure 3 shows the block diagram of IoT based Smart
Ventilator. It consists of a Arduino UNO board connected
with a 5V supply. The main component of the ventilator is
the MG 945 servo motor. The servo motor is connected to a
mechanical arm that will inflate and deflate the Ambu bag.
The Ambu bag is medical equipment which is used to pump
air in and out to a patient who has lost the capacity to breath
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3556
on his own. MG 945 servo works on an external 9V power
supply. A Potentiometer will act as a control knob. By
changing the position of potentiometer, the breath cycle,
speed of the arm and angle of the arm can be changed in
accordance to the need of the patient.
Figure 2 shows the block diagram of IoT based Patient
Monitoring System. It consists of an Arduino UNO board
which is powered using 5V power supply. The Arduino UNO
is connected to 3 sensors, namely LM32D temperature
sensor and MAX30102 SpO2andBPMsensor.Arduinoboard
receives values from these sensors which arethendisplayed
on 16*2 LCD screen. The Arduino board is connected with
ESP8266 Wifi module which is used to send the data
received from the sensors to the website server.
Fig -1: Flowchart of code
2.2 Logic Design Diagram and Description
Figure 1 gives a flowchart of the processes followed by the
system combined. As the system is turned on, the data from
arduino UNO is read. It is then checked if the parameters are
in acceptable range or not. If the parameters are in
acceptable range, the parameters are displayed on the LCD
screen. If this condition fails, the process is reinitiated and
the sensor data is received again. At the time when
parameters are displayed, the data is also sent to the
doctor's website. The doctor will receive the notification on
his home page after he logs in to his account. What action is
to be taken is then decided by the doctor.
Fig -2: Block Diagram of Patient Monitoring System
Fig -3: Block Diagram of IoT based Ventilator
2.3 UI Design and Website Description
The website will have a notification button through which
the doctor will receive a notificationonpatient'scondition.If
the vitals are falling below a certain advised level,theHealth
Monitoring system will send a notification to the website
which will be received at the backend of the website. The
frontend of the website is made using HTML and CSS. The
backend of the website is made using MongoDB and the
frontend and backend are interconnected using Express.
3. RESULTS/FINDINGS/DISCUSSIONS
For Smart Ventilator:
The Ambu bag connected to the ventilator is the most
important part of the ventilator. Air from the Ambu bag will
be inhaled and exhaled by the patient. A mechanical arm
controlled by MG 945 high-speed servo will inflate and
deflate the Ambu bag with its force. This servo motor will be
controlled by the Arduino Uno board. The pressure and
volume will be controlled by the10k potentiometerattached
in the circuit. Setting the potentiometer at the required level
will change the movement of the mechanical arm leading to
the Ambu bag. The volume and pressurewill bedisplayedon
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3557
the 20*4 LCD displays. Ambu bags will consist of a mask that
will fit the patient’s nasal part for inhalation and exhalation.
For Patient Monitoring System:
The Patient monitoring system will consist of a MAX 30100
Blood oxygen sensor, LM 35 temperature sensor and BPM
sensor which will collect the vital data of the patient. This
system is presently used in hospitals for monitoring patient
health. Our model will be an easy to use, efficient and cost-
friendly alternative to the ones in use. This can be used
separately or with the ventilator depending upon the need
and emergency.
Integration:
Finally, the important aspect of this projectistheintegration
of data obtained from the hardware with the software part.
Connectivity between the Node MCU ESP 8266 wifi module
and cloud server using authentication tokens and libraries.
As a result, the doctor will receive notifications about the
health of the patient, be it a ventilator or health monitoring
system on his/her PC/phone via the website. The website
will have separate logins for patients and doctorsandwill be
connected in the backend by a database.
4. APPLICATIONS
4.1 Ventilation to Patients
This system will provide ventilation to patients who have
lost the ability to breath. Air along with oxygen will be
pumped to the patient. The arm of the ventilator will be
operated usingMG945servo motor whichwill create enough
pressure to pump the air to a patient. The breath cycle,angle
of the arm and speed of the arm can be set using the
potentiometer which acts as a control knob. Controlling
using a simple knob also makes operatingtheventilatoreasy
to the hospital staff who might have less experience.4.2
Smart Patient Monitoring.
4.2 Smart Patient Monitoring
Patient Monitoring is an important method to analyze the
vitals of the patient so that treatment can take place with
immediate effect. When this system is connected with IoT,
the vital data of patients can be sent directly to the server
and can be monitored by the doctor from his/her computer.
The website will have a login system using which the doctor
can monitor the patients' data. This will reduce the panic
that takes place in the situation of a pandemic and will give
clear idea to the doctor about conditions of each and every
patient.
4.3 Flexibility
This project provides flexibility of usage.Thismeansthatthe
ventilator and patient monitoring system can be used
together or separately as per the requirement of the patient
or resource management of the hospital. This flexibility will
allow hospitals and doctors to manage systems efficiently
and would lower the expenditure.
CONCLUSION
The project, IoT Based Smart Ventilator and Patient
Monitoring System has been completedandone prototypeof
the same is in the working condition. Using the patient
monitoring system, the vitals of the patient can be received
and the doctor can administer the same using the website.
The dashboard of the website will display the vitals of the
patient in the form of excel sheet on the website. The doctor
can then take a decision if the patient needs a ventilator or
not if the vitals fall below the advised level. The ventilator
can then be used to provide oxygen to the patient using the
pumping mechanism powered by MG945servo andArduino.
The Ambu bag pumps oxygen when pressure is applied on it
using the MG945 servo arm. The ventilator is functional and
can provide enough pressure. Further developments can be
made which will increase the efficiency of the complete
project.
ACKNOWLEDGEMENT
We would like to express our deep and sincere gratitude to
our project guide, Asst. Prof. Sandeep Mishra, Dept. of
Electronics & Telecommunication Engineering, K.J.
Somaiya Institute of Engineering and Information
Technology for giving us the chance to do research on “IoT
Based Ventilator and Patient Monitoring System” and
providing invaluable guidance throughout the research and
working of the project. His dynamism, vision, sincerity and
motivation have deeply inspired us. I would also like to
extend our thanks to our Principal, Dr. Suresh Ukarande and
HoD, Dr. Jayashree Khanapuri for her continuous guidance
throughout the process and her words have always
motivated us for moving forward in times of difficulty. We
would like to thank the Dept. of Electronics and
Telecommunication Engineering for giving us this
opportunity. Last but not the least, we would like to express
our sincere gratitude towards our college, K.J. Somaiya
Institute of Engineering and I.T. for their overwhelming
support to our group.
REFERENCES
[1] “IOT Based Real Time Health Monitoring System”, 2020
Research, Innovation, Knowledge Management and
Technology Application for Business Sustainability
(INBUSH), Md. Rifat Rahman Akash, Yousuf, Kawshik
Shikder
[2] "IoT Based Real Time Health Monitoring”, Proceedings
of the Second International Conference on Inventive
Research in Computing Applications (ICIRCA-2020)
IEEE Xplore PartNumber:CFP20N67-ART;ISBN:978-1-
7281-5374-2, VaniYeri,Dr.ShubhangiDCK.Elissa,“Title
of paper if known,” unpublished.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3558
[3] “IoT Based Health Monitoring System using Raspberry
Pi”, 2018 FourthInternational ConferenceonComputing
communication Control and Automation (ICCUBEA),
Ashwini Gutte, Ramkrishna Vadali
[4] "An IoT-Based System for Autonomous, Continuous,
Real-Time Patient Monitoring and Its Application to
Pressure Injury Management", 2021 17th International
Conference on DistributedComputingin SensorSystems
(DCOSS), Sam Mansfield, Eric Vin, Katia Obraczka

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IoT Based Smart Ventilator & Patient Monitoring System

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3555 IoT Based Smart Ventilator & Patient Monitoring System Sarthak Patil1,Pranav Patil2, Dhriti Shah3 , Sandeep Mishra4 1Student, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India 2Student, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India 3Student, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India 4Professor, Dept. of EXTC Engineering, KJSIEIT, Maharashtra, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - The project is divided into two parts namely: 1. IoT based smart ventilator2. SmartHealthmonitoringsystem. IoT based ventilator aims to provide a continuous breathing process to the patient whose lung capacity has decreased to a point where inhalation and Exhalation is not possible on their own. IoT based ventilator is a low cost, efficient and easy to make alternative for the currentlypresentnasalventilators. In normal situations, A ventilator is thought as a last alternative for saving a person’s life but when the covid-19 Pandemic hit the globe, the demand for ventilators increased drastically, as the virus Decreased the lung capacity of an infected person. With the integration of IoT, the ventilator will be able to send real-time data of the vital levels of the patient to the doctor. The second part, the health care monitoring system will analyze BPM, SPO2 levels and bodytemperatureofthepatient. This will be integrated with IoT as well. All the real-time information of the patient will be received by the doctoron his mobile/PC. These two systems can be used together or separately as per The need of the patient. In the times of COVID-19 pandemic, both the ventilator and health monitoring system played a crucial role in saving patients’ lives. The website will have Separate login tabs for the patient and the doctor. Both the parts namelyhardwareandsoftware will be integrated into an IoT based ventilator and Health monitoring system. Key Words: Internet of Things(IoT), Health, Ventilator, Monitoring, Covid-19, Arduino UNO, SpO2, Beats per Minute(BPM), ESP8266, Temperature, CSS, HTML, MongoDB, Express, Arduino IDE, Google Sheets 1.INTRODUCTION There has been an exponential growth in healthcare technology in the last century. Devices like health care monitoring systems and modern ventilators are being produced. A ventilator is an electromechanical device that can be used as an alternative breathing mechanism for a patient whose lungs have lost the capacity to inhale and exhale. There are two types of such ventilators, 1. Nasal based ventilator 2. Oral based ventilator. Nasal based ventilators are used for patients having minor breathing problems. Oral based ventilators are used at times when the condition of a patient is very severe. These already available ventilators require a lot of costs, space and anexpert handler. Ventilators are used only in extreme conditions. COVID-19 pandemic taught everybody that ventilators are far more important than we thought. Most of the patients who lost their lives during the pandemic were due to the unavailability of a ventilator. Along with ventilators, patient healthcare monitoring systemsalsoplayeda vital role.These systems can monitor vital data such as BPM, temperature and SpO2 levels of a patient. These can be separately used and are used in daily needs as well. In this project, we are combining these two systems but we have kept an option of using these together or separately as per need. In today’s world, we need cost-friendly, portable and easy to make systems. IoT will help us to integrate these systems to a website that can be monitored by the doctors themselves and they will receive alerts if a patient’s vitals fall below a certain level. With the use of IoT, the whole healthcare system based on these devices can become more efficient and reliable and fast. 2. PROPOSED MODEL The proposed system aims to solve the problem of expensive and sophisticated ventilator systems and health monitoring systems by introducing an easy to use low-cost IoT based ventilator and patient monitoring system. The proposed system also aims to provide an easy to use, scalable and easy to install alternative to the systems which are present in the market today. Ventilators in normal situation were thought of as last optiontosavea patient who has lost the ability to breath on it's own but the Covid-19 pandemic has shown that a ventilatorcouldhelpsavethe life of infected patients in quite an early stage. The System Design of the proposed model has 3 different sections, namely: 1.Circuit design diagram & description. 2.Logic design diagram & description. 3.UI design & website description. 2.1 Circuit Design Diagram and Description Figure 3 shows the block diagram of IoT based Smart Ventilator. It consists of a Arduino UNO board connected with a 5V supply. The main component of the ventilator is the MG 945 servo motor. The servo motor is connected to a mechanical arm that will inflate and deflate the Ambu bag. The Ambu bag is medical equipment which is used to pump air in and out to a patient who has lost the capacity to breath
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3556 on his own. MG 945 servo works on an external 9V power supply. A Potentiometer will act as a control knob. By changing the position of potentiometer, the breath cycle, speed of the arm and angle of the arm can be changed in accordance to the need of the patient. Figure 2 shows the block diagram of IoT based Patient Monitoring System. It consists of an Arduino UNO board which is powered using 5V power supply. The Arduino UNO is connected to 3 sensors, namely LM32D temperature sensor and MAX30102 SpO2andBPMsensor.Arduinoboard receives values from these sensors which arethendisplayed on 16*2 LCD screen. The Arduino board is connected with ESP8266 Wifi module which is used to send the data received from the sensors to the website server. Fig -1: Flowchart of code 2.2 Logic Design Diagram and Description Figure 1 gives a flowchart of the processes followed by the system combined. As the system is turned on, the data from arduino UNO is read. It is then checked if the parameters are in acceptable range or not. If the parameters are in acceptable range, the parameters are displayed on the LCD screen. If this condition fails, the process is reinitiated and the sensor data is received again. At the time when parameters are displayed, the data is also sent to the doctor's website. The doctor will receive the notification on his home page after he logs in to his account. What action is to be taken is then decided by the doctor. Fig -2: Block Diagram of Patient Monitoring System Fig -3: Block Diagram of IoT based Ventilator 2.3 UI Design and Website Description The website will have a notification button through which the doctor will receive a notificationonpatient'scondition.If the vitals are falling below a certain advised level,theHealth Monitoring system will send a notification to the website which will be received at the backend of the website. The frontend of the website is made using HTML and CSS. The backend of the website is made using MongoDB and the frontend and backend are interconnected using Express. 3. RESULTS/FINDINGS/DISCUSSIONS For Smart Ventilator: The Ambu bag connected to the ventilator is the most important part of the ventilator. Air from the Ambu bag will be inhaled and exhaled by the patient. A mechanical arm controlled by MG 945 high-speed servo will inflate and deflate the Ambu bag with its force. This servo motor will be controlled by the Arduino Uno board. The pressure and volume will be controlled by the10k potentiometerattached in the circuit. Setting the potentiometer at the required level will change the movement of the mechanical arm leading to the Ambu bag. The volume and pressurewill bedisplayedon
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3557 the 20*4 LCD displays. Ambu bags will consist of a mask that will fit the patient’s nasal part for inhalation and exhalation. For Patient Monitoring System: The Patient monitoring system will consist of a MAX 30100 Blood oxygen sensor, LM 35 temperature sensor and BPM sensor which will collect the vital data of the patient. This system is presently used in hospitals for monitoring patient health. Our model will be an easy to use, efficient and cost- friendly alternative to the ones in use. This can be used separately or with the ventilator depending upon the need and emergency. Integration: Finally, the important aspect of this projectistheintegration of data obtained from the hardware with the software part. Connectivity between the Node MCU ESP 8266 wifi module and cloud server using authentication tokens and libraries. As a result, the doctor will receive notifications about the health of the patient, be it a ventilator or health monitoring system on his/her PC/phone via the website. The website will have separate logins for patients and doctorsandwill be connected in the backend by a database. 4. APPLICATIONS 4.1 Ventilation to Patients This system will provide ventilation to patients who have lost the ability to breath. Air along with oxygen will be pumped to the patient. The arm of the ventilator will be operated usingMG945servo motor whichwill create enough pressure to pump the air to a patient. The breath cycle,angle of the arm and speed of the arm can be set using the potentiometer which acts as a control knob. Controlling using a simple knob also makes operatingtheventilatoreasy to the hospital staff who might have less experience.4.2 Smart Patient Monitoring. 4.2 Smart Patient Monitoring Patient Monitoring is an important method to analyze the vitals of the patient so that treatment can take place with immediate effect. When this system is connected with IoT, the vital data of patients can be sent directly to the server and can be monitored by the doctor from his/her computer. The website will have a login system using which the doctor can monitor the patients' data. This will reduce the panic that takes place in the situation of a pandemic and will give clear idea to the doctor about conditions of each and every patient. 4.3 Flexibility This project provides flexibility of usage.Thismeansthatthe ventilator and patient monitoring system can be used together or separately as per the requirement of the patient or resource management of the hospital. This flexibility will allow hospitals and doctors to manage systems efficiently and would lower the expenditure. CONCLUSION The project, IoT Based Smart Ventilator and Patient Monitoring System has been completedandone prototypeof the same is in the working condition. Using the patient monitoring system, the vitals of the patient can be received and the doctor can administer the same using the website. The dashboard of the website will display the vitals of the patient in the form of excel sheet on the website. The doctor can then take a decision if the patient needs a ventilator or not if the vitals fall below the advised level. The ventilator can then be used to provide oxygen to the patient using the pumping mechanism powered by MG945servo andArduino. The Ambu bag pumps oxygen when pressure is applied on it using the MG945 servo arm. The ventilator is functional and can provide enough pressure. Further developments can be made which will increase the efficiency of the complete project. ACKNOWLEDGEMENT We would like to express our deep and sincere gratitude to our project guide, Asst. Prof. Sandeep Mishra, Dept. of Electronics & Telecommunication Engineering, K.J. Somaiya Institute of Engineering and Information Technology for giving us the chance to do research on “IoT Based Ventilator and Patient Monitoring System” and providing invaluable guidance throughout the research and working of the project. His dynamism, vision, sincerity and motivation have deeply inspired us. I would also like to extend our thanks to our Principal, Dr. Suresh Ukarande and HoD, Dr. Jayashree Khanapuri for her continuous guidance throughout the process and her words have always motivated us for moving forward in times of difficulty. We would like to thank the Dept. of Electronics and Telecommunication Engineering for giving us this opportunity. Last but not the least, we would like to express our sincere gratitude towards our college, K.J. Somaiya Institute of Engineering and I.T. for their overwhelming support to our group. REFERENCES [1] “IOT Based Real Time Health Monitoring System”, 2020 Research, Innovation, Knowledge Management and Technology Application for Business Sustainability (INBUSH), Md. Rifat Rahman Akash, Yousuf, Kawshik Shikder [2] "IoT Based Real Time Health Monitoring”, Proceedings of the Second International Conference on Inventive Research in Computing Applications (ICIRCA-2020) IEEE Xplore PartNumber:CFP20N67-ART;ISBN:978-1- 7281-5374-2, VaniYeri,Dr.ShubhangiDCK.Elissa,“Title of paper if known,” unpublished.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 05 | May 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 3558 [3] “IoT Based Health Monitoring System using Raspberry Pi”, 2018 FourthInternational ConferenceonComputing communication Control and Automation (ICCUBEA), Ashwini Gutte, Ramkrishna Vadali [4] "An IoT-Based System for Autonomous, Continuous, Real-Time Patient Monitoring and Its Application to Pressure Injury Management", 2021 17th International Conference on DistributedComputingin SensorSystems (DCOSS), Sam Mansfield, Eric Vin, Katia Obraczka