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© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1653
International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056
p-ISSN:2395-0072
Volume: 07 Issue: 04 | Apr 2020 www.irjet.net
Mobile Application for Blood Pressure Monitoring andControl
[1]Professor & Head, Department of IT, Velammal College of Engineering and Technology
[2][3][4]UG Students, Department of IT, Velammal College of Engineering and Technology,
Madurai, Tamil Nadu, India.
-----------------------------------------------------------------***-------------------------------------------------------------------
Abstract - Day by day, the percentage of people with
hypertension is increasing due to a fast-paced lifestyle in this
modern era, and this phenomenon is widely concerning.
Hypertension is the major root cause for life threatening
disease such as, acute myocardial infarction, stroke, kidney
failure, congestive heart failure, cardiovascular disease, etc.
Many people believe that stress is the main cause of
hypertension that induces headache, palpitations and
dizziness, etc., but hypertension may not produce any
symptoms initially. Hence people may fail to adhere to
treatment during periods of low stress or in the absence of
symptoms. As a result, only ~14% of adults with hypertension
worldwide have their BP controlled. Hence, wireless home BP
monitors have evolved as a personal device to monitor the BP
continuously even during regular activities and Mobile Apps
have been introduced for preparing reports. Similarly,
various Mobile Apps are introduced for a healthy lifestyle by
recommending simple workouts and diet plans. However,
there is a need for a system to monitor BP periodically, log
data and provide personalized lifestyle recommendations
based on the history that remains weak. Therefore, we
propose a recommender system to monitor BP accurately, log
BP, compute disease predictions based on the statistical
evidence and provide personalized lifestyle recommendations
in terms ofreport.
Keywords: Systolic Blood Pressure, Diastolic Blood
Pressure, Blood-pressure Variability, Mean Arterial
Blood Pressure, Personalized lifestyle recommendation,
Chronic kidney disease, Ambulatory Blood Pressure
Monitoring.
I. INTRODUCTION
Blood is carried around the body in blood vessels for three
important functions, such as Transportation, Regulation and
Protection. In transportation, blood takes oxygen from the
lungs to cells of the body as well as takes carbon dioxide
from the body's cells to the lungs where it is breathed out.
Also, blood carries nutrients, hormones and
wasteproductaround the body. Regulation process is used to
keep certain values of the body in balance, like maintaining
temperature, etc.
immune system with the help of white blood cells and other
messenger substances.
Blood Pressure (BP) is the measurement of a pressure in the
walls of blood vessels called arteries. BP readings are written
in two numbers separated by a line. The top number
represents the Systolic Blood Pressure (SBP) and the bottom
number represents the Diastolic Blood Pressure (DBP). SBP is
the pressure in the arteries as the heart contracts pushing the
blood forward whereas DBP is the pressure in the arteries as
the heart relaxes. Ideally, blood pressure should be below
120/80 mmHg to maintain good health and reduce the risk of
stroke, heart disease and other conditions.
There are several factors that may cause high blood pressure,
but the exact cause is unknown. The following factors may
increase one's risk for high blood pressure: Having an
abnormal blood pressure pattern, such as high blood pressure
during the night or early in the morning, can mean that you
have a health problem. Similarly, if a person has diabetes,
kidney disease or other health conditions, monitoring and
treatment to control BP is highly advisable.
The associated conditions include:
 Kidney disease
 Diabetes
 Thyroid problems
 Nervous system problems
 Cardiovascular disease
 Poorly controlled high blood pressure
Risk factors for developing an abnormal blood pressure
pattern include:
 Night-shiftworks
 Tobacco use
 Anxiety
 Too much stress
Perumalraja R [1]
, Prasanthini S [2]
, Soundariya S [3]
, Vishnupriya M[4]
Protection function of the blood plays an important role in the
International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056
p-ISSN:2395-0072
Volume: 07 Issue: 04 | Apr 2020 www.irjet.net
Table 1: Risk factors which can be controlled and cannot
be controlled.
Hypertension is sometimes referred to as a "silent killer” as
it may not produce any symptoms, even if you have had it
for years. Symptoms may be present in those who have an
extremely high blood pressure,i.e. malignant hypertension.
Symptoms are,
 Severe headaches
 Fatigue
 Chest pain
 Irregular heartbeat
 Difficulty inbreathing
II. LITERATURE SURVEY
A. Hypertension: the silent killer: updated jnc-8
guideline recommendations
Kayce Bell and June Twiggs, et al. [2] mention about the
classification of blood pressure in adults (18 years and
older) is based on the average of two or more properly
measured. Blood pressure readings from two or more
clinical visits. If the systolic blood pressure and diastolic
blood pressure values fall into different categories, the
overall classification is determined based on the higher of
the two blood pressures.
Blood pressure is classified into one of four categories:
Normal, Prehypertension, Stage 1 HTN and Stage 2 HTN.
B. 3 types of blood pressure monitoring devices
phygmomanometer
Dr.Aj Thomas[9] described various sphygmomanometers for
monitoring blood pressure. These existing blood pressure
method shave challenges too. To overcome these challenges
we are using oscillometric methods.
Figure 1: Mercury Sphygmomanometer
Figure2:Types of Aneroid Sphygmomanometer
C. Comparison of Artificial Intelligence Based
Oscillometric Blood Pressure Estimation Techniques
Ekambir Sidhu, Voicu Groza [1] gives astudy and comparison
of various AI based BP estimation techniques and algorithms
which have been developed by various researchers in the
recent years for automated measurement of blood pressure.
We also learnt the differences between the various non-
invasive methods commonly used for the estimation and
measurement of blood pressure. Though these methods look
promising and helpful, there are some challenges, when it
comes to research or project. The application areas and the
tools for blood pressure monitoring were also discussed.
Some major challenges were citedandthe possible solutions
were also given, which are in the developing stage.
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1654
International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056
p-ISSN:2395-0072
Volume: 07 Issue: 04 | Apr 2020 www.irjet.net
Table 2: Comparison of Auscultatory, Palpatory and
Oscillatory methods [1]
III. PROPOSED WORK FOR BLOOD PRESSURE
MONITORING ANDCONTROL
In this section, the proposed system for blood pressure
monitoring is described. Blood-pressure variability (BPV) is
a complex phenomenon that includes short-term
fluctuations occurring within a 24h period as well as blood
pressure changes over more-prolonged periods of time.
Mounting evidence indicates that the adverse cardiovascular
consequences of high blood pressure could also be the result
of increased BPV, and notonly of elevation of mean blood
pressure values Short- term and long-term BPV are
independently associated with the development,
progression, and severity of cardiac, vascular, and renal
damage and with an increased risk of cardiovascular events
and mortality. Therefore, we consider mean BPV and mean
BP for continuous monitoring of BP and hypertension
control.
Our proposed recommender system provides personalized
recommendations for a user to keep their BP within the
allowable limit. In that, the Omron BP measuring unit is used
to measure the current BP values. This device uses an
electronic pressure sensor for measuring the blood pressure
and the readings are given out digitally on a display. Then,
Omron device communicates BP values to the Mobile
Application, where Mobile App is designed to be a more
interactive application to collect user details and to give
personalized recommendations based on the average BP
value.
DEVICE USED TO MEASURE BP
Figure 3: Omron Device
At the time of user registration, personalized history of data
is being collected such as, Name, Phone number, Age, Gender,
Height, Weight, if BP exists, how long the user has and
medication details, Nature of food habit, Regular workout,
Smoking / drinking habits . Once the registration is over, the
user has to measure the BP using an Omron device and
enters the SBP and DBP value in both morning and evening
pages. A message notification will be given to the registered
mobile.
BLOCK DIAGRAM
Figure 4: Block diagram of Blood Pressure Monitoring
The proposed system is a mobile application which monitors
blood pressure. Generates the weekly and monthly report by
analyzing various factors. It provides the average of the
readings weekly/monthly. It provides personalized lifestyle
recommendation in terms of medication, based on the
average value.
IV. RECOMMENDATIONS
The recommendations are provided based on the average SBP
and DBP values. This includes healthy lifestyles, workout, diet
charts based on average BP value. The developed mobile
application will provide the diet charts for both high blood
pressure and low blood pressure. These diet charts contain
Do’s and Don’ts to be followed by the user.
In continuous BP monitoring and control, we consider mean
BPV and mean BP to consider the fluctuations that may
contribute to hypertension. When BP is approximately stable
for a healthy person, the mean BPV for that person is less and
which was shown in the flowchart. When the mean BP is in
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1655
International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056
p-ISSN:2395-0072
Volume: 07 Issue: 04 | Apr 2020 www.irjet.net
borderline and some limited variations in BP, i.e. mean
BPV, the system will give personalized recommendations.
Table 3: Recommendations for various SBP and DBP
values [2]
The following recommendations are provided by the system
to the user at various BP conditions.
Recommendation 1:
After the registration process is over, during first BP
measurement, when BP>= 140/90 mmHg and the user is
taking BP medications then recommend to Perform ABPM
and meet the doctor to modify treatment for a controlled BP.
Recommendation 2:
After registration process is over, during first BP
measurement, when BP>= 160/100 mmHg and the user is
not taking any BP medications then recommend to Perform
ABPM and meet the doctor to initiate treatment for a
controlled BP.
Recommendation 3:
Provide complete orientation on BP for all users. Orientation
on BP includes
 Need for continuous monitoring
 About various BP terminologies, like White Coat,
MUCH, Office BP, Home BP, ABPM, Nocturnal
BP,etc.
 Major contributing root causes, like, BMI, Heredity,
Age, Sex,Lifestyle;
Recommendation 4:
Adopt recommended medication by the doctor and
follow the healthy lifestyle for two weeks, i.e. initial
waiting time period to adopt new changes.
Recommendation 5:
For continuous BP monitoring, perform the following steps
 If mean BPV <=5 and mean BP== normal BP
value, continue from the step1,
 If mean BPV<10 and mean BP<140 provide
personalized recommendation, everyday
measure BP and do followup.
 If mean BPV>=10 and mean BP>=140, Perform
ABPM and meet the doctor. Every day measure
BP and do followup.
Recommendation 6:
For a person who is having any lifethreatening disease,
 Perform ABPM once in a month, if mean
BP>140/90,consult the doctor for better control
of BP
 If user gets CKD initiate and treat to lower
MBP<140/90mmHg
 If user gets diabetes initiate and treat to lower
MBP<140/90mmHg
Recommendation 7:
For a person who is taking BP medication and a person who
is going to get a high chance of BP but healthy, perform
ABPM for a six months interval to find nocturnal BP, stress
inducing activity (sometime may be your job).
Recommendation 8:
At any time when the user feels high BP (under stress)
measure BP three times in thirty seconds interval. If the
mean BP of three measurements is >=180/100 mmHg,
consult the doctor immediately.
Recommendation 9:
Using machine learning approach fine tune the personalized
LSM for every month
Recommendation 10 (future work):
From historical data of a specific user and other BP patients
data, predict the chance of getting high risk diseases using
suitable AI algorithms
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1656
International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056
p-ISSN:2395-0072
Volume: 07 Issue: 04 | Apr 2020 www.irjet.net
FLOWCHART
Figure 5: Flowchart for Recommender System for BP monitoring and control
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1657
International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056
p-ISSN:2395-0072
Volume: 07 Issue: 04 | Apr 2020 www.irjet.net
V. RESULTS ANDDISCUSSION
As per the flowchart, the user enters the login credentials if
he/she is an existing user; otherwise they fill the new user
registration form. Then the details regarding the medication
will be obtained from the user. Then the user enters the SBP
and DBP values in both the morning and evening page. If
not, the user will be notified via message to enter the values.
After a week the user can visualize the average SBP and
DBP values in a table format. A message will be sent to the
user regarding their BP values, diet chart to be followed and
some recommendations based on the values.
Figure 6:Table showing weekly and day-wise BP
report
Figure 7:Notification sent to the user regarding
Average BP value
Figure 8: Table representing the low, normal and
high BP range
Figure 9: Table representing the diet chart
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1658
International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056
p-ISSN:2395-0072
Volume: 07 Issue: 04 | Apr 2020 www.irjet.net
Future Enhancements
Till now we have provided a brief outline about a mobile
application which keeps logs of BP values and provides
recommendations based on average BP value. Further we
would like to extend our project by developing a mobile
application which concentrates more on BPV and to interpret
the values in the form of graphical representation.
VI. CONCLUSION
In today’s healthcare market there is a need for a system to
monitor BP periodically and to provide personalized lifestyle
recommendations based on the history that remains weak.
Here, we proposed a recommender system to monitor BP
accurately, log BP, and provide personalized lifestyle
recommendations in terms of medication and diet chart. Our
BP recommender system will be very useful to the general
public, healthcare service providers, doctors and data
scientists and finally for the pharmaceutical company. Our
mobile application notifies the user regarding their average
SBP and DBP values, the diet chart to be followed and it
reminds the user to enter the BP values if they failed to enter.
Thus this mobile application helps the user to monitor their
blood pressure and helps the user to control both
hypertension and hypotension by following the diet chart,
regular workouts and prescribed medication.
VII. REFERENCES
[8] Anand Chandrasekhar, Chang Sei Kim, “Smartphone
based blood pressure monitoring via the Oscillometric
finger-pressing method”,(March2017).
[9] Dr. Aj Thomas, “3 types of blood pressure
monitoring devices sphygmomanometers”,(April2016).
[10] Md. Kamural Hasan, Dr. Nova Ahmed, “Android
mobile application for Remote monitoring of blood
pressure”,(2012).
[1] Ekambir Sidhu, Voicu Groza, “Comparison of Artificial
Intelligence Based Oscillometric Blood Pressure Estimation
Techniques”, INTELLI2018.
[2] Kayce Bell, June Twiggs, et al., “Hypertension: the silent
killer: updated jnc-8 guideline recommendations”,(2015).
[3] Oussama MN Khatib, Mohamed Sayed, Research
Lecturer, “Clinical guidelines for the management of
hypertension”, (2005).
[4] Thomas G. Pickering, John E. Hall, Lawrence J.Appel,
“Recommendations for blood pressure measurement in
human”.
[5] James Sheppard, Research Lecturer, “Prospective
register of patients undergoing repeated office and
ambulatory blood pressuremonitoring”.
[6] Xiaohan Li, Shu Wu, Liang Wang, “Blood Pressure
Prediction via Recurrent Models with ContextualLayer”,
(April2017).
[7] Thomas G. Pickering, “Recommendations for Blood
Pressure Measurement in Humans and Experimental
Animals”, (February2005).
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1659

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IRJET - Mobile Application for Blood Pressure Monitoring and Control

  • 1. © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1653 International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 p-ISSN:2395-0072 Volume: 07 Issue: 04 | Apr 2020 www.irjet.net Mobile Application for Blood Pressure Monitoring andControl [1]Professor & Head, Department of IT, Velammal College of Engineering and Technology [2][3][4]UG Students, Department of IT, Velammal College of Engineering and Technology, Madurai, Tamil Nadu, India. -----------------------------------------------------------------***------------------------------------------------------------------- Abstract - Day by day, the percentage of people with hypertension is increasing due to a fast-paced lifestyle in this modern era, and this phenomenon is widely concerning. Hypertension is the major root cause for life threatening disease such as, acute myocardial infarction, stroke, kidney failure, congestive heart failure, cardiovascular disease, etc. Many people believe that stress is the main cause of hypertension that induces headache, palpitations and dizziness, etc., but hypertension may not produce any symptoms initially. Hence people may fail to adhere to treatment during periods of low stress or in the absence of symptoms. As a result, only ~14% of adults with hypertension worldwide have their BP controlled. Hence, wireless home BP monitors have evolved as a personal device to monitor the BP continuously even during regular activities and Mobile Apps have been introduced for preparing reports. Similarly, various Mobile Apps are introduced for a healthy lifestyle by recommending simple workouts and diet plans. However, there is a need for a system to monitor BP periodically, log data and provide personalized lifestyle recommendations based on the history that remains weak. Therefore, we propose a recommender system to monitor BP accurately, log BP, compute disease predictions based on the statistical evidence and provide personalized lifestyle recommendations in terms ofreport. Keywords: Systolic Blood Pressure, Diastolic Blood Pressure, Blood-pressure Variability, Mean Arterial Blood Pressure, Personalized lifestyle recommendation, Chronic kidney disease, Ambulatory Blood Pressure Monitoring. I. INTRODUCTION Blood is carried around the body in blood vessels for three important functions, such as Transportation, Regulation and Protection. In transportation, blood takes oxygen from the lungs to cells of the body as well as takes carbon dioxide from the body's cells to the lungs where it is breathed out. Also, blood carries nutrients, hormones and wasteproductaround the body. Regulation process is used to keep certain values of the body in balance, like maintaining temperature, etc. immune system with the help of white blood cells and other messenger substances. Blood Pressure (BP) is the measurement of a pressure in the walls of blood vessels called arteries. BP readings are written in two numbers separated by a line. The top number represents the Systolic Blood Pressure (SBP) and the bottom number represents the Diastolic Blood Pressure (DBP). SBP is the pressure in the arteries as the heart contracts pushing the blood forward whereas DBP is the pressure in the arteries as the heart relaxes. Ideally, blood pressure should be below 120/80 mmHg to maintain good health and reduce the risk of stroke, heart disease and other conditions. There are several factors that may cause high blood pressure, but the exact cause is unknown. The following factors may increase one's risk for high blood pressure: Having an abnormal blood pressure pattern, such as high blood pressure during the night or early in the morning, can mean that you have a health problem. Similarly, if a person has diabetes, kidney disease or other health conditions, monitoring and treatment to control BP is highly advisable. The associated conditions include:  Kidney disease  Diabetes  Thyroid problems  Nervous system problems  Cardiovascular disease  Poorly controlled high blood pressure Risk factors for developing an abnormal blood pressure pattern include:  Night-shiftworks  Tobacco use  Anxiety  Too much stress Perumalraja R [1] , Prasanthini S [2] , Soundariya S [3] , Vishnupriya M[4] Protection function of the blood plays an important role in the
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 p-ISSN:2395-0072 Volume: 07 Issue: 04 | Apr 2020 www.irjet.net Table 1: Risk factors which can be controlled and cannot be controlled. Hypertension is sometimes referred to as a "silent killer” as it may not produce any symptoms, even if you have had it for years. Symptoms may be present in those who have an extremely high blood pressure,i.e. malignant hypertension. Symptoms are,  Severe headaches  Fatigue  Chest pain  Irregular heartbeat  Difficulty inbreathing II. LITERATURE SURVEY A. Hypertension: the silent killer: updated jnc-8 guideline recommendations Kayce Bell and June Twiggs, et al. [2] mention about the classification of blood pressure in adults (18 years and older) is based on the average of two or more properly measured. Blood pressure readings from two or more clinical visits. If the systolic blood pressure and diastolic blood pressure values fall into different categories, the overall classification is determined based on the higher of the two blood pressures. Blood pressure is classified into one of four categories: Normal, Prehypertension, Stage 1 HTN and Stage 2 HTN. B. 3 types of blood pressure monitoring devices phygmomanometer Dr.Aj Thomas[9] described various sphygmomanometers for monitoring blood pressure. These existing blood pressure method shave challenges too. To overcome these challenges we are using oscillometric methods. Figure 1: Mercury Sphygmomanometer Figure2:Types of Aneroid Sphygmomanometer C. Comparison of Artificial Intelligence Based Oscillometric Blood Pressure Estimation Techniques Ekambir Sidhu, Voicu Groza [1] gives astudy and comparison of various AI based BP estimation techniques and algorithms which have been developed by various researchers in the recent years for automated measurement of blood pressure. We also learnt the differences between the various non- invasive methods commonly used for the estimation and measurement of blood pressure. Though these methods look promising and helpful, there are some challenges, when it comes to research or project. The application areas and the tools for blood pressure monitoring were also discussed. Some major challenges were citedandthe possible solutions were also given, which are in the developing stage. © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1654
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 p-ISSN:2395-0072 Volume: 07 Issue: 04 | Apr 2020 www.irjet.net Table 2: Comparison of Auscultatory, Palpatory and Oscillatory methods [1] III. PROPOSED WORK FOR BLOOD PRESSURE MONITORING ANDCONTROL In this section, the proposed system for blood pressure monitoring is described. Blood-pressure variability (BPV) is a complex phenomenon that includes short-term fluctuations occurring within a 24h period as well as blood pressure changes over more-prolonged periods of time. Mounting evidence indicates that the adverse cardiovascular consequences of high blood pressure could also be the result of increased BPV, and notonly of elevation of mean blood pressure values Short- term and long-term BPV are independently associated with the development, progression, and severity of cardiac, vascular, and renal damage and with an increased risk of cardiovascular events and mortality. Therefore, we consider mean BPV and mean BP for continuous monitoring of BP and hypertension control. Our proposed recommender system provides personalized recommendations for a user to keep their BP within the allowable limit. In that, the Omron BP measuring unit is used to measure the current BP values. This device uses an electronic pressure sensor for measuring the blood pressure and the readings are given out digitally on a display. Then, Omron device communicates BP values to the Mobile Application, where Mobile App is designed to be a more interactive application to collect user details and to give personalized recommendations based on the average BP value. DEVICE USED TO MEASURE BP Figure 3: Omron Device At the time of user registration, personalized history of data is being collected such as, Name, Phone number, Age, Gender, Height, Weight, if BP exists, how long the user has and medication details, Nature of food habit, Regular workout, Smoking / drinking habits . Once the registration is over, the user has to measure the BP using an Omron device and enters the SBP and DBP value in both morning and evening pages. A message notification will be given to the registered mobile. BLOCK DIAGRAM Figure 4: Block diagram of Blood Pressure Monitoring The proposed system is a mobile application which monitors blood pressure. Generates the weekly and monthly report by analyzing various factors. It provides the average of the readings weekly/monthly. It provides personalized lifestyle recommendation in terms of medication, based on the average value. IV. RECOMMENDATIONS The recommendations are provided based on the average SBP and DBP values. This includes healthy lifestyles, workout, diet charts based on average BP value. The developed mobile application will provide the diet charts for both high blood pressure and low blood pressure. These diet charts contain Do’s and Don’ts to be followed by the user. In continuous BP monitoring and control, we consider mean BPV and mean BP to consider the fluctuations that may contribute to hypertension. When BP is approximately stable for a healthy person, the mean BPV for that person is less and which was shown in the flowchart. When the mean BP is in © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1655
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 p-ISSN:2395-0072 Volume: 07 Issue: 04 | Apr 2020 www.irjet.net borderline and some limited variations in BP, i.e. mean BPV, the system will give personalized recommendations. Table 3: Recommendations for various SBP and DBP values [2] The following recommendations are provided by the system to the user at various BP conditions. Recommendation 1: After the registration process is over, during first BP measurement, when BP>= 140/90 mmHg and the user is taking BP medications then recommend to Perform ABPM and meet the doctor to modify treatment for a controlled BP. Recommendation 2: After registration process is over, during first BP measurement, when BP>= 160/100 mmHg and the user is not taking any BP medications then recommend to Perform ABPM and meet the doctor to initiate treatment for a controlled BP. Recommendation 3: Provide complete orientation on BP for all users. Orientation on BP includes  Need for continuous monitoring  About various BP terminologies, like White Coat, MUCH, Office BP, Home BP, ABPM, Nocturnal BP,etc.  Major contributing root causes, like, BMI, Heredity, Age, Sex,Lifestyle; Recommendation 4: Adopt recommended medication by the doctor and follow the healthy lifestyle for two weeks, i.e. initial waiting time period to adopt new changes. Recommendation 5: For continuous BP monitoring, perform the following steps  If mean BPV <=5 and mean BP== normal BP value, continue from the step1,  If mean BPV<10 and mean BP<140 provide personalized recommendation, everyday measure BP and do followup.  If mean BPV>=10 and mean BP>=140, Perform ABPM and meet the doctor. Every day measure BP and do followup. Recommendation 6: For a person who is having any lifethreatening disease,  Perform ABPM once in a month, if mean BP>140/90,consult the doctor for better control of BP  If user gets CKD initiate and treat to lower MBP<140/90mmHg  If user gets diabetes initiate and treat to lower MBP<140/90mmHg Recommendation 7: For a person who is taking BP medication and a person who is going to get a high chance of BP but healthy, perform ABPM for a six months interval to find nocturnal BP, stress inducing activity (sometime may be your job). Recommendation 8: At any time when the user feels high BP (under stress) measure BP three times in thirty seconds interval. If the mean BP of three measurements is >=180/100 mmHg, consult the doctor immediately. Recommendation 9: Using machine learning approach fine tune the personalized LSM for every month Recommendation 10 (future work): From historical data of a specific user and other BP patients data, predict the chance of getting high risk diseases using suitable AI algorithms © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1656
  • 5. International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 p-ISSN:2395-0072 Volume: 07 Issue: 04 | Apr 2020 www.irjet.net FLOWCHART Figure 5: Flowchart for Recommender System for BP monitoring and control © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1657
  • 6. International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 p-ISSN:2395-0072 Volume: 07 Issue: 04 | Apr 2020 www.irjet.net V. RESULTS ANDDISCUSSION As per the flowchart, the user enters the login credentials if he/she is an existing user; otherwise they fill the new user registration form. Then the details regarding the medication will be obtained from the user. Then the user enters the SBP and DBP values in both the morning and evening page. If not, the user will be notified via message to enter the values. After a week the user can visualize the average SBP and DBP values in a table format. A message will be sent to the user regarding their BP values, diet chart to be followed and some recommendations based on the values. Figure 6:Table showing weekly and day-wise BP report Figure 7:Notification sent to the user regarding Average BP value Figure 8: Table representing the low, normal and high BP range Figure 9: Table representing the diet chart © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1658
  • 7. International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 p-ISSN:2395-0072 Volume: 07 Issue: 04 | Apr 2020 www.irjet.net Future Enhancements Till now we have provided a brief outline about a mobile application which keeps logs of BP values and provides recommendations based on average BP value. Further we would like to extend our project by developing a mobile application which concentrates more on BPV and to interpret the values in the form of graphical representation. VI. CONCLUSION In today’s healthcare market there is a need for a system to monitor BP periodically and to provide personalized lifestyle recommendations based on the history that remains weak. Here, we proposed a recommender system to monitor BP accurately, log BP, and provide personalized lifestyle recommendations in terms of medication and diet chart. Our BP recommender system will be very useful to the general public, healthcare service providers, doctors and data scientists and finally for the pharmaceutical company. Our mobile application notifies the user regarding their average SBP and DBP values, the diet chart to be followed and it reminds the user to enter the BP values if they failed to enter. Thus this mobile application helps the user to monitor their blood pressure and helps the user to control both hypertension and hypotension by following the diet chart, regular workouts and prescribed medication. VII. REFERENCES [8] Anand Chandrasekhar, Chang Sei Kim, “Smartphone based blood pressure monitoring via the Oscillometric finger-pressing method”,(March2017). [9] Dr. Aj Thomas, “3 types of blood pressure monitoring devices sphygmomanometers”,(April2016). [10] Md. Kamural Hasan, Dr. Nova Ahmed, “Android mobile application for Remote monitoring of blood pressure”,(2012). [1] Ekambir Sidhu, Voicu Groza, “Comparison of Artificial Intelligence Based Oscillometric Blood Pressure Estimation Techniques”, INTELLI2018. [2] Kayce Bell, June Twiggs, et al., “Hypertension: the silent killer: updated jnc-8 guideline recommendations”,(2015). [3] Oussama MN Khatib, Mohamed Sayed, Research Lecturer, “Clinical guidelines for the management of hypertension”, (2005). [4] Thomas G. Pickering, John E. Hall, Lawrence J.Appel, “Recommendations for blood pressure measurement in human”. [5] James Sheppard, Research Lecturer, “Prospective register of patients undergoing repeated office and ambulatory blood pressuremonitoring”. [6] Xiaohan Li, Shu Wu, Liang Wang, “Blood Pressure Prediction via Recurrent Models with ContextualLayer”, (April2017). [7] Thomas G. Pickering, “Recommendations for Blood Pressure Measurement in Humans and Experimental Animals”, (February2005). © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page1659