SlideShare a Scribd company logo
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 520
DESIGN AND DEVELOPMENT OF ELECTRO-OPTICAL SYSTEM
FOR ACQUISITION OF PPG SIGNALS FOR THE ASSESSMENT OF
CARDIOVASCULAR SYSTEM
Jayadevappa B.M1
, Kiran Kumar G.H2
, Anjaneya L.H3
, Mallikarjun S. Holi4
1
Professor and Head, Electronics and Instrumentation Engineering, Bapuji Institute of Engineering and Technology,
Davangere, Karnataka, India
2
Assistant Professor, Electronics and Communication Engineering, Bapuji Institute of Engineering and Technology,
Davangere, Karnataka, India
3
Associate Professor, Biomedical Engineering, Bapuji Institute of Engineering and Technology, Davangere,
Karnataka, India
4
Professor and Chairman, Electronics and Instrumentation Engineering, University B.D.T. College of Engineering,
Davangere, Karnataka, India
Abstract
The revolution in semiconductor technology has lead to the development of efficient optical techniques for acquisition of
biomedical signals which can be used effectively in diagnostics. The interaction of light with biological tissue is complex and
includes the optical processes like scattering, absorption, reflection, transmission and fluorescence. The amount of light received
by the photo-detector varies in accordance with the blood volume, blood vessel wall movement and the orientation of red blood
cells (RBC). In the present work a real-time electro-optical based photoplethysmograpgh system is developed to monitor and
record the variations in the volume of blood with each heart beat resulting in the form of a signal called photoplethysmogram
(PPG). The developed sensor unit consists of a source of light and photo-detector both packed in the form of probe and fitted to
patient’s index finger. The PPG signal acquired comprise a pulsatile (AC) waveform attributed to cardiac synchronous changes
in the blood volume with each heart beat and is superimposed on a slowly varying (DC) baseline with various lower frequency
components attributed to respiration, sympathetic nervous system activity and thermoregulation. For remote monitoring of PPG
signals, a system is designed and developed based on ZigBee wireless technology. From the transmitted and received PPG
signals, parameters like pulse rate (PR), average pulse rate (APR), pulse rate variability (PRV) and frequency spectrum can be
determined which are of diagnostic importance. The PPG system designed and developed in the present work is non-invasive,
portable, reliable and cost effective. The system can be effectively used for handicapped patients, ambulatory conditions and in
post operative care units for continuous monitoring and assessment of cardiovascular patients. The preliminary study and results
shows that the developed wireless PPG system can be an alternative to the traditional methods used for remote monitor of
cardiovascular and respiratory system and their disorders.
Keywords: Photoplethysmogram (PPG), cardiovascular system, pulse rate, ZigBee
--------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
The problems related to the cardiovascular system which are
generally diagnosed by electrocardiogram (ECG) and blood
pressure (BP) will not give clear information about
peripheral blood circulation, volume changes and oxygen
contents in the blood in relation with heart functioning. With
each heart beat a pulse radiates out to the peripheral
circulation causing a significant change in the arterial and
capillary diameters which is equivalent to the changes in
volume of the blood flowing in these vessels, as shown in
Fig.1. The characteristics of these pulses are unique and are
influenced by arterial ageing and diseases [1]. These pulses
can be detected non-invasively using PPG system. The
measurement of blood volume changes in the peripheral
circulation beneath the skin by means of PPG depends on
the fact that blood absorbs infrared light more strongly than
skin and tissues [2]. The change in blood volume caused by
the pressure pulse can be detected by illuminating the skin
from a light source and measuring the amount of light
transmitted to a photo-detector. The signal obtained from the
photo-detector is related to pulsatile arterial blood volume
changes and the signal is called as PPG, which provides a
means of determining the properties of the vascular tissue,
peripheral blood circulation and cardiac activity during each
cardiac cycle.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 521
Fig. 1 Change in the arterial diameters with each heart beat
The PPG signal is complex and has both high frequency
(pulse shape) and low frequency components (vasomotor
activity) [3]. The main peripheral sites where the PPG can
be obtained are the tissue pads of the fingers, ears and toes
where there is a high degree of superficial vasculature [2].
The studies reveal the differences in the characteristics of
PPG signals such as pulse timing, amplitude and shape
features in accordance with the changes in blood volume.
Thus by studying the pressure pulses the important
information about the cardiovascular mechanism can be
extracted.
Monitoring the peripheral pulse is more useful and
dependable than monitoring the heart rate derived from the
ECG in the case of a heart block because it can immediately
indicate the cessation of blood circulation in the limb
terminals. Moreover, a photoelectric pick-up transducer is
much easier to apply than the three ECG electrodes. The
amplitude of the PPG signal obtained is also quite large as
compared to the ECG signal and therefore gives better
signal-to-noise ratio [4]. However, the technique is severely
subject to motion artifacts and need to be taken care [5].
2. MATERIALS AND METHODS
2.1 PPG Signal Acquisition
In the present work a data acquisition system (DAS) has
been developed to acquire, monitor and store the PPG signal
as shown in Fig. 2. The transmittance method PPG system
consists of a ultra-red LED (660 nm) as light source and
light dependent resistor (LDR) as a photo detector,
amplifier, filter, ADC and PC. The LED and LDR are
mounted in an enclosure in the form of a finger probe that
fits over the tip of the patient’s index finger with good
contact to the skin surface and their optical axes are parallel
to each other. Both LED and LDR are matched in their
wavelength and compactness, and are highly sensitive with
fast response. When the power is switched on, light is
emitted by LED transmits through the fingertip of the
subject’s finger and the unabsorbed transmitted light is
detected by the photo-detector. With each contraction of the
heart, blood is forced to the extremities and the amount of
blood in the finger increases [6]. It alters the optical density
with the result that the light transmission through the finger
reduces and the voltage in the output circuit of photo
detector varies accordingly due to change in the LDR
resistance. The low magnitude voltage of approximately 6
mV is amplified using an amplifier with a gain of 100. A
high pass filter reduces the size of the dominant DC
component and enables the pulsatile AC component to be
boosted to a nominal 0.6 V peak-to-peak level. A notch
filter is used to remove 50 Hz power line interference that
might be present in the signal and a 2nd
order Butterworth
low pass filter with a cutoff frequency 8 Hz is used to
remove any high frequency noise. The reduced noise output
voltage which varies with the amount of blood in the finger
and its wave shape closely follows the pressure pulse is
displayed on a digital storage oscilloscope.
The PPG signal is further digitized, acquired, monitored and
stored in a computer system using a dedicated DAS with
built-in ADC. The DAS has 8 channels with voltage range
of ±10V and resolution of ±19.5 mV. Figure 3 shows the
PPG data recording from a subject under stationary
condition. The PPG signal acquired during non stationary
may be affected by various noises in the patient’s
environment [7]. The acquired PPG pulses are further
processed using Matlab signal processing tool to reduce
noises introduced, if any, due to motion artifacts, ambient
light interferences, and poor contact of light sources with the
skin surface [8]. The moving average method, adaptive
filters or periodic moving average filters can be used to
remove motion artifacts [9], [10].
Fig. 2 Block diagram of basic PPG acquisition system
Fig. 3 Photograph of the experimental setup showing PPG
signal recording from a subject
PPG works according to two physical principles. First, the
pulse wave is generated based on changes in blood volume
in the arteries and capillaries (Fig. 4). Second, the fact that
oxyhemoglobin (HbO2) and reduced hemoglobin (Hb) have
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 522
different absorption spectra. It is assumed that the amount of
light absorbed by tissue and skin will remain constant
irrespective of their absorbency. With this assumption it is
observed that the only change in the absorption of the
transmitted light will be from the increase or decrease of the
blood volume in the arteries and capillaries. The measured
volume change is actually an average of all of the arteries
and capillaries in the space being measured. The signal that
is received is dependent on the tissue type, skin type,
position of the receiver and transmitter, blood volume
content of the arteries and capillaries, and the properties of
the sensor and receiver [6]. The absorbance of light
radiation has a pulsatile component, which is due to the
fluctuations in the volume of arterial blood between the
source and the detector. The DC component of very low
frequency corresponds to absorption due to non pulsatile
arterial blood, venous and capillary blood and tissue.
Fig4 Light absorption due to tissue, pulsatile, non pulsatile
arterial blood, venous and capillary blood
2.2 Wireless Transmission and Reception of PPG
The current systems used by hospitals have become unsuited
for continuous long duration real-time monitoring. The
systems are cable based, large in size, more power
consumption and not easy to carry; also require to be used
next to the patient. These limitations reduce the mobility of
patients and medical staff, increasing their burden and risk.
Also, in order to frequently measure the patient's
physiological indicators from home during normal activities
(such as people with chronic diseases or elderly patients,
etc.); wireless monitoring is found to be more appropriate
and effective. In order to achieve this basic PPG system is
further developed into a wireless PPG system using ZigBee
wireless technology as shown in Fig. 5.
2.2.1 ZigBee Wireless Module:
The developed wireless real-time PPG health monitoring
system is based on ZigBee wireless standard which is of
low-cost, low power consumption and flexible network
topology. In this work point to point communication
between the two ZigBee modules is used. All wireless
sensor hardware operates upon a short-range communication
between 40 to 120 meters. The ZigBee based on IEEE
802.15.4 standard, defines the characteristics of the physical
and the medium access control (MAC) layer for the low
power of personal area network (PAN). The power of
ZigBee module is about 2 mW when running operation and
lower than 1 micro-watt when is in sleep operation modes
[11], [12].
Fig5 Block diagram of PPG signal Acquisition with ZigBee
transmitter and receiver
2.2.2 PPG Transmitter Module
Second stage of the work is the development of wireless
remote monitoring of the real-time PPG data of subjects
using standard ZigBee wireless technology. The transmitter
section consists of PPG unit, ARM processor, personal
computer and ZigBee wireless module. The acquired and
signal conditioned PPG signal is received by the ARM
Processor which has inbuilt ADC. ARM processor is
interfaced with PC for display of PPG signals and can be
analyzed using Matlab code to find its pulse rate. In this
work ARM processor is used for processing the acquired
PPG signal, which sends the PPG data to ZigBee transmitter
module for further communication. [11], [12].
2.2.3 PPG Receiver Module:
The receiver section consists of ZigBee module which
receives PPG data. The data received subsequently is
transferred to a PC by RS232 port. The PC is used for real-
time monitoring and storing the PPG data for further
analysis and diagnosis. The physician can also access
current PPG data and able to compute PR, APR, PRV and
frequency spectrum using Matlab [11]. The professional
medical staff will observe the data and do statistical analysis
to provide necessary consulting services, achieving the
remote medical monitoring and treatment.
In the present work PPG signals are acquired from 20
normal male subjects aged between 26 to 52 years (41±7.1)
and 10 female normal subjects aged between 28 to 44 years
(35.2±5.4) by using the above developed system at a
sampling rate of 240 samples/second. The data is collected
for different durations of 1 min, 2, 3, 4 & 5 min in order to
assure the reliability and repeatability of the data. All the
PPG signals can be analyzed by developing algorithms in
Matlab to find the PR, APR, PRV and frequency
components. The local hospital ethical committee has given
the consent and clearance to carry out the present work.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 523
3. RESULTS AND DISCUSSION
The pressure pulse wave changes in shape as it moves
toward the periphery and undergoes amplification and
alterations in its shape and temporal characteristics. These
changes may be due to reflection of the pulse wave and the
tapering down of the arteries towards the periphery. The
shape of the pulse will significantly change during
abnormalities in the blood vessels and blockages [13].
Figure 6 shows the real-time display of PPG signal on a
digital CRO. Figure 7 shows the typical PPG signals
acquired from a normal male subject before transmission
and Figure 8 shows PPG of the same subject at receiver
section located at a distance of 50 meters from transmitter. It
is observed that PPG signal before and after transmission is
found to be same without any distortion. The acquired PPG
pulse shows two phases, the anacrotic phase being the rising
edge of the pulse, and the catactrotic phase being the falling
edge of the pulse. The first phase is primarily concerned
with systole and second phase with diastole [14].
Figure 9 and 10 shows the PPG pulses of 1 min recorded
data and the corresponding PR calculated for the subject 1
and 2 respectively. The calculated PR values are in good
correlation with that of PR measured by standard pulse
oximeter as shown in Table 1 for five normal subjects. The
PR calculated at the transmitter and receiver side for the
different durations is also in good correlation with standard
method.
Fig6 Photograph showing the real-time display of PPG
signal on digital CRO
Fig7 PPG signal of a normal subject-1 at transmitter side
Fig8 PPG signal of a normal subject-1 at receiver side
Fig9 PPG of 1 minute duration with PR (normal subject-1)
Fig10 PPG of 1 minute duration with PR (normal subject-2)
Table -1 Pulse rate (PR) recorded from normal subjects
Normal
Subject
Pulse Rate
(determined from
developed PPG
system)
Pulse Rate
(obtained from
standard pulse
oximeter system)
Subject - 1 85 83
Subject - 2 68 69
Subject - 3 76 76
Subject - 4 82 81
Subject - 5 73 73
4. CONCLUSIONS
In the present work an accurate and reliable electro-optical
based wireless PPG data acquisition system is developed for
monitoring and analysis of PPG signal. PPG signals
recorded are found to be accurate and precise. The
preliminary work carried out on normal subjects to find PR
of cardiovascular system for different durations of PPG data
is found to be accurate and is in good correlation with
standard traditional methods. These results show that
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 524
developed PPG system can be used as an alternative
diagnostic tool to study the functionality of cardiovascular
system and monitor the high risk heart patients remotely.
The future work of this study is to find APR, PRV and
frequency spectrum of PPG at both transmitted end and
receiver end. To study the effect of different heart ailments
on the sympathetic and the parasympathetic nervous systems
and respiratory related ailments in conjunction with ECG.
ACKNOWLEDGEMENTS
The authors acknowledge the Visvesvaraya Technological
University, Belgaum, for sponsoring the project under
Research Promotion Scheme.
REFERENCES
[1]. Allen J. and A. Murray, “Age-related changes in the
characteristics of the photoplethysmograph pulse
shape at various body sites.” Physiological
measurement, vol.24, pp.297-307, 2003.
[2]. A.B.Hertzman, “photoelectricplethysmograph of the
fingers and toes in man” Proc.Soc.Exp.Biol.Med.
vol.37, pp.529-534, 1937.
[3]. Barron S. A, Rogowski Z, Kanter Y and Hemli J,
“DC photoplethysmography in the evaluation of
sympathetic vasomotor responses”, Clin. Physiol.,
vol.13, pp. 561–72, 1993.
[4]. Foo J. Y. and Wilson S. J., “A computational system
to optimize noise rejection in photoplethysmography
signals during motion or poor perfusion states”, Med.
Biol. Eng. Comput., vol.44, pp. 140-145, 2006.
[5]. Rhee S, Yang B. H and Asada Hh H, “Artifact-
resistant power-efficient design of finger-ring
plethysmographic sensors”, IEEE Trans. Biomed.
Eng., vol.48, pp.795–805, 2001.
[6]. Hertzman A.B and Spielman C, “Observations on the
finger volume pulse recorded photoelectrically”, Am.
Jl. Physiol, vol.119, pp.334-335, 1937.
[7]. E Gil, M Orini, R Bail´on, J M Vergara,L Mainardi
and P Laguna,”Photoplethysmography pulse rate
variability as a surrogate measurement of heart rate
variability during non-stationary conditions” Physiol.
Meas. 31 (2010) 1271–1290
[8]. B. S. Kim and S. K. Yoo, "Motion artifact reduction
in photoplethysmography using independent
component analysis," IEEE Trans Biomed Eng, vol.
53, pp. 566-8, 2006.
[9]. Han-Wook Lee, Ju-Won Lee, Won-Geun Jung, and
Gun-Ki Lee*The Periodic Moving Average Filter
for Removing Motion Artifacts from PPG Signals”
International Journal of Control, Automation, and
Systems, vol. 5, no. 6, pp. 701-706, December 2007.
[10]. Lee, W. Jung, I. Kang, Y. Kim, and G. Lee, “Design
of filter to reject motion artifact of pulse oximetry,”
Comput. Stand. Interfaces, vol. 26, no. 3, pp. 241-
249. 2004.
[11]. N.Watthanawisuth, T. Lomas, A. Wisitsoraat,
A.Tuantranont, “Wireless Wearable Pulse Oximeter
for Health Monitoring using ZigBee Wireless Sensor
Network”, Nanoelectronics and MEMS Laboratory,
National Electronics and Computer Technology
Center (NECTEC)., Pathumthani, Thailand 12120.
[12]. Wang Feng Qin, Li.Yang “ZigBee Technology for
Designing and Implementing a Remote Medical
Monitoring System”, International Conference on
Computer, Mechatronics, Control and Electronic
Engineering (CMCE), pp. 172-175, 2010.
[13]. O’Rourke M F and Gallagher D E 1996 Pulse wave
analysis J. Hypertens. Suppl. 14 S147–57.
[14]. Allen J, “Photoplethysmography and its application
in clinical physiological measurement”, Physiol.
Meas., vol.28, R1-R39, 2007.
BIOGRAPHIES
Prof. Jayadevappa B.M received the M.E
degree in Electronics and Control from
Birla Institute of Technology and Science,
Pilani, Rajasthan, India, in the year 1994.
He has 27 years of teaching and 05 years of
research experience. His Research interests
are Biomedical Signal Processing and Rehabilitation
Engineering. Currently, he is Professor and Head,
Department of Electronics and Instrumentation Engineering,
Bapuji Institute of Engineering and Technology, Davangere,
Karnataka, India.
Mr.Kiran Kumar G.H received the M.Tech.
degree in Digital Electronics from
BVBCET, Hubli, Karnataka, India, in the
year 2003. He has 11 years of teaching and
01 year of research experience. His
Research interests are Biomedical Signal
Processing and wireless sensor network. Currently, he is
Assistant Professor in the Department of Electronics and
communication Engineering, Bapuji Institute of Engineering
and Technology, Davangere, Karnataka, India.
Mr.Anjaneya L.H received the M.Tech.
degree in Biomedical Engineering from
MIT, Manipal, Karnataka, India, in the year
2000. He has 15 years of teaching and 05
year of research experience. His Research
interests are Biomedical Signal Processing
and Rehabilitation Engineering. Currently,
he is Associate Professor in the Department of Biomedical
Engineering, Bapuji Institute of Engineering and
Technology, Davangere, Karnataka, India.
Dr. Mallikarjun S. Holi, received the
Ph.D. degree in Biomedical Engineering
from Indian Institute of Technology,
Madras, Chennai, India, in the year 2004.
He has 20 years of teaching and 12 years
of research experience. His Research
interests are Biomechanics, Biomedical Signal and Image
processing, and Rehabilitation Engineering. Awarded
Institute Merit Prize for the Best Academic record in
M.Tech. (Biomedical Engineering) program for the
academic year 1995–1996 from Indian Institute of
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 525
Technology, Madras. Recipient of Travel Award from
IEEE-EMBS in 2001 and from IBMS & JSBMR in the year
2003. Currently, he is Professor and Chairman, Department
of Electronics and Instrumentation Engineering, University
B.D.T. College of Engineering, Davangere, Karnataka,
India.

More Related Content

What's hot

A portable electrocardiogram for real‑time monitoring of cardiac
A portable electrocardiogram for real‑time monitoring of cardiacA portable electrocardiogram for real‑time monitoring of cardiac
A portable electrocardiogram for real‑time monitoring of cardiac
ArhamSheikh1
 
Transmission of arm based real time ecg for monitoring remotely located patient
Transmission of arm based real time ecg for monitoring remotely located patientTransmission of arm based real time ecg for monitoring remotely located patient
Transmission of arm based real time ecg for monitoring remotely located patient
eSAT Publishing House
 
Implementation of ecg signal acquisition and transmission through bluetooth t...
Implementation of ecg signal acquisition and transmission through bluetooth t...Implementation of ecg signal acquisition and transmission through bluetooth t...
Implementation of ecg signal acquisition and transmission through bluetooth t...
eSAT Publishing House
 
Wireless Body Area Networks for Healthcare: A Survey
Wireless Body Area Networks for Healthcare: A SurveyWireless Body Area Networks for Healthcare: A Survey
Wireless Body Area Networks for Healthcare: A Survey
ijasuc
 
The research of_portable_ecg_monitoring_system_with_usb_host_interface
The research of_portable_ecg_monitoring_system_with_usb_host_interfaceThe research of_portable_ecg_monitoring_system_with_usb_host_interface
The research of_portable_ecg_monitoring_system_with_usb_host_interface
ArhamSheikh1
 
Ijigsp v10-n5-3
Ijigsp v10-n5-3Ijigsp v10-n5-3
Ijigsp v10-n5-3
ArhamSheikh1
 
Portable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoard
Portable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoardPortable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoard
Portable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoard
IJSRD
 
D04101822
D04101822D04101822
Sensors 21-02777
Sensors 21-02777Sensors 21-02777
Sensors 21-02777
ArhamSheikh1
 
Evaluation of patient electrocardiogram datasets using signal quality indexing
Evaluation of patient electrocardiogram datasets using signal quality indexingEvaluation of patient electrocardiogram datasets using signal quality indexing
Evaluation of patient electrocardiogram datasets using signal quality indexing
journalBEEI
 
[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1
[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1
[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1
Luke Sunghyun Kim
 
Instant elelectrocardiogram monitoring in android smart phones
Instant elelectrocardiogram monitoring in android smart phonesInstant elelectrocardiogram monitoring in android smart phones
Instant elelectrocardiogram monitoring in android smart phones
Ijrdt Journal
 
The development of a wireless LCP-based intracranial pressure sensor for trau...
The development of a wireless LCP-based intracranial pressure sensor for trau...The development of a wireless LCP-based intracranial pressure sensor for trau...
The development of a wireless LCP-based intracranial pressure sensor for trau...
IJECEIAES
 
Utilizing ECG Waveform Features as New Biometric Authentication Method
Utilizing ECG Waveform Features as New Biometric Authentication Method Utilizing ECG Waveform Features as New Biometric Authentication Method
Utilizing ECG Waveform Features as New Biometric Authentication Method
IJECEIAES
 
An Integrated Approach of Blood Pressure and Heart Rate Measurement Systems
An Integrated Approach of Blood Pressure and Heart Rate Measurement SystemsAn Integrated Approach of Blood Pressure and Heart Rate Measurement Systems
An Integrated Approach of Blood Pressure and Heart Rate Measurement Systems
IRJET Journal
 
Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...
Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...
Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...
ijtsrd
 
Final Project Slides Buchheit Harings Hussein
Final Project Slides Buchheit Harings HusseinFinal Project Slides Buchheit Harings Hussein
Final Project Slides Buchheit Harings HusseinScott Buchheit
 
ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...
ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...
ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...
IAEME Publication
 
PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...
PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...
PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...
IAEME Publication
 

What's hot (20)

A portable electrocardiogram for real‑time monitoring of cardiac
A portable electrocardiogram for real‑time monitoring of cardiacA portable electrocardiogram for real‑time monitoring of cardiac
A portable electrocardiogram for real‑time monitoring of cardiac
 
Transmission of arm based real time ecg for monitoring remotely located patient
Transmission of arm based real time ecg for monitoring remotely located patientTransmission of arm based real time ecg for monitoring remotely located patient
Transmission of arm based real time ecg for monitoring remotely located patient
 
Implementation of ecg signal acquisition and transmission through bluetooth t...
Implementation of ecg signal acquisition and transmission through bluetooth t...Implementation of ecg signal acquisition and transmission through bluetooth t...
Implementation of ecg signal acquisition and transmission through bluetooth t...
 
Wireless Body Area Networks for Healthcare: A Survey
Wireless Body Area Networks for Healthcare: A SurveyWireless Body Area Networks for Healthcare: A Survey
Wireless Body Area Networks for Healthcare: A Survey
 
The research of_portable_ecg_monitoring_system_with_usb_host_interface
The research of_portable_ecg_monitoring_system_with_usb_host_interfaceThe research of_portable_ecg_monitoring_system_with_usb_host_interface
The research of_portable_ecg_monitoring_system_with_usb_host_interface
 
Ijigsp v10-n5-3
Ijigsp v10-n5-3Ijigsp v10-n5-3
Ijigsp v10-n5-3
 
Portable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoard
Portable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoardPortable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoard
Portable ECG Monitoring System using Lilypad And Mobile Platform-PandaBoard
 
D04101822
D04101822D04101822
D04101822
 
Sensors 21-02777
Sensors 21-02777Sensors 21-02777
Sensors 21-02777
 
Evaluation of patient electrocardiogram datasets using signal quality indexing
Evaluation of patient electrocardiogram datasets using signal quality indexingEvaluation of patient electrocardiogram datasets using signal quality indexing
Evaluation of patient electrocardiogram datasets using signal quality indexing
 
[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1
[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1
[WeFocus] 모바일헬스케어심포지엄_김성현_20171121_v1
 
Instant elelectrocardiogram monitoring in android smart phones
Instant elelectrocardiogram monitoring in android smart phonesInstant elelectrocardiogram monitoring in android smart phones
Instant elelectrocardiogram monitoring in android smart phones
 
The development of a wireless LCP-based intracranial pressure sensor for trau...
The development of a wireless LCP-based intracranial pressure sensor for trau...The development of a wireless LCP-based intracranial pressure sensor for trau...
The development of a wireless LCP-based intracranial pressure sensor for trau...
 
Utilizing ECG Waveform Features as New Biometric Authentication Method
Utilizing ECG Waveform Features as New Biometric Authentication Method Utilizing ECG Waveform Features as New Biometric Authentication Method
Utilizing ECG Waveform Features as New Biometric Authentication Method
 
Medical applications-ecg
Medical applications-ecgMedical applications-ecg
Medical applications-ecg
 
An Integrated Approach of Blood Pressure and Heart Rate Measurement Systems
An Integrated Approach of Blood Pressure and Heart Rate Measurement SystemsAn Integrated Approach of Blood Pressure and Heart Rate Measurement Systems
An Integrated Approach of Blood Pressure and Heart Rate Measurement Systems
 
Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...
Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...
Real Time Signal Quality Aware Internet of Things IOT Framework for FPGA Base...
 
Final Project Slides Buchheit Harings Hussein
Final Project Slides Buchheit Harings HusseinFinal Project Slides Buchheit Harings Hussein
Final Project Slides Buchheit Harings Hussein
 
ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...
ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...
ECG SIGNAL ACQUISITION, FEATURE EXTRACTION AND HRV ANALYSIS USING BIOMEDICAL ...
 
PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...
PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...
PERFORMANCE EVALUATION OF ARTIFICIAL NEURAL NETWORKS FOR CARDIAC ARRHYTHMIA C...
 

Viewers also liked

Monitoring and control of grain storage using plc
Monitoring and control of grain storage using plcMonitoring and control of grain storage using plc
Monitoring and control of grain storage using plc
eSAT Publishing House
 
Reducing download time through mirror servers
Reducing download time through mirror serversReducing download time through mirror servers
Reducing download time through mirror servers
eSAT Publishing House
 
Electronic voting machine using zigbee
Electronic voting machine using zigbeeElectronic voting machine using zigbee
Electronic voting machine using zigbee
eSAT Publishing House
 
Preliminary investigation of gypsum bonded moulds
Preliminary investigation of gypsum bonded mouldsPreliminary investigation of gypsum bonded moulds
Preliminary investigation of gypsum bonded moulds
eSAT Publishing House
 
Ad hoc networks filter based addressing protocol
Ad hoc networks filter based addressing protocolAd hoc networks filter based addressing protocol
Ad hoc networks filter based addressing protocol
eSAT Publishing House
 
Three phase vienna rectifier for wind power generation system
Three phase vienna rectifier for wind power generation systemThree phase vienna rectifier for wind power generation system
Three phase vienna rectifier for wind power generation system
eSAT Publishing House
 
Studies on seasonal variation of ground water quality
Studies on seasonal variation of ground water qualityStudies on seasonal variation of ground water quality
Studies on seasonal variation of ground water quality
eSAT Publishing House
 
Design of 3 d rc frame on sloping ground
Design of 3 d rc frame on sloping groundDesign of 3 d rc frame on sloping ground
Design of 3 d rc frame on sloping ground
eSAT Publishing House
 
Finite element analysis of a floating rectangular plate
Finite element analysis of a floating rectangular plateFinite element analysis of a floating rectangular plate
Finite element analysis of a floating rectangular plate
eSAT Publishing House
 
Survey on software remodularization techniques
Survey on software remodularization techniquesSurvey on software remodularization techniques
Survey on software remodularization techniques
eSAT Publishing House
 
A novel graphical password approach for accessing cloud & data verification
A novel graphical password approach for accessing cloud & data verificationA novel graphical password approach for accessing cloud & data verification
A novel graphical password approach for accessing cloud & data verification
eSAT Publishing House
 
Devlopement of the dynamic resistance measurement (drm) method for condition ...
Devlopement of the dynamic resistance measurement (drm) method for condition ...Devlopement of the dynamic resistance measurement (drm) method for condition ...
Devlopement of the dynamic resistance measurement (drm) method for condition ...
eSAT Publishing House
 
Modeling of laminar flow tubular reactor using velocity profile
Modeling of laminar flow tubular reactor using velocity profileModeling of laminar flow tubular reactor using velocity profile
Modeling of laminar flow tubular reactor using velocity profileeSAT Publishing House
 
Pounding problems in urban areas
Pounding problems in urban areasPounding problems in urban areas
Pounding problems in urban areas
eSAT Publishing House
 
Seismic pounding of multistoreyed buildings
Seismic pounding of multistoreyed buildingsSeismic pounding of multistoreyed buildings
Seismic pounding of multistoreyed buildings
eSAT Publishing House
 
Correlation measure for intuitionistic fuzzy multi sets
Correlation measure for intuitionistic fuzzy multi setsCorrelation measure for intuitionistic fuzzy multi sets
Correlation measure for intuitionistic fuzzy multi sets
eSAT Publishing House
 
Study of fiber optic sensor using concrete beams
Study of fiber optic sensor using concrete beamsStudy of fiber optic sensor using concrete beams
Study of fiber optic sensor using concrete beams
eSAT Publishing House
 
Design of a modified leaf spring with an integrated damping system for added ...
Design of a modified leaf spring with an integrated damping system for added ...Design of a modified leaf spring with an integrated damping system for added ...
Design of a modified leaf spring with an integrated damping system for added ...
eSAT Publishing House
 
Productivity improvement through lean deployment &
Productivity improvement through lean deployment &Productivity improvement through lean deployment &
Productivity improvement through lean deployment &
eSAT Publishing House
 
A study on modelling and simulation of photovoltaic cells
A study on modelling and simulation of photovoltaic cellsA study on modelling and simulation of photovoltaic cells
A study on modelling and simulation of photovoltaic cellseSAT Publishing House
 

Viewers also liked (20)

Monitoring and control of grain storage using plc
Monitoring and control of grain storage using plcMonitoring and control of grain storage using plc
Monitoring and control of grain storage using plc
 
Reducing download time through mirror servers
Reducing download time through mirror serversReducing download time through mirror servers
Reducing download time through mirror servers
 
Electronic voting machine using zigbee
Electronic voting machine using zigbeeElectronic voting machine using zigbee
Electronic voting machine using zigbee
 
Preliminary investigation of gypsum bonded moulds
Preliminary investigation of gypsum bonded mouldsPreliminary investigation of gypsum bonded moulds
Preliminary investigation of gypsum bonded moulds
 
Ad hoc networks filter based addressing protocol
Ad hoc networks filter based addressing protocolAd hoc networks filter based addressing protocol
Ad hoc networks filter based addressing protocol
 
Three phase vienna rectifier for wind power generation system
Three phase vienna rectifier for wind power generation systemThree phase vienna rectifier for wind power generation system
Three phase vienna rectifier for wind power generation system
 
Studies on seasonal variation of ground water quality
Studies on seasonal variation of ground water qualityStudies on seasonal variation of ground water quality
Studies on seasonal variation of ground water quality
 
Design of 3 d rc frame on sloping ground
Design of 3 d rc frame on sloping groundDesign of 3 d rc frame on sloping ground
Design of 3 d rc frame on sloping ground
 
Finite element analysis of a floating rectangular plate
Finite element analysis of a floating rectangular plateFinite element analysis of a floating rectangular plate
Finite element analysis of a floating rectangular plate
 
Survey on software remodularization techniques
Survey on software remodularization techniquesSurvey on software remodularization techniques
Survey on software remodularization techniques
 
A novel graphical password approach for accessing cloud & data verification
A novel graphical password approach for accessing cloud & data verificationA novel graphical password approach for accessing cloud & data verification
A novel graphical password approach for accessing cloud & data verification
 
Devlopement of the dynamic resistance measurement (drm) method for condition ...
Devlopement of the dynamic resistance measurement (drm) method for condition ...Devlopement of the dynamic resistance measurement (drm) method for condition ...
Devlopement of the dynamic resistance measurement (drm) method for condition ...
 
Modeling of laminar flow tubular reactor using velocity profile
Modeling of laminar flow tubular reactor using velocity profileModeling of laminar flow tubular reactor using velocity profile
Modeling of laminar flow tubular reactor using velocity profile
 
Pounding problems in urban areas
Pounding problems in urban areasPounding problems in urban areas
Pounding problems in urban areas
 
Seismic pounding of multistoreyed buildings
Seismic pounding of multistoreyed buildingsSeismic pounding of multistoreyed buildings
Seismic pounding of multistoreyed buildings
 
Correlation measure for intuitionistic fuzzy multi sets
Correlation measure for intuitionistic fuzzy multi setsCorrelation measure for intuitionistic fuzzy multi sets
Correlation measure for intuitionistic fuzzy multi sets
 
Study of fiber optic sensor using concrete beams
Study of fiber optic sensor using concrete beamsStudy of fiber optic sensor using concrete beams
Study of fiber optic sensor using concrete beams
 
Design of a modified leaf spring with an integrated damping system for added ...
Design of a modified leaf spring with an integrated damping system for added ...Design of a modified leaf spring with an integrated damping system for added ...
Design of a modified leaf spring with an integrated damping system for added ...
 
Productivity improvement through lean deployment &
Productivity improvement through lean deployment &Productivity improvement through lean deployment &
Productivity improvement through lean deployment &
 
A study on modelling and simulation of photovoltaic cells
A study on modelling and simulation of photovoltaic cellsA study on modelling and simulation of photovoltaic cells
A study on modelling and simulation of photovoltaic cells
 

Similar to Design and development of electro optical system for acquisition of ppg signals for the assessment of cardiovascular system

Non invasive
Non invasiveNon invasive
Non invasive
Amarjith Valanchery
 
Problems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPG
Problems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPGProblems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPG
Problems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPG
IJSRD
 
IRJET- Smartphone based Blood Pressure Estimation using CART and PPG
IRJET- Smartphone based Blood Pressure Estimation using CART and PPGIRJET- Smartphone based Blood Pressure Estimation using CART and PPG
IRJET- Smartphone based Blood Pressure Estimation using CART and PPG
IRJET Journal
 
Extraction of respiratory rate from ppg signals using pca and emd
Extraction of respiratory rate from ppg signals using pca and emdExtraction of respiratory rate from ppg signals using pca and emd
Extraction of respiratory rate from ppg signals using pca and emd
eSAT Journals
 
Merged document 12
Merged document 12Merged document 12
Merged document 12
V!vEk@nAnD S
 
Motion artifacts reduction in cardiac pulse signal acquired from video imaging
Motion artifacts reduction in cardiac pulse signal  acquired from video imaging Motion artifacts reduction in cardiac pulse signal  acquired from video imaging
Motion artifacts reduction in cardiac pulse signal acquired from video imaging
IJECEIAES
 
Design and Implementation of Real Time Remote Supervisory System
Design and Implementation of Real Time Remote Supervisory SystemDesign and Implementation of Real Time Remote Supervisory System
Design and Implementation of Real Time Remote Supervisory System
IJERA Editor
 
Hk3613091316
Hk3613091316Hk3613091316
Hk3613091316
IJERA Editor
 
IRJET- Development of Portable Device for Measurement of Blood Glucose, T...
IRJET-  	  Development of Portable Device for Measurement of Blood Glucose, T...IRJET-  	  Development of Portable Device for Measurement of Blood Glucose, T...
IRJET- Development of Portable Device for Measurement of Blood Glucose, T...
IRJET Journal
 
IRJET- Wireless Healthcare Monitoring using Android Phones
IRJET- Wireless Healthcare Monitoring using Android PhonesIRJET- Wireless Healthcare Monitoring using Android Phones
IRJET- Wireless Healthcare Monitoring using Android Phones
IRJET Journal
 
A Wireless Methodology of Heart Attack Detection
A Wireless Methodology of Heart Attack DetectionA Wireless Methodology of Heart Attack Detection
A Wireless Methodology of Heart Attack Detection
ijsrd.com
 
IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...
IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...
IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...
IRJET Journal
 
IRJET- R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...
IRJET-  	  R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...IRJET-  	  R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...
IRJET- R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...
IRJET Journal
 
A novel efficient human computer interface using an electrooculogram
A novel efficient human computer interface using an electrooculogramA novel efficient human computer interface using an electrooculogram
A novel efficient human computer interface using an electrooculogram
eSAT Publishing House
 
IJET-V3I1P26
IJET-V3I1P26IJET-V3I1P26
Measurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEW
Measurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEWMeasurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEW
Measurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEW
IOSR Journals
 
Noninvasive blood glucose monitoring system based on near-infrared method
Noninvasive blood glucose monitoring system based on near-infrared method  Noninvasive blood glucose monitoring system based on near-infrared method
Noninvasive blood glucose monitoring system based on near-infrared method
IJECEIAES
 
Portable Real Time Cardiac Activity Monitoring System
Portable  Real Time Cardiac Activity Monitoring SystemPortable  Real Time Cardiac Activity Monitoring System
Portable Real Time Cardiac Activity Monitoring System
IRJET Journal
 
Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...
Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...
Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...
iosrjce
 

Similar to Design and development of electro optical system for acquisition of ppg signals for the assessment of cardiovascular system (20)

Non invasive
Non invasiveNon invasive
Non invasive
 
Problems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPG
Problems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPGProblems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPG
Problems in Getting Ambulatory Blood Pressure Monitoring using Infrared PPG
 
IRJET- Smartphone based Blood Pressure Estimation using CART and PPG
IRJET- Smartphone based Blood Pressure Estimation using CART and PPGIRJET- Smartphone based Blood Pressure Estimation using CART and PPG
IRJET- Smartphone based Blood Pressure Estimation using CART and PPG
 
FinalReport
FinalReportFinalReport
FinalReport
 
Extraction of respiratory rate from ppg signals using pca and emd
Extraction of respiratory rate from ppg signals using pca and emdExtraction of respiratory rate from ppg signals using pca and emd
Extraction of respiratory rate from ppg signals using pca and emd
 
Merged document 12
Merged document 12Merged document 12
Merged document 12
 
Motion artifacts reduction in cardiac pulse signal acquired from video imaging
Motion artifacts reduction in cardiac pulse signal  acquired from video imaging Motion artifacts reduction in cardiac pulse signal  acquired from video imaging
Motion artifacts reduction in cardiac pulse signal acquired from video imaging
 
Design and Implementation of Real Time Remote Supervisory System
Design and Implementation of Real Time Remote Supervisory SystemDesign and Implementation of Real Time Remote Supervisory System
Design and Implementation of Real Time Remote Supervisory System
 
Hk3613091316
Hk3613091316Hk3613091316
Hk3613091316
 
IRJET- Development of Portable Device for Measurement of Blood Glucose, T...
IRJET-  	  Development of Portable Device for Measurement of Blood Glucose, T...IRJET-  	  Development of Portable Device for Measurement of Blood Glucose, T...
IRJET- Development of Portable Device for Measurement of Blood Glucose, T...
 
IRJET- Wireless Healthcare Monitoring using Android Phones
IRJET- Wireless Healthcare Monitoring using Android PhonesIRJET- Wireless Healthcare Monitoring using Android Phones
IRJET- Wireless Healthcare Monitoring using Android Phones
 
A Wireless Methodology of Heart Attack Detection
A Wireless Methodology of Heart Attack DetectionA Wireless Methodology of Heart Attack Detection
A Wireless Methodology of Heart Attack Detection
 
IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...
IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...
IRJET- Development of Portable Device for Measurement of Blood Glucose, Tempe...
 
IRJET- R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...
IRJET-  	  R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...IRJET-  	  R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...
IRJET- R Peak Detection with Diagnosis of Arrhythmia using Adaptive Filte...
 
A novel efficient human computer interface using an electrooculogram
A novel efficient human computer interface using an electrooculogramA novel efficient human computer interface using an electrooculogram
A novel efficient human computer interface using an electrooculogram
 
IJET-V3I1P26
IJET-V3I1P26IJET-V3I1P26
IJET-V3I1P26
 
Measurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEW
Measurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEWMeasurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEW
Measurement of Pulse rate and SPo2 using Pulse Oximeter developed using LabVIEW
 
Noninvasive blood glucose monitoring system based on near-infrared method
Noninvasive blood glucose monitoring system based on near-infrared method  Noninvasive blood glucose monitoring system based on near-infrared method
Noninvasive blood glucose monitoring system based on near-infrared method
 
Portable Real Time Cardiac Activity Monitoring System
Portable  Real Time Cardiac Activity Monitoring SystemPortable  Real Time Cardiac Activity Monitoring System
Portable Real Time Cardiac Activity Monitoring System
 
Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...
Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...
Denoising of Radial Bioimpedance Signals using Adaptive Wavelet Packet Transf...
 

More from eSAT Publishing House

Likely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnamLikely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnam
eSAT Publishing House
 
Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...
eSAT Publishing House
 
Hudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnamHudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnam
eSAT Publishing House
 
Groundwater investigation using geophysical methods a case study of pydibhim...
Groundwater investigation using geophysical methods  a case study of pydibhim...Groundwater investigation using geophysical methods  a case study of pydibhim...
Groundwater investigation using geophysical methods a case study of pydibhim...
eSAT Publishing House
 
Flood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, indiaFlood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, india
eSAT Publishing House
 
Enhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity buildingEnhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity building
eSAT Publishing House
 
Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...
eSAT Publishing House
 
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
eSAT Publishing House
 
Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...
eSAT Publishing House
 
Shear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a reviewShear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a review
eSAT Publishing House
 
Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...
eSAT Publishing House
 
Risk analysis and environmental hazard management
Risk analysis and environmental hazard managementRisk analysis and environmental hazard management
Risk analysis and environmental hazard management
eSAT Publishing House
 
Review study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear wallsReview study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear walls
eSAT Publishing House
 
Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...
eSAT Publishing House
 
Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...
eSAT Publishing House
 
Coastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of indiaCoastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of india
eSAT Publishing House
 
Can fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structuresCan fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structures
eSAT Publishing House
 
Assessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildingsAssessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildings
eSAT Publishing House
 
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
eSAT Publishing House
 
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
eSAT Publishing House
 

More from eSAT Publishing House (20)

Likely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnamLikely impacts of hudhud on the environment of visakhapatnam
Likely impacts of hudhud on the environment of visakhapatnam
 
Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...Impact of flood disaster in a drought prone area – case study of alampur vill...
Impact of flood disaster in a drought prone area – case study of alampur vill...
 
Hudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnamHudhud cyclone – a severe disaster in visakhapatnam
Hudhud cyclone – a severe disaster in visakhapatnam
 
Groundwater investigation using geophysical methods a case study of pydibhim...
Groundwater investigation using geophysical methods  a case study of pydibhim...Groundwater investigation using geophysical methods  a case study of pydibhim...
Groundwater investigation using geophysical methods a case study of pydibhim...
 
Flood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, indiaFlood related disasters concerned to urban flooding in bangalore, india
Flood related disasters concerned to urban flooding in bangalore, india
 
Enhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity buildingEnhancing post disaster recovery by optimal infrastructure capacity building
Enhancing post disaster recovery by optimal infrastructure capacity building
 
Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...Effect of lintel and lintel band on the global performance of reinforced conc...
Effect of lintel and lintel band on the global performance of reinforced conc...
 
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
Wind damage to trees in the gitam university campus at visakhapatnam by cyclo...
 
Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...Wind damage to buildings, infrastrucuture and landscape elements along the be...
Wind damage to buildings, infrastrucuture and landscape elements along the be...
 
Shear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a reviewShear strength of rc deep beam panels – a review
Shear strength of rc deep beam panels – a review
 
Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...Role of voluntary teams of professional engineers in dissater management – ex...
Role of voluntary teams of professional engineers in dissater management – ex...
 
Risk analysis and environmental hazard management
Risk analysis and environmental hazard managementRisk analysis and environmental hazard management
Risk analysis and environmental hazard management
 
Review study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear wallsReview study on performance of seismically tested repaired shear walls
Review study on performance of seismically tested repaired shear walls
 
Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...Monitoring and assessment of air quality with reference to dust particles (pm...
Monitoring and assessment of air quality with reference to dust particles (pm...
 
Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...Low cost wireless sensor networks and smartphone applications for disaster ma...
Low cost wireless sensor networks and smartphone applications for disaster ma...
 
Coastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of indiaCoastal zones – seismic vulnerability an analysis from east coast of india
Coastal zones – seismic vulnerability an analysis from east coast of india
 
Can fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structuresCan fracture mechanics predict damage due disaster of structures
Can fracture mechanics predict damage due disaster of structures
 
Assessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildingsAssessment of seismic susceptibility of rc buildings
Assessment of seismic susceptibility of rc buildings
 
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
A geophysical insight of earthquake occurred on 21 st may 2014 off paradip, b...
 
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
Effect of hudhud cyclone on the development of visakhapatnam as smart and gre...
 

Recently uploaded

Courier management system project report.pdf
Courier management system project report.pdfCourier management system project report.pdf
Courier management system project report.pdf
Kamal Acharya
 
Cosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdfCosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdf
Kamal Acharya
 
weather web application report.pdf
weather web application report.pdfweather web application report.pdf
weather web application report.pdf
Pratik Pawar
 
HYDROPOWER - Hydroelectric power generation
HYDROPOWER - Hydroelectric power generationHYDROPOWER - Hydroelectric power generation
HYDROPOWER - Hydroelectric power generation
Robbie Edward Sayers
 
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang,  ICLR 2024, MLILAB, KAIST AI.pdfJ.Yang,  ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
MLILAB
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
Neometrix_Engineering_Pvt_Ltd
 
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdfCOLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
Kamal Acharya
 
Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
JoytuBarua2
 
WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234
AafreenAbuthahir2
 
Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...
Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...
Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...
AJAYKUMARPUND1
 
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
obonagu
 
LIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.pptLIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.ppt
ssuser9bd3ba
 
ethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.pptethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.ppt
Jayaprasanna4
 
Architectural Portfolio Sean Lockwood
Architectural Portfolio Sean LockwoodArchitectural Portfolio Sean Lockwood
Architectural Portfolio Sean Lockwood
seandesed
 
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
MdTanvirMahtab2
 
MCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdfMCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdf
Osamah Alsalih
 
Event Management System Vb Net Project Report.pdf
Event Management System Vb Net  Project Report.pdfEvent Management System Vb Net  Project Report.pdf
Event Management System Vb Net Project Report.pdf
Kamal Acharya
 
Student information management system project report ii.pdf
Student information management system project report ii.pdfStudent information management system project report ii.pdf
Student information management system project report ii.pdf
Kamal Acharya
 
Democratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek AryaDemocratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek Arya
abh.arya
 
CME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional ElectiveCME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional Elective
karthi keyan
 

Recently uploaded (20)

Courier management system project report.pdf
Courier management system project report.pdfCourier management system project report.pdf
Courier management system project report.pdf
 
Cosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdfCosmetic shop management system project report.pdf
Cosmetic shop management system project report.pdf
 
weather web application report.pdf
weather web application report.pdfweather web application report.pdf
weather web application report.pdf
 
HYDROPOWER - Hydroelectric power generation
HYDROPOWER - Hydroelectric power generationHYDROPOWER - Hydroelectric power generation
HYDROPOWER - Hydroelectric power generation
 
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang,  ICLR 2024, MLILAB, KAIST AI.pdfJ.Yang,  ICLR 2024, MLILAB, KAIST AI.pdf
J.Yang, ICLR 2024, MLILAB, KAIST AI.pdf
 
Standard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - NeometrixStandard Reomte Control Interface - Neometrix
Standard Reomte Control Interface - Neometrix
 
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdfCOLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
COLLEGE BUS MANAGEMENT SYSTEM PROJECT REPORT.pdf
 
Planning Of Procurement o different goods and services
Planning Of Procurement o different goods and servicesPlanning Of Procurement o different goods and services
Planning Of Procurement o different goods and services
 
WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234WATER CRISIS and its solutions-pptx 1234
WATER CRISIS and its solutions-pptx 1234
 
Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...
Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...
Pile Foundation by Venkatesh Taduvai (Sub Geotechnical Engineering II)-conver...
 
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
在线办理(ANU毕业证书)澳洲国立大学毕业证录取通知书一模一样
 
LIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.pptLIGA(E)11111111111111111111111111111111111111111.ppt
LIGA(E)11111111111111111111111111111111111111111.ppt
 
ethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.pptethical hacking-mobile hacking methods.ppt
ethical hacking-mobile hacking methods.ppt
 
Architectural Portfolio Sean Lockwood
Architectural Portfolio Sean LockwoodArchitectural Portfolio Sean Lockwood
Architectural Portfolio Sean Lockwood
 
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
Industrial Training at Shahjalal Fertilizer Company Limited (SFCL)
 
MCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdfMCQ Soil mechanics questions (Soil shear strength).pdf
MCQ Soil mechanics questions (Soil shear strength).pdf
 
Event Management System Vb Net Project Report.pdf
Event Management System Vb Net  Project Report.pdfEvent Management System Vb Net  Project Report.pdf
Event Management System Vb Net Project Report.pdf
 
Student information management system project report ii.pdf
Student information management system project report ii.pdfStudent information management system project report ii.pdf
Student information management system project report ii.pdf
 
Democratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek AryaDemocratizing Fuzzing at Scale by Abhishek Arya
Democratizing Fuzzing at Scale by Abhishek Arya
 
CME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional ElectiveCME397 Surface Engineering- Professional Elective
CME397 Surface Engineering- Professional Elective
 

Design and development of electro optical system for acquisition of ppg signals for the assessment of cardiovascular system

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 520 DESIGN AND DEVELOPMENT OF ELECTRO-OPTICAL SYSTEM FOR ACQUISITION OF PPG SIGNALS FOR THE ASSESSMENT OF CARDIOVASCULAR SYSTEM Jayadevappa B.M1 , Kiran Kumar G.H2 , Anjaneya L.H3 , Mallikarjun S. Holi4 1 Professor and Head, Electronics and Instrumentation Engineering, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India 2 Assistant Professor, Electronics and Communication Engineering, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India 3 Associate Professor, Biomedical Engineering, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India 4 Professor and Chairman, Electronics and Instrumentation Engineering, University B.D.T. College of Engineering, Davangere, Karnataka, India Abstract The revolution in semiconductor technology has lead to the development of efficient optical techniques for acquisition of biomedical signals which can be used effectively in diagnostics. The interaction of light with biological tissue is complex and includes the optical processes like scattering, absorption, reflection, transmission and fluorescence. The amount of light received by the photo-detector varies in accordance with the blood volume, blood vessel wall movement and the orientation of red blood cells (RBC). In the present work a real-time electro-optical based photoplethysmograpgh system is developed to monitor and record the variations in the volume of blood with each heart beat resulting in the form of a signal called photoplethysmogram (PPG). The developed sensor unit consists of a source of light and photo-detector both packed in the form of probe and fitted to patient’s index finger. The PPG signal acquired comprise a pulsatile (AC) waveform attributed to cardiac synchronous changes in the blood volume with each heart beat and is superimposed on a slowly varying (DC) baseline with various lower frequency components attributed to respiration, sympathetic nervous system activity and thermoregulation. For remote monitoring of PPG signals, a system is designed and developed based on ZigBee wireless technology. From the transmitted and received PPG signals, parameters like pulse rate (PR), average pulse rate (APR), pulse rate variability (PRV) and frequency spectrum can be determined which are of diagnostic importance. The PPG system designed and developed in the present work is non-invasive, portable, reliable and cost effective. The system can be effectively used for handicapped patients, ambulatory conditions and in post operative care units for continuous monitoring and assessment of cardiovascular patients. The preliminary study and results shows that the developed wireless PPG system can be an alternative to the traditional methods used for remote monitor of cardiovascular and respiratory system and their disorders. Keywords: Photoplethysmogram (PPG), cardiovascular system, pulse rate, ZigBee --------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION The problems related to the cardiovascular system which are generally diagnosed by electrocardiogram (ECG) and blood pressure (BP) will not give clear information about peripheral blood circulation, volume changes and oxygen contents in the blood in relation with heart functioning. With each heart beat a pulse radiates out to the peripheral circulation causing a significant change in the arterial and capillary diameters which is equivalent to the changes in volume of the blood flowing in these vessels, as shown in Fig.1. The characteristics of these pulses are unique and are influenced by arterial ageing and diseases [1]. These pulses can be detected non-invasively using PPG system. The measurement of blood volume changes in the peripheral circulation beneath the skin by means of PPG depends on the fact that blood absorbs infrared light more strongly than skin and tissues [2]. The change in blood volume caused by the pressure pulse can be detected by illuminating the skin from a light source and measuring the amount of light transmitted to a photo-detector. The signal obtained from the photo-detector is related to pulsatile arterial blood volume changes and the signal is called as PPG, which provides a means of determining the properties of the vascular tissue, peripheral blood circulation and cardiac activity during each cardiac cycle.
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 521 Fig. 1 Change in the arterial diameters with each heart beat The PPG signal is complex and has both high frequency (pulse shape) and low frequency components (vasomotor activity) [3]. The main peripheral sites where the PPG can be obtained are the tissue pads of the fingers, ears and toes where there is a high degree of superficial vasculature [2]. The studies reveal the differences in the characteristics of PPG signals such as pulse timing, amplitude and shape features in accordance with the changes in blood volume. Thus by studying the pressure pulses the important information about the cardiovascular mechanism can be extracted. Monitoring the peripheral pulse is more useful and dependable than monitoring the heart rate derived from the ECG in the case of a heart block because it can immediately indicate the cessation of blood circulation in the limb terminals. Moreover, a photoelectric pick-up transducer is much easier to apply than the three ECG electrodes. The amplitude of the PPG signal obtained is also quite large as compared to the ECG signal and therefore gives better signal-to-noise ratio [4]. However, the technique is severely subject to motion artifacts and need to be taken care [5]. 2. MATERIALS AND METHODS 2.1 PPG Signal Acquisition In the present work a data acquisition system (DAS) has been developed to acquire, monitor and store the PPG signal as shown in Fig. 2. The transmittance method PPG system consists of a ultra-red LED (660 nm) as light source and light dependent resistor (LDR) as a photo detector, amplifier, filter, ADC and PC. The LED and LDR are mounted in an enclosure in the form of a finger probe that fits over the tip of the patient’s index finger with good contact to the skin surface and their optical axes are parallel to each other. Both LED and LDR are matched in their wavelength and compactness, and are highly sensitive with fast response. When the power is switched on, light is emitted by LED transmits through the fingertip of the subject’s finger and the unabsorbed transmitted light is detected by the photo-detector. With each contraction of the heart, blood is forced to the extremities and the amount of blood in the finger increases [6]. It alters the optical density with the result that the light transmission through the finger reduces and the voltage in the output circuit of photo detector varies accordingly due to change in the LDR resistance. The low magnitude voltage of approximately 6 mV is amplified using an amplifier with a gain of 100. A high pass filter reduces the size of the dominant DC component and enables the pulsatile AC component to be boosted to a nominal 0.6 V peak-to-peak level. A notch filter is used to remove 50 Hz power line interference that might be present in the signal and a 2nd order Butterworth low pass filter with a cutoff frequency 8 Hz is used to remove any high frequency noise. The reduced noise output voltage which varies with the amount of blood in the finger and its wave shape closely follows the pressure pulse is displayed on a digital storage oscilloscope. The PPG signal is further digitized, acquired, monitored and stored in a computer system using a dedicated DAS with built-in ADC. The DAS has 8 channels with voltage range of ±10V and resolution of ±19.5 mV. Figure 3 shows the PPG data recording from a subject under stationary condition. The PPG signal acquired during non stationary may be affected by various noises in the patient’s environment [7]. The acquired PPG pulses are further processed using Matlab signal processing tool to reduce noises introduced, if any, due to motion artifacts, ambient light interferences, and poor contact of light sources with the skin surface [8]. The moving average method, adaptive filters or periodic moving average filters can be used to remove motion artifacts [9], [10]. Fig. 2 Block diagram of basic PPG acquisition system Fig. 3 Photograph of the experimental setup showing PPG signal recording from a subject PPG works according to two physical principles. First, the pulse wave is generated based on changes in blood volume in the arteries and capillaries (Fig. 4). Second, the fact that oxyhemoglobin (HbO2) and reduced hemoglobin (Hb) have
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 522 different absorption spectra. It is assumed that the amount of light absorbed by tissue and skin will remain constant irrespective of their absorbency. With this assumption it is observed that the only change in the absorption of the transmitted light will be from the increase or decrease of the blood volume in the arteries and capillaries. The measured volume change is actually an average of all of the arteries and capillaries in the space being measured. The signal that is received is dependent on the tissue type, skin type, position of the receiver and transmitter, blood volume content of the arteries and capillaries, and the properties of the sensor and receiver [6]. The absorbance of light radiation has a pulsatile component, which is due to the fluctuations in the volume of arterial blood between the source and the detector. The DC component of very low frequency corresponds to absorption due to non pulsatile arterial blood, venous and capillary blood and tissue. Fig4 Light absorption due to tissue, pulsatile, non pulsatile arterial blood, venous and capillary blood 2.2 Wireless Transmission and Reception of PPG The current systems used by hospitals have become unsuited for continuous long duration real-time monitoring. The systems are cable based, large in size, more power consumption and not easy to carry; also require to be used next to the patient. These limitations reduce the mobility of patients and medical staff, increasing their burden and risk. Also, in order to frequently measure the patient's physiological indicators from home during normal activities (such as people with chronic diseases or elderly patients, etc.); wireless monitoring is found to be more appropriate and effective. In order to achieve this basic PPG system is further developed into a wireless PPG system using ZigBee wireless technology as shown in Fig. 5. 2.2.1 ZigBee Wireless Module: The developed wireless real-time PPG health monitoring system is based on ZigBee wireless standard which is of low-cost, low power consumption and flexible network topology. In this work point to point communication between the two ZigBee modules is used. All wireless sensor hardware operates upon a short-range communication between 40 to 120 meters. The ZigBee based on IEEE 802.15.4 standard, defines the characteristics of the physical and the medium access control (MAC) layer for the low power of personal area network (PAN). The power of ZigBee module is about 2 mW when running operation and lower than 1 micro-watt when is in sleep operation modes [11], [12]. Fig5 Block diagram of PPG signal Acquisition with ZigBee transmitter and receiver 2.2.2 PPG Transmitter Module Second stage of the work is the development of wireless remote monitoring of the real-time PPG data of subjects using standard ZigBee wireless technology. The transmitter section consists of PPG unit, ARM processor, personal computer and ZigBee wireless module. The acquired and signal conditioned PPG signal is received by the ARM Processor which has inbuilt ADC. ARM processor is interfaced with PC for display of PPG signals and can be analyzed using Matlab code to find its pulse rate. In this work ARM processor is used for processing the acquired PPG signal, which sends the PPG data to ZigBee transmitter module for further communication. [11], [12]. 2.2.3 PPG Receiver Module: The receiver section consists of ZigBee module which receives PPG data. The data received subsequently is transferred to a PC by RS232 port. The PC is used for real- time monitoring and storing the PPG data for further analysis and diagnosis. The physician can also access current PPG data and able to compute PR, APR, PRV and frequency spectrum using Matlab [11]. The professional medical staff will observe the data and do statistical analysis to provide necessary consulting services, achieving the remote medical monitoring and treatment. In the present work PPG signals are acquired from 20 normal male subjects aged between 26 to 52 years (41±7.1) and 10 female normal subjects aged between 28 to 44 years (35.2±5.4) by using the above developed system at a sampling rate of 240 samples/second. The data is collected for different durations of 1 min, 2, 3, 4 & 5 min in order to assure the reliability and repeatability of the data. All the PPG signals can be analyzed by developing algorithms in Matlab to find the PR, APR, PRV and frequency components. The local hospital ethical committee has given the consent and clearance to carry out the present work.
  • 4. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 523 3. RESULTS AND DISCUSSION The pressure pulse wave changes in shape as it moves toward the periphery and undergoes amplification and alterations in its shape and temporal characteristics. These changes may be due to reflection of the pulse wave and the tapering down of the arteries towards the periphery. The shape of the pulse will significantly change during abnormalities in the blood vessels and blockages [13]. Figure 6 shows the real-time display of PPG signal on a digital CRO. Figure 7 shows the typical PPG signals acquired from a normal male subject before transmission and Figure 8 shows PPG of the same subject at receiver section located at a distance of 50 meters from transmitter. It is observed that PPG signal before and after transmission is found to be same without any distortion. The acquired PPG pulse shows two phases, the anacrotic phase being the rising edge of the pulse, and the catactrotic phase being the falling edge of the pulse. The first phase is primarily concerned with systole and second phase with diastole [14]. Figure 9 and 10 shows the PPG pulses of 1 min recorded data and the corresponding PR calculated for the subject 1 and 2 respectively. The calculated PR values are in good correlation with that of PR measured by standard pulse oximeter as shown in Table 1 for five normal subjects. The PR calculated at the transmitter and receiver side for the different durations is also in good correlation with standard method. Fig6 Photograph showing the real-time display of PPG signal on digital CRO Fig7 PPG signal of a normal subject-1 at transmitter side Fig8 PPG signal of a normal subject-1 at receiver side Fig9 PPG of 1 minute duration with PR (normal subject-1) Fig10 PPG of 1 minute duration with PR (normal subject-2) Table -1 Pulse rate (PR) recorded from normal subjects Normal Subject Pulse Rate (determined from developed PPG system) Pulse Rate (obtained from standard pulse oximeter system) Subject - 1 85 83 Subject - 2 68 69 Subject - 3 76 76 Subject - 4 82 81 Subject - 5 73 73 4. CONCLUSIONS In the present work an accurate and reliable electro-optical based wireless PPG data acquisition system is developed for monitoring and analysis of PPG signal. PPG signals recorded are found to be accurate and precise. The preliminary work carried out on normal subjects to find PR of cardiovascular system for different durations of PPG data is found to be accurate and is in good correlation with standard traditional methods. These results show that
  • 5. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 524 developed PPG system can be used as an alternative diagnostic tool to study the functionality of cardiovascular system and monitor the high risk heart patients remotely. The future work of this study is to find APR, PRV and frequency spectrum of PPG at both transmitted end and receiver end. To study the effect of different heart ailments on the sympathetic and the parasympathetic nervous systems and respiratory related ailments in conjunction with ECG. ACKNOWLEDGEMENTS The authors acknowledge the Visvesvaraya Technological University, Belgaum, for sponsoring the project under Research Promotion Scheme. REFERENCES [1]. Allen J. and A. Murray, “Age-related changes in the characteristics of the photoplethysmograph pulse shape at various body sites.” Physiological measurement, vol.24, pp.297-307, 2003. [2]. A.B.Hertzman, “photoelectricplethysmograph of the fingers and toes in man” Proc.Soc.Exp.Biol.Med. vol.37, pp.529-534, 1937. [3]. Barron S. A, Rogowski Z, Kanter Y and Hemli J, “DC photoplethysmography in the evaluation of sympathetic vasomotor responses”, Clin. Physiol., vol.13, pp. 561–72, 1993. [4]. Foo J. Y. and Wilson S. J., “A computational system to optimize noise rejection in photoplethysmography signals during motion or poor perfusion states”, Med. Biol. Eng. Comput., vol.44, pp. 140-145, 2006. [5]. Rhee S, Yang B. H and Asada Hh H, “Artifact- resistant power-efficient design of finger-ring plethysmographic sensors”, IEEE Trans. Biomed. Eng., vol.48, pp.795–805, 2001. [6]. Hertzman A.B and Spielman C, “Observations on the finger volume pulse recorded photoelectrically”, Am. Jl. Physiol, vol.119, pp.334-335, 1937. [7]. E Gil, M Orini, R Bail´on, J M Vergara,L Mainardi and P Laguna,”Photoplethysmography pulse rate variability as a surrogate measurement of heart rate variability during non-stationary conditions” Physiol. Meas. 31 (2010) 1271–1290 [8]. B. S. Kim and S. K. Yoo, "Motion artifact reduction in photoplethysmography using independent component analysis," IEEE Trans Biomed Eng, vol. 53, pp. 566-8, 2006. [9]. Han-Wook Lee, Ju-Won Lee, Won-Geun Jung, and Gun-Ki Lee*The Periodic Moving Average Filter for Removing Motion Artifacts from PPG Signals” International Journal of Control, Automation, and Systems, vol. 5, no. 6, pp. 701-706, December 2007. [10]. Lee, W. Jung, I. Kang, Y. Kim, and G. Lee, “Design of filter to reject motion artifact of pulse oximetry,” Comput. Stand. Interfaces, vol. 26, no. 3, pp. 241- 249. 2004. [11]. N.Watthanawisuth, T. Lomas, A. Wisitsoraat, A.Tuantranont, “Wireless Wearable Pulse Oximeter for Health Monitoring using ZigBee Wireless Sensor Network”, Nanoelectronics and MEMS Laboratory, National Electronics and Computer Technology Center (NECTEC)., Pathumthani, Thailand 12120. [12]. Wang Feng Qin, Li.Yang “ZigBee Technology for Designing and Implementing a Remote Medical Monitoring System”, International Conference on Computer, Mechatronics, Control and Electronic Engineering (CMCE), pp. 172-175, 2010. [13]. O’Rourke M F and Gallagher D E 1996 Pulse wave analysis J. Hypertens. Suppl. 14 S147–57. [14]. Allen J, “Photoplethysmography and its application in clinical physiological measurement”, Physiol. Meas., vol.28, R1-R39, 2007. BIOGRAPHIES Prof. Jayadevappa B.M received the M.E degree in Electronics and Control from Birla Institute of Technology and Science, Pilani, Rajasthan, India, in the year 1994. He has 27 years of teaching and 05 years of research experience. His Research interests are Biomedical Signal Processing and Rehabilitation Engineering. Currently, he is Professor and Head, Department of Electronics and Instrumentation Engineering, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India. Mr.Kiran Kumar G.H received the M.Tech. degree in Digital Electronics from BVBCET, Hubli, Karnataka, India, in the year 2003. He has 11 years of teaching and 01 year of research experience. His Research interests are Biomedical Signal Processing and wireless sensor network. Currently, he is Assistant Professor in the Department of Electronics and communication Engineering, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India. Mr.Anjaneya L.H received the M.Tech. degree in Biomedical Engineering from MIT, Manipal, Karnataka, India, in the year 2000. He has 15 years of teaching and 05 year of research experience. His Research interests are Biomedical Signal Processing and Rehabilitation Engineering. Currently, he is Associate Professor in the Department of Biomedical Engineering, Bapuji Institute of Engineering and Technology, Davangere, Karnataka, India. Dr. Mallikarjun S. Holi, received the Ph.D. degree in Biomedical Engineering from Indian Institute of Technology, Madras, Chennai, India, in the year 2004. He has 20 years of teaching and 12 years of research experience. His Research interests are Biomechanics, Biomedical Signal and Image processing, and Rehabilitation Engineering. Awarded Institute Merit Prize for the Best Academic record in M.Tech. (Biomedical Engineering) program for the academic year 1995–1996 from Indian Institute of
  • 6. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 03 Issue: 06 | Jun-2014, Available @ http://www.ijret.org 525 Technology, Madras. Recipient of Travel Award from IEEE-EMBS in 2001 and from IBMS & JSBMR in the year 2003. Currently, he is Professor and Chairman, Department of Electronics and Instrumentation Engineering, University B.D.T. College of Engineering, Davangere, Karnataka, India.