SlideShare a Scribd company logo
1 of 6
Download to read offline
The International Journal Of Engineering And Science (IJES)
|| Volume || 5 || Issue || 6 || Pages || PP -110-115|| 2016 ||
ISSN (e): 2319 – 1813 ISSN (p): 2319 – 1805
www.theijes.com The IJES Page 110
The Analysis of Men’s Emotional State from Heart Rate Using
Daq & Labview
P. Ramya1
, R. Malathy M.E2
.
1
Department of ECE, Agni College of Technology, Chennai.
2
Department of ECE, Agni College of Technology, Chennai.
--------------------------------------------------------ABSTRACT-----------------------------------------------------------
The purpose of this project is to develop a system for men to assess the emotional states with the help of
pulsometry. The system design comprises the hardware realization of signal detection, data recording and
analysis. In this project two signals were selected for the analysis – pulse wave and facial video. In pulse wave,
the threshold level is constant in between the range of 70 to 100. With the help of DAQmx library of LabVIEW
environment, the data was recorded in LabVIEW NI USB-6008 device, which in turn connected to the pulse
wave sensor, has been implemented. Facial video image capture and video analysis can be done in LabVIEW
environment. For facial video, vision acquisition and vision assistant libraries are used. The advantages of
LabVIEW are well observed in terms of the synchronous recording and analysis of the different types of signals.
This project is the concern of the physicians, engineers of medical equipment and professionals occupied in the
areas of human activity where the information about the men’s emotional state increases the work safety. In
future, it can be enhanced with the help of facial expressions.
Keywords: Heart Rate Variability, DAQ, LabVIEW, Facial Video, Pulse Signal, NI USB 6008.
-------------------------------------------------------------------------------------------------------------------------------------
Date of Submission: 17 May 2016 Date of Accepted: 01 July 2016
-------------------------------------------------------------------------------------------------------------------------------------
I. INTRODUCTION
Emotions are identical with human actions, they play a key role in influencing the way we think and behave. An
emotion is consisting of three essential parts: a subjective constituent that describes how we experience the
emotion, a physiological part that match up to how our bodies react to the emotion, and an expressive
component that pertains to how we behave in response to the emotion. Every basic function such as decision
making, learning, perception etc., is deeply subjective by emotions either directly or indirectly. Human
communication would seem rather out of depth without emotional expression. It is this feature of human beings
to express, perceive and understand complex emotions that separates us from the rest of the species.
In recent decades, many researchers in the field of normal physiology, safety in transport and industrial
facilities have been resolving a number of scientific issues on estimating human emotional responses to a number
of environmental exposures and society. These include issues of stress management, evaluation of emotional
perception of different kinds of info, the study of psycho-physiological mechanisms underlying the formation of
human emotional behavior and a lot of other issues, related to psycho-emotional state of a human.
II. SCOPE OF THE PROJECT
The development of the system consists of pulse signal analysis and facial video, which fundamentally differs in
the ways of recording and processing that required the applicable specialist software. In this project, two signals
were selected for the analysis- pulse wave and facial video of test person. For the pulse wave recording the pulse
wave sensor has been developed. The signal from the sensor is supplied to a data acquisition device NI USB
6008 which was integrated with personal computer. For the facial video the web camera is used.
III. PROPOSED WORK
The whole scientific discipline, associated to the study of emotional perception of the person at exposing to him
of different types of stimulus (heart rate, facial video) was developed. The system design comprises the hardware
realization of signal detection, data recording and analysis. The advantages of LabVIEW are well observed in
terms of the synchronous recording and analysis of the various types of signals, such as pulse and facial video.
The Sequence Of Virtual Instrument Structure For Recording The Pulse Wave Using A Daq Device Ni Usb-
6008. In This Case, Before, After Or At The Time Of Stimulus Source, The Objective Or Subjective Estimation
Of Various Parameters And Reactions Of The Man Is Being Performed
The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview
www.theijes.com The IJES Page 111
3.1 General Characteristics Of The Developed System
The goal of the current work is to develop an automated system that implements synchronous recording of
human physiological parameters, together with observing audiovisual stimulus and subsequent assessment of
emotional perception of the information provided to human. In such kind of studies, there is a change of
affective states (affects) of the human. Affect is a psycho-physiological process of interior activity regulation and
reflects the unconscious subjective assessment of the current situation. Its distinctive features are short duration
and high intensity, coupled with intense demonstrations in behavior and work of internal organs. (R. Picard, E.
Vyzas, and J. Healey).
It is important that affects have a strong influence on physiological parameters, in specific on the heart rate. In
response to the emotional, impact there is an abrupt change in heart rate (E. Broek). The development of the
system includes pulse signal analysis, which fundamentally varies in the ways of recording and processing that
requires the relevant specialized software.
IV. SYSTEM DESIGN
The objective of the present work is to improve an automatic system that implements synchronous recording of
human physiological parameters, together with viewing visual scenes of stimulus and subsequent assessment of
emotional perception of the information provided to the test persons. The most important in settling the task is to
find the characteristic features in pulse signal, its results and facial video, which indicates the change in
emotional reactions to the stimulus and their time correlation with graphic scenes of the delivered material. To
conduct such an experiment, the research system was fixed, which consist of hardware and software and contain
components that implement:
 Record of physiological signal
 Video view;
 Analysis of the recorded signals
4.1 System Configuration
The following is the software and hardware configuration required for this project.
4.1.1 Software Requirements
OS : Windows, OS X, Linux
Simulator : LabVIEW Version 12.0
4.1.2 Hardware Requirements
 USB 6008 DAQ
 Pulse wave sensor
 USB
 Personal computer
 Web camera
4.2 System Architecture Design
The improvement of the system contains pulse signal analysis and facial video, which fundamentally differs in
the ways of recording and processing that required the significant specialized software. The structure of the
proposed system is shown in Fig. 4.1.
Figure 4.1 Architecture Of The Proposed System
The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview
www.theijes.com The IJES Page 112
Test person is considering as a subject. The facial video recording block is the web camera fixed on top of the
monitor, which reproduced the proposed video segment. To enable the video capture from web camera
synchronized with DAQ and it is able to capture real time image of the face of the test person. The facial image
of the test person indicates the modification in the emotional perception of the video, the important feature in
realization of this task is the synchronous playback and data recording. It permitted to carry out in future single
frame analysis of the recorded data and provided stimulus. Facial video image capture and video analysis can be
done in LabVIEW environment. The hardware set up of proposed system as shown in Fig 4.2
Figure 4.2 Hardware Set Up
4.2.1 Pulse Rate Recording
The automated system is used to record the physiological parameters of the test person during the study such as
heart rate. To determine the pulse rate and their accumulation in pulsogram, the pulse rate record of test person
is required. For this purpose, besides the development hardware, it is required to create the program code in
LabVIEW, implementing the record and display the pulse rate in front panel. The structure of the architecture
design is shown in Fig 4.3.
Figure 4.3 Block Diagram of Pulse Rate Recording
Further the test person, the system consists of three main parts: the hardware block of signals recording, data
record and data analysis blocks. Signal recording hardware covers devices to take off all the required human
physiological parameters.
Data record block is carrying out on the basis of software development by collecting and saving in memory of
Personal Computer (PC) information, recorded from the test person. The data analysis block is processing data
and graphical representation of the information, formerly recorded in data record block. The design of pulse rate
record in LabVIEW is as shown in Fig 4.4.
The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview
www.theijes.com The IJES Page 113
Figure 4.4 Design Of Pulse Rate Record in LabVIEW
With the support of DAQmx library of LabVIEW environment, data record in LabVIEW from NI USB-6008
device, which was in turn connected to the pulse wave sensor, has been implemented. The automated system
development for the assessment of emotional states of men on the basis of pulse measuring and analyzed the
characteristics of the recorded signals. The output of pulse rate record as shown in Fig 4.5.
Figure 4.5 Front Panel Output of Pulse Rate Record
4.3.2 Capture Of Facial Video
To enable the video capture from web camera synchronized with pulse wave record, several types of drivers
included into LabVIEW were considered. This web camera is a small sized digital video camera fixed top of the
monitor and able to capture real image of the face of the test person. The block diagram of proposed system is as
shown in Fig 4.6.
Figure 4.6 Block Diagram of Facial Video
To conduct the experiment, expect pulse wave recording and face image viewing, review of specific video,
which will be started and after setting by him all the required signal parameters, was required. Since the facial
expressions of the test human point out the change in the emotional perception of the video, the important
feature in realization of this assignment was the synchronous playback and data recording. It allowed to carry-
out in future single-frame analysis of the recorded data and provided stimulus. Frame-by-frame video analysis
The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview
www.theijes.com The IJES Page 114
combined the synchronous viewing of video and video image of facial expression. In settling this issue, several
possible options for its implementation in LabVIEW environment.
Driver vision assistant allows to connecting the video capture devices to data acquisition board. To connect the
web-camera only vision assistant driver is suitable, which is used to solve the set task. Function IMAQdx Open
Camera.vi is considered to start the video recording session. If the system had several video cameras, IMAQdx
Open Camera.vi function permitted to select the preferred to user camera from the list. Property Node specifies
the resolution of the recorded image. Property Nodes in LabVIEW are the features of the block-diagram, which
agree to control programmatically the properties of front panel entities, such as color, visibility, and location and
numbers format. Function IMAQ AVI Create allowed to setting the video frame rate and specifying the path to
the file. After capturing the image from USB-camera, using the function IMAQdx Grab, it is reassigned to the
recording function avi-file IMAQ AVI Write Frame. The design of facial video capture in LabVIEW as shown
in Fig 4.7.
Figure 4.7 Design of Facial Video Capture in LabVIEW
Technical feature of resolving the frame-by frame analysis, allow to minimizing the program code and
synchronizing the analyzed data. The advantage of this framework, together with a continuous cycle by the
condition of While Loop, it can be implemented by the developer code, in response to a variety of events. Code
is executed only when the event happened, as opposed to cycle on a condition that runs throughout the entire
program. The implementation of data analysis block includes simultaneous analysis of pulsometry and video
material. The IMAQ AVI palette of function was chosen as basic. As it was noted, the application of IMAQ AVI
functions does not have quick response time. Front panel output of heart rate and facial video is shown in Fig.
4.8.
Figure 4.8 Front Panel Outputs of Heart Rate and Facial Video
The pulse rate threshold value is as shown in table 4.1.
Table 4.1 Pulse Rate Threshold Value
Heart Rate Value Descriptions
Timer = 60s
<70 Low stress level
70<80 Normal stress level
80<100 Medium stress level
100< High stress level
The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview
www.theijes.com The IJES Page 115
Technical parameters of recorded signal as shown in table 4.2.
Table 4.2 Parameters of the Recorded Signal
Type of signal Technical parameters of signals
Pulse wave Sample frequency-
60Hz
ADC resolution –
10 bit
Full scale
measurement
Type of signal
record file- txt
Video facial Frame frequency-
30 fps
Max resolution –
1280*720
Focus mode-
manual
Type of video
record file- avi
V. Conclusion And Future Work
The conclusion of the proposed work is the automated system development for the assessment of emotional
states of men on the basis of pulse measuring and analyzed the characteristics of the recorded signals. Here the
parameters are analyzed for various stress level for particular threshold range and also the facial video can be
observed with the help of front panel display. However, the use of LabVIEW program development
environment, owing to a wide range of drivers, libraries, templates, programming, and support tools permitted to
minimize the number of participants engaged in the creation of the target system. In future work there is a
possibility of facial expression by using video with sound. The most significant in settling the assignment is to
find the characteristic features in facial expression.
REFERENCES
[1]. R. Picard, E. Vyzas, and J. Healey, “Toward Machine Emotional Intelligence: Analysis Of Affective Physiological State,” IEEE
Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 10, p.11751191,2001.
[2]. E. Broek, “Ubiquitous Emotion Aware Computing,” Pers Ubiquit Comput, vol. 17,no. 1, pp. 53-67, 2011.
[3]. Chendi wang, Feng wang, “An Emotional Analysis Method Based on Heart Rate Variability” Hong Kong and Shenzhen, china, 2-7
Jan 2012
[4]. Cong zong and Mohamed chetouani, “hillbert-huang transform based physiological signals analysis for emotion recognition, “IEEE
international symposium on signal processing and information technology, pp. 334-339, 2000.
[5]. Rashima Mahajan, Dipali Dansal, Shweta Singn, “A Real Time Set Up For Retrival of Emotional States from Human Neural
Response” International Journal of Medical, Health, Biomedical, Bioengineering and Pharmaceutical Engineering Vol: 8 No: 3, 2014.
[6]. Z. Zeng, M. Pantic, G. Roisman, and T. Huang, “A survey of affect recognition methods: audio, visual, and spontaneous expressions,”
IEEE Trans Pattern Anal Mach Intell, vol. 31, no. 1, pp. 39–58, 2009.
[7]. P. A. Vijaya and G. Shivakumar,” Galvanic Response: A Physiological Sensor System For Affective Computing”, 2012.
[8]. M. Murugappan Reena Thirumani Mohd Iqbal Omar Subbulakshmi Murugappan, “Development of Cost Effective ECG Data
Acquisition System for Clinical Applications using LabVIEW” 2014 IEEE 10th International Colloquium On Signal Processing & Its
Applications (CSPA2014), 7-9 Mac. 2014, Kuala Lumpur, Malaysia.
[9]. K.H.Kim etc., "Emotion recognition system using short-term monitoring of physiological signals," Medical and Biological
Engineering and Computing, vol. 42, pp. 419-427, 2004
[10]. Guillaume Chanel etc."Short-term emotion assessment in a recall paradigm" International Journal of Human-Computer Studies, vol.
67, pp. 607-627, 2009.

More Related Content

Viewers also liked

Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...
Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...
Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...theijes
 
Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...
Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...
Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...theijes
 
Methods for Risk Management of Mining Excavator through FMEA and FMECA
Methods for Risk Management of Mining Excavator through FMEA and FMECAMethods for Risk Management of Mining Excavator through FMEA and FMECA
Methods for Risk Management of Mining Excavator through FMEA and FMECAtheijes
 
The Concept of Control and Manage Plastic Pollution of India/World
The Concept of Control and Manage Plastic Pollution of India/WorldThe Concept of Control and Manage Plastic Pollution of India/World
The Concept of Control and Manage Plastic Pollution of India/Worldtheijes
 
Fish Larval Nutrition: A Review on New Developments
Fish Larval Nutrition: A Review on New DevelopmentsFish Larval Nutrition: A Review on New Developments
Fish Larval Nutrition: A Review on New Developmentstheijes
 
Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...
Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...
Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...theijes
 
Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...
Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...
Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...theijes
 
Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...
Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...
Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...theijes
 
Gesture Controlled Chair
Gesture Controlled ChairGesture Controlled Chair
Gesture Controlled Chairtheijes
 
Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...
Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...
Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...theijes
 
Evaluation of Various Polymorphs by Different Techniques and Their Characteri...
Evaluation of Various Polymorphs by Different Techniques and Their Characteri...Evaluation of Various Polymorphs by Different Techniques and Their Characteri...
Evaluation of Various Polymorphs by Different Techniques and Their Characteri...theijes
 
Reaction of consumers against the rising milk prices in Vietnam: A case study...
Reaction of consumers against the rising milk prices in Vietnam: A case study...Reaction of consumers against the rising milk prices in Vietnam: A case study...
Reaction of consumers against the rising milk prices in Vietnam: A case study...theijes
 
Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...
Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...
Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...theijes
 
Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016
Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016
Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016theijes
 
Study of Probability Distributions of Cpi and Spi in Earned Value Analysis
Study of Probability Distributions of Cpi and Spi in Earned Value AnalysisStudy of Probability Distributions of Cpi and Spi in Earned Value Analysis
Study of Probability Distributions of Cpi and Spi in Earned Value Analysistheijes
 

Viewers also liked (15)

Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...
Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...
Performance Analysis of Apodized Fiber Bragg Gratings Formats in Optical Comm...
 
Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...
Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...
Testing and Evaluation of Particle Motion in a Multi-Pass VibroFluidized Bed ...
 
Methods for Risk Management of Mining Excavator through FMEA and FMECA
Methods for Risk Management of Mining Excavator through FMEA and FMECAMethods for Risk Management of Mining Excavator through FMEA and FMECA
Methods for Risk Management of Mining Excavator through FMEA and FMECA
 
The Concept of Control and Manage Plastic Pollution of India/World
The Concept of Control and Manage Plastic Pollution of India/WorldThe Concept of Control and Manage Plastic Pollution of India/World
The Concept of Control and Manage Plastic Pollution of India/World
 
Fish Larval Nutrition: A Review on New Developments
Fish Larval Nutrition: A Review on New DevelopmentsFish Larval Nutrition: A Review on New Developments
Fish Larval Nutrition: A Review on New Developments
 
Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...
Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...
Illuminance Performance of Design Block Windows in Public Basic Schools in Ta...
 
Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...
Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...
Improved Sugar Yield for Bioethanol Production by Modelling Enzymatic Hydroly...
 
Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...
Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...
Boost Converter with Improved Voltage Conversion Ratio Using Bootstrap Capaci...
 
Gesture Controlled Chair
Gesture Controlled ChairGesture Controlled Chair
Gesture Controlled Chair
 
Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...
Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...
Improvement of MFSK -BER Performance Using MIMO Technology on Multipath Non L...
 
Evaluation of Various Polymorphs by Different Techniques and Their Characteri...
Evaluation of Various Polymorphs by Different Techniques and Their Characteri...Evaluation of Various Polymorphs by Different Techniques and Their Characteri...
Evaluation of Various Polymorphs by Different Techniques and Their Characteri...
 
Reaction of consumers against the rising milk prices in Vietnam: A case study...
Reaction of consumers against the rising milk prices in Vietnam: A case study...Reaction of consumers against the rising milk prices in Vietnam: A case study...
Reaction of consumers against the rising milk prices in Vietnam: A case study...
 
Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...
Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...
Microstructural and Dielectric Characterization of Sr doped Ba(Fe0.5Ta0.5)O3 ...
 
Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016
Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016
Yanamadurru Drain Water Quality Assessment during 12-13 March, 2016
 
Study of Probability Distributions of Cpi and Spi in Earned Value Analysis
Study of Probability Distributions of Cpi and Spi in Earned Value AnalysisStudy of Probability Distributions of Cpi and Spi in Earned Value Analysis
Study of Probability Distributions of Cpi and Spi in Earned Value Analysis
 

Similar to The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview

IRJET - Touch-Less Heartbeat Detection and Cardiopulmonary Modeling
IRJET -  	  Touch-Less Heartbeat Detection and Cardiopulmonary ModelingIRJET -  	  Touch-Less Heartbeat Detection and Cardiopulmonary Modeling
IRJET - Touch-Less Heartbeat Detection and Cardiopulmonary ModelingIRJET Journal
 
IRJET- Health Monitoring and Stress Detection System
IRJET-  	  Health Monitoring and Stress Detection SystemIRJET-  	  Health Monitoring and Stress Detection System
IRJET- Health Monitoring and Stress Detection SystemIRJET Journal
 
Mood based Music Player
Mood based Music PlayerMood based Music Player
Mood based Music PlayerIRJET Journal
 
Non-Contact Health Monitoring System Using Image and Signal Processing
Non-Contact Health Monitoring System Using Image and Signal ProcessingNon-Contact Health Monitoring System Using Image and Signal Processing
Non-Contact Health Monitoring System Using Image and Signal ProcessingAtul Kumar Sharma
 
IRJET- Automatic Recognition using Heartbeat Authentication
IRJET- Automatic Recognition using Heartbeat AuthenticationIRJET- Automatic Recognition using Heartbeat Authentication
IRJET- Automatic Recognition using Heartbeat AuthenticationIRJET Journal
 
Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...
Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...
Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...IRJET Journal
 
IRJET -Stress Detection using Arduino
IRJET -Stress Detection using ArduinoIRJET -Stress Detection using Arduino
IRJET -Stress Detection using ArduinoIRJET Journal
 
IRJET- Emotion Analysis for Personality Inference from EEG Signals
IRJET- Emotion Analysis for Personality Inference from EEG SignalsIRJET- Emotion Analysis for Personality Inference from EEG Signals
IRJET- Emotion Analysis for Personality Inference from EEG SignalsIRJET Journal
 
Parkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief Review
Parkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief ReviewParkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief Review
Parkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief ReviewIRJET Journal
 
IRJET- IoT based Advanced Healthcare Architecture: A New Approach
IRJET- IoT based Advanced Healthcare Architecture: A New ApproachIRJET- IoT based Advanced Healthcare Architecture: A New Approach
IRJET- IoT based Advanced Healthcare Architecture: A New ApproachIRJET Journal
 
A Survey on Non-Contact Heart Rate Estimation from Facial Video
A Survey on Non-Contact Heart Rate Estimation from Facial VideoA Survey on Non-Contact Heart Rate Estimation from Facial Video
A Survey on Non-Contact Heart Rate Estimation from Facial VideoBRNSSPublicationHubI
 
Conversion of Gait data into OpenSim
Conversion of Gait data into OpenSim Conversion of Gait data into OpenSim
Conversion of Gait data into OpenSim IRJET Journal
 
Heartbeat Rate Measurement from Facial Video
Heartbeat Rate Measurement from Facial VideoHeartbeat Rate Measurement from Facial Video
Heartbeat Rate Measurement from Facial VideoIRJET Journal
 
IRJET - A Novel Technology for Shooting Sports
IRJET - A Novel Technology for Shooting SportsIRJET - A Novel Technology for Shooting Sports
IRJET - A Novel Technology for Shooting SportsIRJET Journal
 
IRJET- Survey on EEG Based Brainwave Controlled Home Automation
IRJET-  	  Survey on EEG Based Brainwave Controlled Home AutomationIRJET-  	  Survey on EEG Based Brainwave Controlled Home Automation
IRJET- Survey on EEG Based Brainwave Controlled Home AutomationIRJET Journal
 
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...IRJET Journal
 
Applications of Sensors to Detect the Behavior of Human. A Survey Paper
Applications of Sensors to Detect the Behavior of Human. A Survey PaperApplications of Sensors to Detect the Behavior of Human. A Survey Paper
Applications of Sensors to Detect the Behavior of Human. A Survey PaperIRJET Journal
 
IRJET- Web-based Application to Detect Heart Attack using Machine Learning
IRJET- Web-based Application to Detect Heart Attack using Machine LearningIRJET- Web-based Application to Detect Heart Attack using Machine Learning
IRJET- Web-based Application to Detect Heart Attack using Machine LearningIRJET Journal
 
IoT Based EMG Monitoring System
IoT Based EMG Monitoring SystemIoT Based EMG Monitoring System
IoT Based EMG Monitoring SystemIRJET Journal
 
Applying Brain Computer Interface Technology for Playing Games
Applying Brain Computer Interface Technology for Playing GamesApplying Brain Computer Interface Technology for Playing Games
Applying Brain Computer Interface Technology for Playing GamesDr. Amarjeet Singh
 

Similar to The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview (20)

IRJET - Touch-Less Heartbeat Detection and Cardiopulmonary Modeling
IRJET -  	  Touch-Less Heartbeat Detection and Cardiopulmonary ModelingIRJET -  	  Touch-Less Heartbeat Detection and Cardiopulmonary Modeling
IRJET - Touch-Less Heartbeat Detection and Cardiopulmonary Modeling
 
IRJET- Health Monitoring and Stress Detection System
IRJET-  	  Health Monitoring and Stress Detection SystemIRJET-  	  Health Monitoring and Stress Detection System
IRJET- Health Monitoring and Stress Detection System
 
Mood based Music Player
Mood based Music PlayerMood based Music Player
Mood based Music Player
 
Non-Contact Health Monitoring System Using Image and Signal Processing
Non-Contact Health Monitoring System Using Image and Signal ProcessingNon-Contact Health Monitoring System Using Image and Signal Processing
Non-Contact Health Monitoring System Using Image and Signal Processing
 
IRJET- Automatic Recognition using Heartbeat Authentication
IRJET- Automatic Recognition using Heartbeat AuthenticationIRJET- Automatic Recognition using Heartbeat Authentication
IRJET- Automatic Recognition using Heartbeat Authentication
 
Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...
Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...
Cross-platform Remote Photoplethysmography (rPPG) based Heart's Vital Signs M...
 
IRJET -Stress Detection using Arduino
IRJET -Stress Detection using ArduinoIRJET -Stress Detection using Arduino
IRJET -Stress Detection using Arduino
 
IRJET- Emotion Analysis for Personality Inference from EEG Signals
IRJET- Emotion Analysis for Personality Inference from EEG SignalsIRJET- Emotion Analysis for Personality Inference from EEG Signals
IRJET- Emotion Analysis for Personality Inference from EEG Signals
 
Parkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief Review
Parkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief ReviewParkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief Review
Parkinson Hand-Tremor Recognition Using CNN+LSTM : A Brief Review
 
IRJET- IoT based Advanced Healthcare Architecture: A New Approach
IRJET- IoT based Advanced Healthcare Architecture: A New ApproachIRJET- IoT based Advanced Healthcare Architecture: A New Approach
IRJET- IoT based Advanced Healthcare Architecture: A New Approach
 
A Survey on Non-Contact Heart Rate Estimation from Facial Video
A Survey on Non-Contact Heart Rate Estimation from Facial VideoA Survey on Non-Contact Heart Rate Estimation from Facial Video
A Survey on Non-Contact Heart Rate Estimation from Facial Video
 
Conversion of Gait data into OpenSim
Conversion of Gait data into OpenSim Conversion of Gait data into OpenSim
Conversion of Gait data into OpenSim
 
Heartbeat Rate Measurement from Facial Video
Heartbeat Rate Measurement from Facial VideoHeartbeat Rate Measurement from Facial Video
Heartbeat Rate Measurement from Facial Video
 
IRJET - A Novel Technology for Shooting Sports
IRJET - A Novel Technology for Shooting SportsIRJET - A Novel Technology for Shooting Sports
IRJET - A Novel Technology for Shooting Sports
 
IRJET- Survey on EEG Based Brainwave Controlled Home Automation
IRJET-  	  Survey on EEG Based Brainwave Controlled Home AutomationIRJET-  	  Survey on EEG Based Brainwave Controlled Home Automation
IRJET- Survey on EEG Based Brainwave Controlled Home Automation
 
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
Stay Awake Alert: A Driver Drowsiness Detection System with Location Tracking...
 
Applications of Sensors to Detect the Behavior of Human. A Survey Paper
Applications of Sensors to Detect the Behavior of Human. A Survey PaperApplications of Sensors to Detect the Behavior of Human. A Survey Paper
Applications of Sensors to Detect the Behavior of Human. A Survey Paper
 
IRJET- Web-based Application to Detect Heart Attack using Machine Learning
IRJET- Web-based Application to Detect Heart Attack using Machine LearningIRJET- Web-based Application to Detect Heart Attack using Machine Learning
IRJET- Web-based Application to Detect Heart Attack using Machine Learning
 
IoT Based EMG Monitoring System
IoT Based EMG Monitoring SystemIoT Based EMG Monitoring System
IoT Based EMG Monitoring System
 
Applying Brain Computer Interface Technology for Playing Games
Applying Brain Computer Interface Technology for Playing GamesApplying Brain Computer Interface Technology for Playing Games
Applying Brain Computer Interface Technology for Playing Games
 

Recently uploaded

XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXssuser89054b
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)simmis5
 
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Standamitlee9823
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfJiananWang21
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...roncy bisnoi
 
notes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.pptnotes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.pptMsecMca
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapRishantSharmaFr
 
Vivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design SpainVivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design Spaintimesproduction05
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Bookingdharasingh5698
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Christo Ananth
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdfKamal Acharya
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...Call Girls in Nagpur High Profile
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Christo Ananth
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756dollysharma2066
 

Recently uploaded (20)

XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
XXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX
 
NFPA 5000 2024 standard .
NFPA 5000 2024 standard                                  .NFPA 5000 2024 standard                                  .
NFPA 5000 2024 standard .
 
Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)Java Programming :Event Handling(Types of Events)
Java Programming :Event Handling(Types of Events)
 
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night StandCall Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
Call Girls In Bangalore ☎ 7737669865 🥵 Book Your One night Stand
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
Call Girls Pimpri Chinchwad Call Me 7737669865 Budget Friendly No Advance Boo...
 
notes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.pptnotes on Evolution Of Analytic Scalability.ppt
notes on Evolution Of Analytic Scalability.ppt
 
Unleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leapUnleashing the Power of the SORA AI lastest leap
Unleashing the Power of the SORA AI lastest leap
 
Vivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design SpainVivazz, Mieres Social Housing Design Spain
Vivazz, Mieres Social Housing Design Spain
 
Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024Water Industry Process Automation & Control Monthly - April 2024
Water Industry Process Automation & Control Monthly - April 2024
 
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 BookingVIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
VIP Call Girls Ankleshwar 7001035870 Whatsapp Number, 24/07 Booking
 
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort ServiceCall Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
Call Girls in Ramesh Nagar Delhi 💯 Call Us 🔝9953056974 🔝 Escort Service
 
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
(INDIRA) Call Girl Bhosari Call Now 8617697112 Bhosari Escorts 24x7
 
University management System project report..pdf
University management System project report..pdfUniversity management System project report..pdf
University management System project report..pdf
 
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...Booking open Available Pune Call Girls Pargaon  6297143586 Call Hot Indian Gi...
Booking open Available Pune Call Girls Pargaon 6297143586 Call Hot Indian Gi...
 
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...
 
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Mahipalpur Delhi Contact Us 8377877756
 

The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview

  • 1. The International Journal Of Engineering And Science (IJES) || Volume || 5 || Issue || 6 || Pages || PP -110-115|| 2016 || ISSN (e): 2319 – 1813 ISSN (p): 2319 – 1805 www.theijes.com The IJES Page 110 The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview P. Ramya1 , R. Malathy M.E2 . 1 Department of ECE, Agni College of Technology, Chennai. 2 Department of ECE, Agni College of Technology, Chennai. --------------------------------------------------------ABSTRACT----------------------------------------------------------- The purpose of this project is to develop a system for men to assess the emotional states with the help of pulsometry. The system design comprises the hardware realization of signal detection, data recording and analysis. In this project two signals were selected for the analysis – pulse wave and facial video. In pulse wave, the threshold level is constant in between the range of 70 to 100. With the help of DAQmx library of LabVIEW environment, the data was recorded in LabVIEW NI USB-6008 device, which in turn connected to the pulse wave sensor, has been implemented. Facial video image capture and video analysis can be done in LabVIEW environment. For facial video, vision acquisition and vision assistant libraries are used. The advantages of LabVIEW are well observed in terms of the synchronous recording and analysis of the different types of signals. This project is the concern of the physicians, engineers of medical equipment and professionals occupied in the areas of human activity where the information about the men’s emotional state increases the work safety. In future, it can be enhanced with the help of facial expressions. Keywords: Heart Rate Variability, DAQ, LabVIEW, Facial Video, Pulse Signal, NI USB 6008. ------------------------------------------------------------------------------------------------------------------------------------- Date of Submission: 17 May 2016 Date of Accepted: 01 July 2016 ------------------------------------------------------------------------------------------------------------------------------------- I. INTRODUCTION Emotions are identical with human actions, they play a key role in influencing the way we think and behave. An emotion is consisting of three essential parts: a subjective constituent that describes how we experience the emotion, a physiological part that match up to how our bodies react to the emotion, and an expressive component that pertains to how we behave in response to the emotion. Every basic function such as decision making, learning, perception etc., is deeply subjective by emotions either directly or indirectly. Human communication would seem rather out of depth without emotional expression. It is this feature of human beings to express, perceive and understand complex emotions that separates us from the rest of the species. In recent decades, many researchers in the field of normal physiology, safety in transport and industrial facilities have been resolving a number of scientific issues on estimating human emotional responses to a number of environmental exposures and society. These include issues of stress management, evaluation of emotional perception of different kinds of info, the study of psycho-physiological mechanisms underlying the formation of human emotional behavior and a lot of other issues, related to psycho-emotional state of a human. II. SCOPE OF THE PROJECT The development of the system consists of pulse signal analysis and facial video, which fundamentally differs in the ways of recording and processing that required the applicable specialist software. In this project, two signals were selected for the analysis- pulse wave and facial video of test person. For the pulse wave recording the pulse wave sensor has been developed. The signal from the sensor is supplied to a data acquisition device NI USB 6008 which was integrated with personal computer. For the facial video the web camera is used. III. PROPOSED WORK The whole scientific discipline, associated to the study of emotional perception of the person at exposing to him of different types of stimulus (heart rate, facial video) was developed. The system design comprises the hardware realization of signal detection, data recording and analysis. The advantages of LabVIEW are well observed in terms of the synchronous recording and analysis of the various types of signals, such as pulse and facial video. The Sequence Of Virtual Instrument Structure For Recording The Pulse Wave Using A Daq Device Ni Usb- 6008. In This Case, Before, After Or At The Time Of Stimulus Source, The Objective Or Subjective Estimation Of Various Parameters And Reactions Of The Man Is Being Performed
  • 2. The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview www.theijes.com The IJES Page 111 3.1 General Characteristics Of The Developed System The goal of the current work is to develop an automated system that implements synchronous recording of human physiological parameters, together with observing audiovisual stimulus and subsequent assessment of emotional perception of the information provided to human. In such kind of studies, there is a change of affective states (affects) of the human. Affect is a psycho-physiological process of interior activity regulation and reflects the unconscious subjective assessment of the current situation. Its distinctive features are short duration and high intensity, coupled with intense demonstrations in behavior and work of internal organs. (R. Picard, E. Vyzas, and J. Healey). It is important that affects have a strong influence on physiological parameters, in specific on the heart rate. In response to the emotional, impact there is an abrupt change in heart rate (E. Broek). The development of the system includes pulse signal analysis, which fundamentally varies in the ways of recording and processing that requires the relevant specialized software. IV. SYSTEM DESIGN The objective of the present work is to improve an automatic system that implements synchronous recording of human physiological parameters, together with viewing visual scenes of stimulus and subsequent assessment of emotional perception of the information provided to the test persons. The most important in settling the task is to find the characteristic features in pulse signal, its results and facial video, which indicates the change in emotional reactions to the stimulus and their time correlation with graphic scenes of the delivered material. To conduct such an experiment, the research system was fixed, which consist of hardware and software and contain components that implement:  Record of physiological signal  Video view;  Analysis of the recorded signals 4.1 System Configuration The following is the software and hardware configuration required for this project. 4.1.1 Software Requirements OS : Windows, OS X, Linux Simulator : LabVIEW Version 12.0 4.1.2 Hardware Requirements  USB 6008 DAQ  Pulse wave sensor  USB  Personal computer  Web camera 4.2 System Architecture Design The improvement of the system contains pulse signal analysis and facial video, which fundamentally differs in the ways of recording and processing that required the significant specialized software. The structure of the proposed system is shown in Fig. 4.1. Figure 4.1 Architecture Of The Proposed System
  • 3. The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview www.theijes.com The IJES Page 112 Test person is considering as a subject. The facial video recording block is the web camera fixed on top of the monitor, which reproduced the proposed video segment. To enable the video capture from web camera synchronized with DAQ and it is able to capture real time image of the face of the test person. The facial image of the test person indicates the modification in the emotional perception of the video, the important feature in realization of this task is the synchronous playback and data recording. It permitted to carry out in future single frame analysis of the recorded data and provided stimulus. Facial video image capture and video analysis can be done in LabVIEW environment. The hardware set up of proposed system as shown in Fig 4.2 Figure 4.2 Hardware Set Up 4.2.1 Pulse Rate Recording The automated system is used to record the physiological parameters of the test person during the study such as heart rate. To determine the pulse rate and their accumulation in pulsogram, the pulse rate record of test person is required. For this purpose, besides the development hardware, it is required to create the program code in LabVIEW, implementing the record and display the pulse rate in front panel. The structure of the architecture design is shown in Fig 4.3. Figure 4.3 Block Diagram of Pulse Rate Recording Further the test person, the system consists of three main parts: the hardware block of signals recording, data record and data analysis blocks. Signal recording hardware covers devices to take off all the required human physiological parameters. Data record block is carrying out on the basis of software development by collecting and saving in memory of Personal Computer (PC) information, recorded from the test person. The data analysis block is processing data and graphical representation of the information, formerly recorded in data record block. The design of pulse rate record in LabVIEW is as shown in Fig 4.4.
  • 4. The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview www.theijes.com The IJES Page 113 Figure 4.4 Design Of Pulse Rate Record in LabVIEW With the support of DAQmx library of LabVIEW environment, data record in LabVIEW from NI USB-6008 device, which was in turn connected to the pulse wave sensor, has been implemented. The automated system development for the assessment of emotional states of men on the basis of pulse measuring and analyzed the characteristics of the recorded signals. The output of pulse rate record as shown in Fig 4.5. Figure 4.5 Front Panel Output of Pulse Rate Record 4.3.2 Capture Of Facial Video To enable the video capture from web camera synchronized with pulse wave record, several types of drivers included into LabVIEW were considered. This web camera is a small sized digital video camera fixed top of the monitor and able to capture real image of the face of the test person. The block diagram of proposed system is as shown in Fig 4.6. Figure 4.6 Block Diagram of Facial Video To conduct the experiment, expect pulse wave recording and face image viewing, review of specific video, which will be started and after setting by him all the required signal parameters, was required. Since the facial expressions of the test human point out the change in the emotional perception of the video, the important feature in realization of this assignment was the synchronous playback and data recording. It allowed to carry- out in future single-frame analysis of the recorded data and provided stimulus. Frame-by-frame video analysis
  • 5. The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview www.theijes.com The IJES Page 114 combined the synchronous viewing of video and video image of facial expression. In settling this issue, several possible options for its implementation in LabVIEW environment. Driver vision assistant allows to connecting the video capture devices to data acquisition board. To connect the web-camera only vision assistant driver is suitable, which is used to solve the set task. Function IMAQdx Open Camera.vi is considered to start the video recording session. If the system had several video cameras, IMAQdx Open Camera.vi function permitted to select the preferred to user camera from the list. Property Node specifies the resolution of the recorded image. Property Nodes in LabVIEW are the features of the block-diagram, which agree to control programmatically the properties of front panel entities, such as color, visibility, and location and numbers format. Function IMAQ AVI Create allowed to setting the video frame rate and specifying the path to the file. After capturing the image from USB-camera, using the function IMAQdx Grab, it is reassigned to the recording function avi-file IMAQ AVI Write Frame. The design of facial video capture in LabVIEW as shown in Fig 4.7. Figure 4.7 Design of Facial Video Capture in LabVIEW Technical feature of resolving the frame-by frame analysis, allow to minimizing the program code and synchronizing the analyzed data. The advantage of this framework, together with a continuous cycle by the condition of While Loop, it can be implemented by the developer code, in response to a variety of events. Code is executed only when the event happened, as opposed to cycle on a condition that runs throughout the entire program. The implementation of data analysis block includes simultaneous analysis of pulsometry and video material. The IMAQ AVI palette of function was chosen as basic. As it was noted, the application of IMAQ AVI functions does not have quick response time. Front panel output of heart rate and facial video is shown in Fig. 4.8. Figure 4.8 Front Panel Outputs of Heart Rate and Facial Video The pulse rate threshold value is as shown in table 4.1. Table 4.1 Pulse Rate Threshold Value Heart Rate Value Descriptions Timer = 60s <70 Low stress level 70<80 Normal stress level 80<100 Medium stress level 100< High stress level
  • 6. The Analysis of Men’s Emotional State from Heart Rate Using Daq & Labview www.theijes.com The IJES Page 115 Technical parameters of recorded signal as shown in table 4.2. Table 4.2 Parameters of the Recorded Signal Type of signal Technical parameters of signals Pulse wave Sample frequency- 60Hz ADC resolution – 10 bit Full scale measurement Type of signal record file- txt Video facial Frame frequency- 30 fps Max resolution – 1280*720 Focus mode- manual Type of video record file- avi V. Conclusion And Future Work The conclusion of the proposed work is the automated system development for the assessment of emotional states of men on the basis of pulse measuring and analyzed the characteristics of the recorded signals. Here the parameters are analyzed for various stress level for particular threshold range and also the facial video can be observed with the help of front panel display. However, the use of LabVIEW program development environment, owing to a wide range of drivers, libraries, templates, programming, and support tools permitted to minimize the number of participants engaged in the creation of the target system. In future work there is a possibility of facial expression by using video with sound. The most significant in settling the assignment is to find the characteristic features in facial expression. REFERENCES [1]. R. Picard, E. Vyzas, and J. Healey, “Toward Machine Emotional Intelligence: Analysis Of Affective Physiological State,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 23, no. 10, p.11751191,2001. [2]. E. Broek, “Ubiquitous Emotion Aware Computing,” Pers Ubiquit Comput, vol. 17,no. 1, pp. 53-67, 2011. [3]. Chendi wang, Feng wang, “An Emotional Analysis Method Based on Heart Rate Variability” Hong Kong and Shenzhen, china, 2-7 Jan 2012 [4]. Cong zong and Mohamed chetouani, “hillbert-huang transform based physiological signals analysis for emotion recognition, “IEEE international symposium on signal processing and information technology, pp. 334-339, 2000. [5]. Rashima Mahajan, Dipali Dansal, Shweta Singn, “A Real Time Set Up For Retrival of Emotional States from Human Neural Response” International Journal of Medical, Health, Biomedical, Bioengineering and Pharmaceutical Engineering Vol: 8 No: 3, 2014. [6]. Z. Zeng, M. Pantic, G. Roisman, and T. Huang, “A survey of affect recognition methods: audio, visual, and spontaneous expressions,” IEEE Trans Pattern Anal Mach Intell, vol. 31, no. 1, pp. 39–58, 2009. [7]. P. A. Vijaya and G. Shivakumar,” Galvanic Response: A Physiological Sensor System For Affective Computing”, 2012. [8]. M. Murugappan Reena Thirumani Mohd Iqbal Omar Subbulakshmi Murugappan, “Development of Cost Effective ECG Data Acquisition System for Clinical Applications using LabVIEW” 2014 IEEE 10th International Colloquium On Signal Processing & Its Applications (CSPA2014), 7-9 Mac. 2014, Kuala Lumpur, Malaysia. [9]. K.H.Kim etc., "Emotion recognition system using short-term monitoring of physiological signals," Medical and Biological Engineering and Computing, vol. 42, pp. 419-427, 2004 [10]. Guillaume Chanel etc."Short-term emotion assessment in a recall paradigm" International Journal of Human-Computer Studies, vol. 67, pp. 607-627, 2009.