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    "textoCompleto" => "<span class="elsevierStyleSections"><span id="sec0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0035">Introduction</span><p id="par0005" class="elsevierStylePara elsevierViewall">An electrocardiogram &#40;ECG&#41; is a graph of voltage versus time of the electrical activity of the heart using electrodes placed on the skin&#46;<a class="elsevierStyleCrossRef" href="#bib0065"><span class="elsevierStyleSup">1</span></a> ECG analysis is done to determine the condition of cardiac arrhythmias&#44; atrial and ventricular hypertrophy&#44; myocardial ischemic and infarction&#44; the effects of drugs&#44; and the assessment of pacemaker functions&#46;<a class="elsevierStyleCrossRefs" href="#bib0070"><span class="elsevierStyleSup">2&#44;3</span></a></p><p id="par0010" class="elsevierStylePara elsevierViewall">According to WHO &#40;World Health Organization&#41;&#44; heart disease is one of the leading causes of death in the world&#46;<a class="elsevierStyleCrossRefs" href="#bib0075"><span class="elsevierStyleSup">3-6</span></a> Therefore&#44; the making of this PQRST and heart rate detection tool is expected to be used as a preliminary diagnosis of heart health and to prevent or decrease the mortality rate due to heart attack&#46;</p><p id="par0015" class="elsevierStylePara elsevierViewall">ECG signals consist of several waves representing various activities as shown in <a class="elsevierStyleCrossRef" href="#fig0005">Fig&#46; 1</a>&#46;<a class="elsevierStyleCrossRefs" href="#bib0095"><span class="elsevierStyleSup">7&#44;8</span></a> There are ECG waves&#44; namely&#58;<ul class="elsevierStyleList" id="lis0005"><li class="elsevierStyleListItem" id="lsti0005"><span class="elsevierStyleLabel">1&#46;</span><p id="par0020" class="elsevierStylePara elsevierViewall">P wave&#44; an image arising from the depolarization of the atrium&#46; This wave is &#8804;0&#46;3<span class="elsevierStyleHsp" style=""></span>mV when the heart is in a normal state&#46; It has a width of &#8804;0&#46;12<span class="elsevierStyleHsp" style=""></span>s&#46; This wave always has positive value in lead II and always has negative value in aVR&#46;</p></li><li class="elsevierStyleListItem" id="lsti0010"><span class="elsevierStyleLabel">2&#46;</span><p id="par0025" class="elsevierStylePara elsevierViewall">QRS wave&#44; an image arising from the depolarization of the ventricle&#46; When the heart is in a normal state&#44; this QRS wave has a width of 0&#46;06&#8211;0&#46;12<span class="elsevierStyleHsp" style=""></span>s&#44; and its height depends on the lead being measured&#46;</p></li><li class="elsevierStyleListItem" id="lsti0015"><span class="elsevierStyleLabel">3&#46;</span><p id="par0030" class="elsevierStylePara elsevierViewall">T wave&#44; a wave arising from the repolarization of the ventricle&#46; In a normal heart condition&#44; T wave has positive value in all leads&#46;</p></li><li class="elsevierStyleListItem" id="lsti0020"><span class="elsevierStyleLabel">4&#46;</span><p id="par0035" class="elsevierStylePara elsevierViewall">PR interval&#44; measured from the beginning of P wave &#8211; QRS wave&#46; In a normal heart condition&#44; this wave is 0&#46;12&#8211;0&#46;20<span class="elsevierStyleHsp" style=""></span>s of width&#46;</p></li><li class="elsevierStyleListItem" id="lsti0025"><span class="elsevierStyleLabel">5&#46;</span><p id="par0040" class="elsevierStylePara elsevierViewall">ST segment&#44; measured from the end of QRS wave &#8211; the beginning of T wave&#46;</p></li></ul></p><elsevierMultimedia ident="fig0005"></elsevierMultimedia></span><span id="sec0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0040">Methods</span><span id="sec0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0045">Signal acquisition</span><p id="par0045" class="elsevierStylePara elsevierViewall">Signal acquisition is a process of retrieving data on the electrical activity of the heart from each lead&#46; The signal recording process uses 3 electrodes connected to the AD8232 module&#46; The ECG signal read by AD8232 will be received and recorded by Raspberry Pi&#46; In the experiment process&#44; the lead must correctly be installed so that there is no signal error and no noise on ECG signals&#46;</p></span><span id="sec0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0050">Experiment preparation</span><p id="par0050" class="elsevierStylePara elsevierViewall">In this research&#44; there are 18 subjects from which the ECG signals are taken&#46; The subjects are males and females aged 18&#8211;22 years old&#44; and each is recorded in relaxed condition&#46; For data retrieval&#44; portable ECG equipment consisting of Raspberry Pi<span class="elsevierStyleHsp" style=""></span>&#43;<span class="elsevierStyleHsp" style=""></span>LCD&#44; electrode&#44; AD8232 module and others is needed&#46;</p><p id="par0055" class="elsevierStylePara elsevierViewall">The lead used in the process of ECG signal retrieval is a 3-lead electrode system because all waves&#44; namely PQRST waves&#44; will be seen in this lead&#44; and the diagnosis experienced by the subject will be determined faster&#46; <a class="elsevierStyleCrossRef" href="#fig0010">Fig&#46; 2</a> shows how ECG electrode is mounted on the subject&#46;</p><elsevierMultimedia ident="fig0010"></elsevierMultimedia></span><span id="sec0025" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0055">Block diagrams and flowchart</span><p id="par0060" class="elsevierStylePara elsevierViewall">In this research&#44; the method used to display PQRST waves can be seen in <a class="elsevierStyleCrossRefs" href="#fig0015">Figs&#46; 3 and 4</a>&#58;</p><elsevierMultimedia ident="fig0015"></elsevierMultimedia><elsevierMultimedia ident="fig0020"></elsevierMultimedia><p id="par0065" class="elsevierStylePara elsevierViewall">Here is how PQRST is determined<a class="elsevierStyleCrossRefs" href="#bib0105"><span class="elsevierStyleSup">9&#8211;12</span></a>&#58;<ul class="elsevierStyleList" id="lis0010"><li class="elsevierStyleListItem" id="lsti0030"><span class="elsevierStyleLabel">1&#46;</span><p id="par0070" class="elsevierStylePara elsevierViewall">Signal is filtered with FIR and bandpass with cut-off frequency of 3&#8211;45<span class="elsevierStyleHsp" style=""></span>Hz&#46;</p></li><li class="elsevierStyleListItem" id="lsti0035"><span class="elsevierStyleLabel">2&#46;</span><p id="par0075" class="elsevierStylePara elsevierViewall">After the signal is filtered&#44; R-peaks are detected by using Hamilton Segmenter&#46;</p></li><li class="elsevierStyleListItem" id="lsti0040"><span class="elsevierStyleLabel">3&#46;</span><p id="par0080" class="elsevierStylePara elsevierViewall">The number of R-peaks is next accumulated and divided by the recording time to obtain the heart-rate value in BPM &#40;beats per minute&#41;&#46;</p></li><li class="elsevierStyleListItem" id="lsti0045"><span class="elsevierStyleLabel">4&#46;</span><p id="par0085" class="elsevierStylePara elsevierViewall">From each R-peaks point&#44; Q point is obtained by detecting the lowest signal value in the interval of 80<span class="elsevierStyleHsp" style=""></span>ms before R point&#44; while S point is obtained by detecting the lowest signal value in the interval of 80<span class="elsevierStyleHsp" style=""></span>ms after R point&#46; Thus&#44; QRS complex is obtained&#46;</p></li><li class="elsevierStyleListItem" id="lsti0050"><span class="elsevierStyleLabel">5&#46;</span><p id="par0090" class="elsevierStylePara elsevierViewall">P wave is obtained by detecting the highest signal value in the interval of 200<span class="elsevierStyleHsp" style=""></span>ms before Q point&#46;</p></li><li class="elsevierStyleListItem" id="lsti0055"><span class="elsevierStyleLabel">6&#46;</span><p id="par0095" class="elsevierStylePara elsevierViewall">T wave is obtained by detecting the highest signal value in the interval of 400<span class="elsevierStyleHsp" style=""></span>ms after S point&#46;</p></li></ul></p></span><span id="sec0030" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0060">Wiring diagram</span><p id="par0100" class="elsevierStylePara elsevierViewall">The figure above is the wiring diagram of the heart rate detection tool using Raspberry Pi 3b controller&#46; From <a class="elsevierStyleCrossRef" href="#fig0025">Fig&#46; 5</a>&#44; it can be seen that the output of AD8232 is connected to ADS1115&#44; which shows that the value of AD8232 is not directly processed by Raspberry&#44; but must first be converted to digital data to be processed by Raspberry&#46; In the ADS1115 module&#44; there are 4 ADC channels &#40;A0&#8211;A3&#41;&#44; in this tool&#44; the channel used is A0 channel&#46;</p><elsevierMultimedia ident="fig0025"></elsevierMultimedia></span></span><span id="sec0035" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0065">Signal filter</span><span id="sec0040" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0070">Analog filter</span><p id="par0105" class="elsevierStylePara elsevierViewall">Analog filter is frequently used to pass the wanted frequency or to block the unwanted frequency&#46; Analog filter used in this system is band pass filter &#40;BPF&#41;&#44; which is a combination of high pass filter &#40;HPF&#41; and low pass filter &#40;LPF&#41; so that it has the response of signal passing with the frequency between cut off frequency &#40;Fc1 and Fc2&#41; and dampens the signal that has a frequency outside the cut off frequency &#40;<a class="elsevierStyleCrossRef" href="#fig0030">Fig&#46; 6</a>&#41;&#46;</p><elsevierMultimedia ident="fig0030"></elsevierMultimedia></span><span id="sec0045" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0075">Digital filter</span><p id="par0110" class="elsevierStylePara elsevierViewall">Digital filter is a mathematical&#47;algorithm procedure that processes the digital input signals and generates the digital output that has certain characters based on the purpose of the filter&#46; Based on the impulse response&#44; digital filter is divided into two&#58; IIR &#40;infinite impulse response&#41; digital filter and FIR &#40;finite impulse response&#41; digital filter&#46;</p><p id="par0115" class="elsevierStylePara elsevierViewall">IIR filter is a filter that has feedback or has the character to update the previous filter results&#46; FIR filter is one type of digital filter that is used in the digital signal processing &#40;DPS&#41; application&#46; This filter is referred to as finite because there is no feedback in this filter&#46; If an impulse &#40;i&#46;e&#46; a &#8216;1&#8217; signal followed by many &#8216;0&#8217; signals&#41; is entered&#44; zero signal will exit after signal 1 passes all delay lines with its coefficient&#46; The advantages of FIR filter include being stable and having linear phase&#46; While the disadvantage is that FIR filter sometimes requires more memory and&#47;or calculations to achieve the characteristics of the given filter response&#46; Also&#44; certain responses are not easy to implement with FIR filter&#46;</p></span></span><span id="sec0050" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0080">Result</span><span id="sec0055" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0085">Raw data recording</span><p id="par0120" class="elsevierStylePara elsevierViewall">Raw data recording is the result of ECG signal recording that has not undergone the signal processing process or still contains interference or noise&#46; Raw data recording for subject 13 and subject 14 can be seen in <a class="elsevierStyleCrossRefs" href="#fig0035">Figs&#46; 7 and 8</a>&#46;</p><elsevierMultimedia ident="fig0035"></elsevierMultimedia><elsevierMultimedia ident="fig0040"></elsevierMultimedia></span><span id="sec0060" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0090">Signal filter</span><p id="par0125" class="elsevierStylePara elsevierViewall">In ECG signal filter&#44; the type of filter used is the FIR bandpass filter&#44; with a frequency of 3&#8211;45<span class="elsevierStyleHsp" style=""></span>Hz&#46; The signal that has been filtered looks like that in <a class="elsevierStyleCrossRefs" href="#fig0045">Figs&#46; 9 and 10</a>&#46;</p><elsevierMultimedia ident="fig0045"></elsevierMultimedia><elsevierMultimedia ident="fig0050"></elsevierMultimedia></span><span id="sec0065" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0095">PQRST waves</span><p id="par0130" class="elsevierStylePara elsevierViewall">The data resulted in the filtering process will next be processed to determine the PQRST wave on ECG signal&#46; The PQRST detection results can be seen in <a class="elsevierStyleCrossRefs" href="#fig0055">Figs&#46; 11 and 12</a>&#46;</p><elsevierMultimedia ident="fig0055"></elsevierMultimedia><elsevierMultimedia ident="fig0060"></elsevierMultimedia><p id="par0135" class="elsevierStylePara elsevierViewall">As seen in the image above&#44; the P&#44; Q&#44; R&#44; S&#44; T wave points can be marked with different color points&#44; where the light blue dots indicate P wave&#44; the green indicates the Q wave&#44; the red indicates the R &#40;R peaks&#41; wave accompanied by a purple vertical line&#44; a yellow color indicating the S wave&#44; and a dark blue color indicating a T wave&#46; If seen directly&#44; it can be seen that the QRS wave form is almost exactly the same as described in the previous chapter i&#46;e&#46; in <a class="elsevierStyleCrossRef" href="#fig0015">Fig&#46; 3</a>&#46;2&#44; which means that the tool is made effectively enough to detect PQRST waves in the heart&#46;</p></span><span id="sec0070" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0100">Heart rate</span><p id="par0140" class="elsevierStylePara elsevierViewall">Heart rate is the heart rate count per minute&#46; <a class="elsevierStyleCrossRefs" href="#fig0065">Figs&#46; 13 and 14</a> are the results of subject 13 and subject 14 BPM when the recording is done for two minutes in a sitting position and in a relaxed condition&#46;</p><elsevierMultimedia ident="fig0065"></elsevierMultimedia><elsevierMultimedia ident="fig0070"></elsevierMultimedia></span></span><span id="sec0075" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0105">Discussion</span><p id="par0145" class="elsevierStylePara elsevierViewall"><a class="elsevierStyleCrossRef" href="#tbl0005">Table 1</a> is the overall experiment results on all subjects where symbol &#40;&#8730;&#41; indicates the number of the waves that can be detected correctly&#44; while symbol &#40;X&#41; indicates the number of waves that cannot be detected correctly&#46; In the above data&#44; the percentage of the accuracy of the method used on each wave and the number of heart rate on each subject is also counted&#46; From the overall data&#44; it is obtained that the average accuracy for wave detection P wave<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>98&#46;31&#37;&#44; Q wave<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>98&#46;7&#37;&#44; R wave<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>99&#46;12&#37;&#44; S wave<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>86&#46;27&#37;&#44; and T wave<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>97&#46;99&#37;&#46; The number of heart rates of all subjects in a relaxed state is &#177;71<span class="elsevierStyleHsp" style=""></span>bpm&#46;</p><elsevierMultimedia ident="tbl0005"></elsevierMultimedia></span><span id="sec0080" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0110">Conclusions</span><p id="par0150" class="elsevierStylePara elsevierViewall">In this paper&#44; the PQRST wave detection on ECG signal is presented&#46; The results show that the signal preprocessing method shows significant results in eliminating noise on the signal&#46; The extraction of used features proved capable of detecting P waves&#44; QRS complexes&#44; T waves&#44; as well as the amount of heart rate on all subjects&#46; The results of determining the points of PQRST are expected to be used to calculate the value of the interval that can indicate the normal condition or abnormal cardiac signals&#46;</p></span><span id="sec0085" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0115">Conflicts of interest</span><p id="par0155" class="elsevierStylePara elsevierViewall">The authors declare no conflict of interest&#46;</p></span></span>"
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        "resumen" => "<span id="abst0005" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0010">Objective</span><p id="spar0005" class="elsevierStyleSimplePara elsevierViewall">One way of detecting the heart disease is to determine the presence of abnormalities in PQRST interval on ECG signals&#46; Therefore&#44; it is expected to be used as a preliminary diagnosis of heart health and to prevent or decrease the mortality rate due to heart attack&#46;</p></span> <span id="abst0010" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0015">Methods</span><p id="spar0010" class="elsevierStyleSimplePara elsevierViewall">This paper uses three main processes&#58; data acquisition&#44; signal preprocessing&#44; and feature extraction&#46; The experiment was done to eighteen subjects recorded for 2<span class="elsevierStyleHsp" style=""></span>min in a relaxed condition to obtain P wave points&#44; QRS complexes&#44; and T waves&#46;</p></span> <span id="abst0015" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0020">Result</span><p id="spar0015" class="elsevierStyleSimplePara elsevierViewall">Based on the data obtained from the 18 subjects&#44; the average accuracy of point P detection is 98&#46;31&#37;&#44; point Q<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>98&#46;7&#37;&#44; point R<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>99&#46;12&#37;&#44; point S<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>86&#46;27&#37;&#44; and point T<span class="elsevierStyleHsp" style=""></span>&#61;<span class="elsevierStyleHsp" style=""></span>97&#46;99&#37;&#46;</p></span> <span id="abst0020" class="elsevierStyleSection elsevierViewall"><span class="elsevierStyleSectionTitle" id="sect0025">Conclusion</span><p id="spar0020" class="elsevierStyleSimplePara elsevierViewall">The extraction of used features proved capable of detecting P waves&#44; QRS complexes&#44; T waves&#44; as well as the amount of heart rate on all subjects&#46;</p></span>"
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Vol. 35. Núm. S2.
The 3rd International Nursing and Health Sciences Students and Health Care Professionals Conference (INHSP)
Páginas S364-S369 (enero 2020)
Open Access
PQRST wave detection on ECG signals
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Putri Madonaa,
Autor para correspondencia
, Rahmat Ilias Bastia, Muhammad Mahrus Zainb
a Department of Electronics Engineering, Politeknik Caltex Riau, Riau 28261, Indonesia
b Department of Information System Engineering, Politeknik Caltex Riau, Riau 28261, Indonesia
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Vol. 35. Núm S2

The 3rd International Nursing and Health Sciences Students and Health Care Professionals Conference (INHSP)

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Abstract
Objective

One way of detecting the heart disease is to determine the presence of abnormalities in PQRST interval on ECG signals. Therefore, it is expected to be used as a preliminary diagnosis of heart health and to prevent or decrease the mortality rate due to heart attack.

Methods

This paper uses three main processes: data acquisition, signal preprocessing, and feature extraction. The experiment was done to eighteen subjects recorded for 2min in a relaxed condition to obtain P wave points, QRS complexes, and T waves.

Result

Based on the data obtained from the 18 subjects, the average accuracy of point P detection is 98.31%, point Q=98.7%, point R=99.12%, point S=86.27%, and point T=97.99%.

Conclusion

The extraction of used features proved capable of detecting P waves, QRS complexes, T waves, as well as the amount of heart rate on all subjects.

Keywords:
BPM
ECG
PQRST
Texto completo
Introduction

An electrocardiogram (ECG) is a graph of voltage versus time of the electrical activity of the heart using electrodes placed on the skin.1 ECG analysis is done to determine the condition of cardiac arrhythmias, atrial and ventricular hypertrophy, myocardial ischemic and infarction, the effects of drugs, and the assessment of pacemaker functions.2,3

According to WHO (World Health Organization), heart disease is one of the leading causes of death in the world.3-6 Therefore, the making of this PQRST and heart rate detection tool is expected to be used as a preliminary diagnosis of heart health and to prevent or decrease the mortality rate due to heart attack.

ECG signals consist of several waves representing various activities as shown in Fig. 1.7,8 There are ECG waves, namely:

  • 1.

    P wave, an image arising from the depolarization of the atrium. This wave is ≤0.3mV when the heart is in a normal state. It has a width of ≤0.12s. This wave always has positive value in lead II and always has negative value in aVR.

  • 2.

    QRS wave, an image arising from the depolarization of the ventricle. When the heart is in a normal state, this QRS wave has a width of 0.06–0.12s, and its height depends on the lead being measured.

  • 3.

    T wave, a wave arising from the repolarization of the ventricle. In a normal heart condition, T wave has positive value in all leads.

  • 4.

    PR interval, measured from the beginning of P wave – QRS wave. In a normal heart condition, this wave is 0.12–0.20s of width.

  • 5.

    ST segment, measured from the end of QRS wave – the beginning of T wave.

Fig. 1.

P, QRS, T waves, PR interval, and QT interval on ECG signals.

(0.13MB).
MethodsSignal acquisition

Signal acquisition is a process of retrieving data on the electrical activity of the heart from each lead. The signal recording process uses 3 electrodes connected to the AD8232 module. The ECG signal read by AD8232 will be received and recorded by Raspberry Pi. In the experiment process, the lead must correctly be installed so that there is no signal error and no noise on ECG signals.

Experiment preparation

In this research, there are 18 subjects from which the ECG signals are taken. The subjects are males and females aged 18–22 years old, and each is recorded in relaxed condition. For data retrieval, portable ECG equipment consisting of Raspberry Pi+LCD, electrode, AD8232 module and others is needed.

The lead used in the process of ECG signal retrieval is a 3-lead electrode system because all waves, namely PQRST waves, will be seen in this lead, and the diagnosis experienced by the subject will be determined faster. Fig. 2 shows how ECG electrode is mounted on the subject.

Fig. 2.

3-Lead electrode lay.

(0.22MB).
Block diagrams and flowchart

In this research, the method used to display PQRST waves can be seen in Figs. 3 and 4:

Fig. 3.

Research method.

(0.09MB).
Fig. 4.

PQRST detection flowchart.

(0.28MB).

Here is how PQRST is determined9–12:

  • 1.

    Signal is filtered with FIR and bandpass with cut-off frequency of 3–45Hz.

  • 2.

    After the signal is filtered, R-peaks are detected by using Hamilton Segmenter.

  • 3.

    The number of R-peaks is next accumulated and divided by the recording time to obtain the heart-rate value in BPM (beats per minute).

  • 4.

    From each R-peaks point, Q point is obtained by detecting the lowest signal value in the interval of 80ms before R point, while S point is obtained by detecting the lowest signal value in the interval of 80ms after R point. Thus, QRS complex is obtained.

  • 5.

    P wave is obtained by detecting the highest signal value in the interval of 200ms before Q point.

  • 6.

    T wave is obtained by detecting the highest signal value in the interval of 400ms after S point.

Wiring diagram

The figure above is the wiring diagram of the heart rate detection tool using Raspberry Pi 3b controller. From Fig. 5, it can be seen that the output of AD8232 is connected to ADS1115, which shows that the value of AD8232 is not directly processed by Raspberry, but must first be converted to digital data to be processed by Raspberry. In the ADS1115 module, there are 4 ADC channels (A0–A3), in this tool, the channel used is A0 channel.

Fig. 5.

ECG-Raspberry Pi Wiring diagram.

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Signal filterAnalog filter

Analog filter is frequently used to pass the wanted frequency or to block the unwanted frequency. Analog filter used in this system is band pass filter (BPF), which is a combination of high pass filter (HPF) and low pass filter (LPF) so that it has the response of signal passing with the frequency between cut off frequency (Fc1 and Fc2) and dampens the signal that has a frequency outside the cut off frequency (Fig. 6).

Fig. 6.

Band pass filter.

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Digital filter

Digital filter is a mathematical/algorithm procedure that processes the digital input signals and generates the digital output that has certain characters based on the purpose of the filter. Based on the impulse response, digital filter is divided into two: IIR (infinite impulse response) digital filter and FIR (finite impulse response) digital filter.

IIR filter is a filter that has feedback or has the character to update the previous filter results. FIR filter is one type of digital filter that is used in the digital signal processing (DPS) application. This filter is referred to as finite because there is no feedback in this filter. If an impulse (i.e. a ‘1’ signal followed by many ‘0’ signals) is entered, zero signal will exit after signal 1 passes all delay lines with its coefficient. The advantages of FIR filter include being stable and having linear phase. While the disadvantage is that FIR filter sometimes requires more memory and/or calculations to achieve the characteristics of the given filter response. Also, certain responses are not easy to implement with FIR filter.

ResultRaw data recording

Raw data recording is the result of ECG signal recording that has not undergone the signal processing process or still contains interference or noise. Raw data recording for subject 13 and subject 14 can be seen in Figs. 7 and 8.

Fig. 7.

Raw data recording subject 13.

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Fig. 8.

Raw data recording subject 14.

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Signal filter

In ECG signal filter, the type of filter used is the FIR bandpass filter, with a frequency of 3–45Hz. The signal that has been filtered looks like that in Figs. 9 and 10.

Fig. 9.

Subject 13 signal after filtered.

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Fig. 10.

Subject 14 signal after filtered.

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PQRST waves

The data resulted in the filtering process will next be processed to determine the PQRST wave on ECG signal. The PQRST detection results can be seen in Figs. 11 and 12.

Fig. 11.

Results of QRS detection on subject 13.

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Fig. 12.

Results of QRS detection on subject 14.

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As seen in the image above, the P, Q, R, S, T wave points can be marked with different color points, where the light blue dots indicate P wave, the green indicates the Q wave, the red indicates the R (R peaks) wave accompanied by a purple vertical line, a yellow color indicating the S wave, and a dark blue color indicating a T wave. If seen directly, it can be seen that the QRS wave form is almost exactly the same as described in the previous chapter i.e. in Fig. 3.2, which means that the tool is made effectively enough to detect PQRST waves in the heart.

Heart rate

Heart rate is the heart rate count per minute. Figs. 13 and 14 are the results of subject 13 and subject 14 BPM when the recording is done for two minutes in a sitting position and in a relaxed condition.

Fig. 13.

Subject 13 heart BPM.

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Fig. 14.

Subject 13 heart BPM.

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Discussion

Table 1 is the overall experiment results on all subjects where symbol (√) indicates the number of the waves that can be detected correctly, while symbol (X) indicates the number of waves that cannot be detected correctly. In the above data, the percentage of the accuracy of the method used on each wave and the number of heart rate on each subject is also counted. From the overall data, it is obtained that the average accuracy for wave detection P wave=98.31%, Q wave=98.7%, R wave=99.12%, S wave=86.27%, and T wave=97.99%. The number of heart rates of all subjects in a relaxed state is ±71bpm.

Table 1.

Overall results.

Subject  PQRSTHeart rate (bpm) 
  √  Accuracy (%)  √  Accuracy (%)  √  Accuracy (%)  √  Accuracy (%)  √  Accuracy (%)   
147  99.32  147  99.32  147  99.32  129  19  87.16  142  95.94  74 
172  100  172  100  172  100  132  40  76.74  164  95.34  86 
146  97.33  146  97.33  146  97.33  119  31  79.33  146  97.33  75 
145  99.31  145  99.31  145  99.31  127  19  86.98  145  99.31  73 
141  100  141  100  141  100  113  28  80.14  140  99.29  70 
139  100  139  100  139  100  137  98.56  139  100  69 
159  99.37  160  100  159  99.37  138  22  86.25  155  96.87  80 
105  19  84.67  106  18  85.48  115  92.74  114  10  91.93  110  14  88.,7  62 
126  96.92  130  100  130  100  126  96.92  130  100  65 
10  105  97.22  107  99.07  108  100  107  99.07  104  96.29  54 
11  120  96.77  120  96.77  120  96.77  120  96.77  120  96.77  62 
12  150  100  150  100  150  100  133  17  88.66  149  99.33  75 
13  114  100  114  100  114  100  76  38  66.66  114  100  57 
14  124  100  124  100  124  100  105  19  84.67  124  100  62 
15  143  99.3  144  100  144  100  126  18  87.5  144  100  72 
16  162  100  162  100  162  100  144  18  88.88  161  99.38  81 
17  176  100  176  100  176  100  135  41  76.7  176  100  88 
18  159  99.37  159  99.37  159  99.37  128  32  80  159  99.37  80 
Average      98.31      98.70      99.12      86.27      97.99  71,38 
Conclusions

In this paper, the PQRST wave detection on ECG signal is presented. The results show that the signal preprocessing method shows significant results in eliminating noise on the signal. The extraction of used features proved capable of detecting P waves, QRS complexes, T waves, as well as the amount of heart rate on all subjects. The results of determining the points of PQRST are expected to be used to calculate the value of the interval that can indicate the normal condition or abnormal cardiac signals.

Conflicts of interest

The authors declare no conflict of interest.

Acknowledgment

This Research is funded by: Directorate General of Higher Education, Ministry of Education, Culture, Research and Technology 2021 Academic Year

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