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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Implementation of STEM learning technology in the process of calibrating an NTC thermistor and developing an electronic thermometer based on it</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Roman P. Kukharchuk</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Tetiana A. Vakaliuk</string-name>
          <email>tetianavakaliuk@gmail.com</email>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Oksana V. Zaika</string-name>
          <email>ksuwazaika@gmail.com</email>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Andrii V. Riabko</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Mykhailo G. Medvediev</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>ADA University</institution>
          ,
          <addr-line>61 Ahmadbay Agha-Oglu Str., Baku, AZ1008</addr-line>
          ,
          <country country="AZ">Azerbaijan</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Institute for Digitalisation of Education of the NAES of Ukraine</institution>
          ,
          <addr-line>9 M. Berlynskoho Str., Kyiv, 04060</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Kryvyi Rih State Pedagogical University</institution>
          ,
          <addr-line>54 Gagarin Ave., Kryvyi Rih, 50086</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Olexander Dovzhenko Glukhiv National Pedagogical University</institution>
          ,
          <addr-line>24 Kyievo-Moskovska Str., Glukhiv, 41401</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Zhytomyr Polytechnic State University</institution>
          ,
          <addr-line>103 Chudnivsyka Str., Zhytomyr, 10005</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <fpage>39</fpage>
      <lpage>52</lpage>
      <abstract>
        <p>The rapid development of information technology, robotics, nanotechnology, and biotechnology requires modern education to train highly qualified specialists who can support it, preparing students and students for producing creative work. The need to reform education to modern challenges is an urgent problem today. It is predicted that the most popular professions soon will be programmers, engineers, roboticists, nanotechnologists, biotechnologists, IT specialists, etc. STEM education can combine these areas into a complex, which can be implemented in diferent age groups. One example of the use of STEM technologies is the development and implementation of scientific and technical projects using the Arduino hardware and software complex. With the help of STEM technologies, a method for calibrating an NTC thermistor in the operating temperature range is proposed and a working model of an electronic thermometer is presented using the example of an NTC thermistor and an Arduino microcontroller.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;digital transformation</kwd>
        <kwd>STEM education</kwd>
        <kwd>physics teaching methodology</kwd>
        <kwd>research and design activities</kwd>
        <kwd>NTC thermistor</kwd>
        <kwd>Arduino</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>The information revolution is changing the relevance of modern professions. Routine work
is replaced by jobs that require flexible work algorithms. Professions that were popular for
another 10 years are no longer relevant, they are being replaced by more modern ones.</p>
      <p>In the world, one can observe a shortage of specialists in technical areas, the demand for them
is growing much faster than for other specialties, which is why this type of education is popular.
Professions related specifically to STEM come to the fore, i.e. professions related to science
and technology, as well as at the intersection of disciplines. Today, it is IT and engineering
graduates receive the highest salaries.</p>
      <p>
        Modernization and transformation of the educational process is unrealistic without the
introduction of innovative technologies [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. One of the promising areas for improving the
educational process is STEM technologies (short for Science, Technology, Engineering, and
Math).
      </p>
      <p>STEM is an educational program based on the idea of teaching students about four specific
disciplines using an interdisciplinary and applied approach. Instead of teaching the four
disciplines as separate subjects, STEM combines them into a single learning paradigm based on
real-world application.</p>
      <p>It is important to understand that STEAM is not just a comprehensive technical education. It
covers a much broader concept and the most successful combination of creativity and technical
knowledge.</p>
      <p>STEM technology contributes to the motivation of learning, because STEM is experiments,
scientific experiments, studying the structure of the world and the universe, and creating your
games and projects. It is also an opportunity to make a unique discovery, to save and make life
easier, and to create something really important for all of humanity.</p>
      <p>Developed countries have timely paid attention to the prospects of STEM technologies.
Australia, Great Britain, Israel, China, Korea, Singapore, and the United States have been
implementing state programs in the field of STEAM education for a long time.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Theoretical background</title>
      <p>
        The theoretical discourse of the problem of STEM education is reflected in the works of
Hrynevych et al. [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], Lukychova et al. [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], Martyniuk et al. [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], Merzlykin et al. [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], Miller
et al. [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], Mintii [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], Pylypenko [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ], Shapovalov et al. [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ], Valko et al. [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. Scientists explore
the existing problems and promising directions for the development of STEM education, reveal
the features of the use of non-traditional educational technologies in STEM, and highlight the
problems of STEM training for teachers and lecturers.
      </p>
      <p>
        The popularity of STEM education in the world has led to the emergence of various variants
of the abbreviation itself and its various modifications, in particular: EST EM (environment),
STREM (robotics), STEMM (Medicine), STEAM (arts), STREAM (religion and arts), METALS
(arts and logic) [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
      </p>
      <p>
        One of the promising areas of STEM is STREM (Science, Technology, Robotics, Engineering,
and Mathematics), where robotics is a central component among other STEM elements and is
engaged in the development and implementation of automated technical systems [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ].
      </p>
      <p>
        The problems of introducing robotics elements into modern education are highlighted in the
works of Alimisis [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], Atwood and Shoop [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ], Eguchi [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ], Flot et al. [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ], Negrini [15].
      </p>
      <p>
        Alimisis [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ] presents a training program for teachers developed in the context of the
ERASMUS + ROBOESL project, which reveals robotics-based learning methodologies based on the
principles of constructivism and project-based learning and implemented within the educational
activities of ROBOESL.
      </p>
      <p>
        Atwood and Shoop [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ] organized Carnegie Mellon’s Robotics Academy and developed
educational programs for students aged 10-17, which deal with introductory materials on
programming robots for the LEGO, VEX, and Arduino hardware platforms, teaching
materials programming languages for relevant platforms, robot math, robot science, introductory
intermediate engineering, etc.
      </p>
      <p>In 2010, a new term “cloud robotics” was introduced by Kufner [16], after which Google
developed the Google Cloud Robotics platform. The platform combines artificial intelligence,
robotics, and cloud technologies to provide an open ecosystem of automation solutions that
use cloud-connected collaborative robots. Artificial intelligence and machine learning services
imply an unpredictable physical world, providing eficient robotic automation in highly dynamic
environments [17, 18].</p>
      <p>
        Eguchi [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ] proves the importance of integrating educational robotics as a technological
learning tool into educational programs for students and explains how it helps them prepare
for the future.
      </p>
      <p>Negrini [15] developed a PReSO pilot project with preschool and primary school teachers to
introduce children to computer-based thinking and foster interest in ICT and STEM disciplines
through educational robotics. For this, the research group developed the concept of teacher
training in educational robotics and trained teachers, most of whom integrated robotics into
their annual program.</p>
      <p>
        Flot et al. [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ] suggest that a robot simulation environment is a better tool for learning
computer science than a real robot. A collaborative study between Carnegie Mellon University
and the University of Pittsburgh demonstrated better eficiency in teaching programming when
teachers used a simulated robotic environment rather than actual physical work.
      </p>
      <p>
        The analysis of scientific research by leading scientists, the study of their experience shows
the need to improve and supplement the development of the methodological system for the
implementation of STEAM education in Ukraine based on the study and implementation of
advanced foreign experience and proven practices for the implementation of STEAM education
[
        <xref ref-type="bibr" rid="ref11">11</xref>
        ].
      </p>
      <p>It is the elements of robotics that create the prerequisites for the high-quality preparation of
modern youth for the design, programming and use of automated systems.</p>
      <p>Robotics is one of the areas of development of modern STEAM education. Learning with the
help of robotics enables pupils and students to solve real life problems that require knowledge
of STEAM subjects [19].</p>
    </sec>
    <sec id="sec-3">
      <title>3. Methodology</title>
      <p>The process of modernizing the natural and mathematical profile of education is possible using
STEM technologies for the development and implementation of scientific and technical projects
using the Arduino hardware and software complex. This platform organically combines physics,
mathematics, computer science, and robotics [20, 21].</p>
      <p>Arduino is a family of diferent technologies and an open platform that includes both hardware
devices (controller boards and related equipment) and software designed to control electronic
circuits. Arduino is a framework and environment in which you can assemble compatible
electronic and mechanical components into a single device, and then program the behavior of
these devices. The program allows you to control not virtual objects, but real sensors, motors,
indicator lights, and screens.</p>
      <p>The thermistor is a solid-state electronic element that looks like a constant resistor and is
capable of changing its electrical resistance depending on temperature.</p>
      <p>Thermistors are divided into two groups: PTC – with a positive temperature coeficient, and
NTC – with a negative one. A positive coeficient means that the resistance to the thermistor
increases with increasing temperature, and a negative coeficient means vice versa [22].</p>
      <p>The thermistor also has a nominal resistance that corresponds to a room temperature of 25 °C.
For example, thermistors with a nominal value of 10 kΩ and 100 kΩ are popular.</p>
      <p>NTC thermistors are negative temperature coeficient resistors. This means that their
resistance decreases as the temperature increases. More often they are used as resistive temperature
sensors and current limiting devices. The temperature sensitivity factor is about five times that
of silicon temperature sensors (silistors) and about ten times that of resistance temperature
sensors (RTDs). NTC sensors are typically used in the temperature range from -55 °C to 200 °C.</p>
      <p>The nonlinearity of the relationship between resistance and temperature poses some
challenges for using analog circuits to accurately measure temperature, but modern digital ICs can
help solve this problem. This allows accurate calculations to be made by interpolation or by
solving equations close to the typical NTC curve [23].</p>
      <p>In an experimental study, we used the KY-013 analog thermistor module from the Arduino
microcontroller kit (figure 1).</p>
      <p>The KY-013 module is designed to determine the air temperature in the environment. The
module board consists of an SMD resistor with a value of 10 kΩ and a temperature sensor
KY-013. The KY-013 thermistor and resistor are assembled according to the resistor voltage
divider circuit. When the temperature changes, the resistance of the temperature sensor changes,
which leads to changes in the electrical voltage at the output. The microcontroller measures
the received voltage and, using the logarithmic conversion formula, converts the voltage into
temperature.</p>
      <p>There are three outputs on the module for connecting the sensor to the Arduino board. The
VCC pin is used to supply power to the module board, respectively, the GND output is ground.
The S pin is used to transmit sensor data from the microcontroller and is connected to the
analog outputs of the Arduino Uno board.</p>
      <p>Digital processing of data from the thermal array in our project will be carried out by Arduino
Nano (figure 2) – this is a small, complete, and convenient electronic board based on the
ATmega328 processor (Arduino Nano 3.x) [24].</p>
      <p>The Nano platform has 8 analog inputs, each with a resolution of 10 bits (210 = 1024 values).
Some pins have additional functions: I2C: A4 (SDA) and A5 (SCL). Through the outputs, I2C
(TWI) communication is carried out [25].</p>
      <p>We ofer comprehensive laboratory work in physics and methods of teaching physics for
calibrating a thermistor. This work can be carried out with students in physical circles, and
electives; with students of physical and mathematical specialties in the disciplines “General
physics”, “Methods of teaching physics”, “Workshop on school physical experiment”, and
“Fundamentals of robotics”.</p>
      <p>The theory and practice of this study combine three educational components: physics,
mathematics, and computer science. The physical component should include knowledge of the
foundations of thermodynamics, electric current, the dependence of the resistance of conductors
on temperature, and the principles of temperature measurement. The mathematical component
should include: drawing graphs of dependencies between physical quantities and drawing up a
formula for the dependence of physical quantities based on the existing graph. The informatics
component should include the basics of working with spreadsheets, the drawing of graphs,
and the derivation of the formula for the dependences of physical quantities according to the
existing graph.</p>
      <p>Research plan:
1. Drawing up an electronic circuit for calibrating the thermistor.
2. Writing a program for calibrating a thermistor and programming a microcontroller.
3. Graduation of the thermistor using a laboratory thermometer.
4. Drawing up an equation for the dependence of the thermistor resistance on temperature.
5. Writing a program for temperature measurement and microcontroller programming.
6. Design and creation of an operating model of an electric thermometer.</p>
      <p>The schematic diagram of connecting the thermistor for calibrating the thermistor is shown
in figure 3.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Results</title>
      <sec id="sec-4-1">
        <title>4.1. Graduation of an electronic thermometer</title>
        <p>A mercury laboratory thermometer and a thermistor connected to an Arduino microcontroller
are installed on the site. In the process of heating (or cooling) water, thermometers are in
thermodynamic equilibrium with the liquid. In the course of the experiment, we found that
during the heating process, convective fluid flows are created that make it dificult to fix the
temperature. Therefore, we calibrated the thermometer in the process of liquid cooling and
observed a smoother temperature change. The disadvantage of this approach is the long time
intervals (about an hour) compared to the heating (15 minutes).</p>
        <p>Using a microcontroller, we read the thermistor readings and enter them into an Excel
spreadsheet by the readings of a mercury thermometer. Reading data is possible in several
ways: 1) using the Serial Port Monitor function; 2) displaying information on the screen. The
ifrst method is simpler and does not require an indicator and its programming, but this method
requires a computer.</p>
        <p>To conduct the study, we created a program for calibrating the thermistor using the built-in
serial port monitor.</p>
        <p>Program for calibration of the thermistor:
int analogPin = 1; // analog port connection A1
int Uin = 5; // set the total voltage to 5 V
int data = 0; // variable for reading the signal from the sensor
float Uout = 0; // set a variable and clear the output voltage register
float R1 = 10000; // set the resistance of the ballast resistor
float R2=0;// set a variable and clear the register of desired resistance
void setup() {</p>
        <p>Serial.begin(9600); // connect port monitor
}
void loop() {
data = analogRead(analogPin);</p>
        <p>Based on the data obtained, a table of correspondence between the temperature and the data
obtained by the thermistor was compiled (table 1).</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2. Processing the results of the experiment and creating a mathematical formula for calculating the temperature</title>
        <p>Based on the results entered, it is possible to identify the mathematical relationship between the
above parameters using the trend line (figure 6). We have obtained the following dependence:
 = − 0,0123 + 2,98712 − 269,88 + 9853,2</p>
        <p>This will be the formula for calculating the temperature of the thermistor depending on its
resistance.</p>
        <p>By programming the microcontroller, we get an electronic thermometer. To check the
correctness of the calibration, we experiment to compare the temperatures of mercury and an
electronic thermometer. As a result of improving the system, we have developed a two-channel
electronic thermometer with information output to a digital indicator. This development makes
it possible to simultaneously measure the temperature at two diferent points. The results are
displayed alternately after a few seconds. The appearance of such a device is shown in figure 7.</p>
        <p>The program of an electronic two-channel thermometer based on two thermistors:
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int analogPin1 = 1; // data connection with thermistor to analog port A1
int Uin = 5; // total voltage 5 V
float R1 = 10000; // set the resistance of the ballast resistor
// Stable values for resistance calculation
float x = 0; double c1 = -0.00000002; float c2 = 0.000009;
float c3 = -0.0011; float c4 = 0.0549; float c5 = -2.1727;
float c6 = 342.63;
void setup() {
// We connect the serial port to display information
Serial.begin(9600);
// We connect the TM1637 indicator to display information
// indicator brightness min=0, max=7
disp.clear();
disp.brightness(3);
// For the second thermistor
data = 0;
for (int i=1; i&lt;6; i++) {
data += analogRead(analogPin1);
delay(800);
}
data /= 5;
Uout = data*Uin/1023.0;
R2 = R1*Uout/(Uin - Uout);
x = data/10 - 16;
temp = (((((c1 * x + c2) * x + c3) * x + c4) * x + c5) * x + c6);
celsium = abs (temp-273);
disp.displayByte(0, _2); // 2nd thermistor
if (temp-273&lt;0)</p>
        <p>disp.displayByte(1,_dash);
else</p>
        <p>disp.displayByte(1,_empty);
disp.display(2, celsium/10); // first temperature digit
disp.display(3, celsium%10); // second temperature digit
}</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusions</title>
      <p>The development and implementation of Arduino creative projects is possible within the
framework of such disciplines as “Computer Science”, “Programming”, “Computer Science
Teaching Methods”, “Physics Teaching Methods”, “General Physics”, “Fundamentals of Modern
Electronics”, “New Information Technologies and Technical learning tools”, “ICT in education”,
etc.</p>
      <p>Examples of Arduino applications can be diferent: the development of an electronic
thermometer, a device for measuring air humidity, and atmospheric pressure, a device for checking
gas laws, smart home devices, an electronic pulse oximeter, etc.</p>
      <p>So, STEM is interesting experiments, scientific experiments, studying the structure of the
world and the universe, creating your games and your projects, the opportunity to make a
unique discovery, save and make life easier, and create something really important for humanity.
The use of the Arduino hardware and software complex in educational and research activities is a
productive tool for increasing interest in such fields of activity as computer science, mathematics,
physics, and engineering.</p>
      <p>Programming_through_Sim-cds1.pdf.
[15] L. Negrini, Teacher Training in Educational Robotics: An Experience in Southern
Switzerland: The PReSO Project, in: W. Lepuschitz, M. Merdan, G. Koppensteiner,
R. Balogh, D. Obdržálek (Eds.), Robotics in Education, volume 829 of Advances in
Intelligent Systems and Computing, Springer International Publishing, Cham, 2019, pp. 92–97.
doi:10.1007/978-3-319-97085-1_10.
[16] J. Kufner, Cloud-Enabled Robots, in: IEEE-RAS International Conference on Humanoid</p>
      <p>Robotics, 2010. URL: https://www.scribd.com/doc/47486324/Cloud-Enabled-Robots.
[17] S. Crowe, Google Cloud Robotics Platform coming to developers in 2019, 2018. URL:
https://www.therobotreport.com/google-cloud-robotics-platform/.
[18] Google Cloud, Google’s Cloud Robotics, 2018. URL: https://www.youtube.com/watch?v=
eo8MzGIYGzs.
[19] O. Strutynska, A. Vasyliuk, Teaching of the Educational Robotics in Ukrainian Schools:
the Ways of Implementation, Engineering and Educational Technologies 7 (2019) 122–138.
doi:10.30929/2307-9770.2019.07.03.11.
[20] V. I. Burak, D. V. Holovko, Measuring acceleration at uniformly accelerated motion in
terms of diferentiation of learning, Educational Dimension 5 (2021) 194–207. doi: 10.
31812/educdim.4449.
[21] V. M. Zadorozhnyi, The use of Arduino software and hardware in a school physical
experiment, Educational Dimension 2 (2020) 122–133. doi:10.31812/educdim.v54i2.
3861.
[22] PTC Thermistor, in: Resistor Guide, 2022. URL: https://eepower.com/resistor-guide/
resistor-types/ptc-thermistor/.
[23] NTC Thermistor, in: Resistor Guide, 2022. URL: https://eepower.com/resistor-guide/
resistor-types/ntc-thermistor/.
[24] Arduino S.r.l., Arduino Nano, 2021. URL: https://store.arduino.cc/arduino-nano.
[25] Arduino Nano V3.0 AVR ATmega328P z rozpaianymy roziemamy, 2023. URL: https://
arduino.ua/prod166-arduino-nano-v3-0-avr-atmega328p-s-raspayannimi-razemami.</p>
    </sec>
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