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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>A. Molina);</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>IoT to Monitor Native Potato Crops in the Apurímac Region, Peru</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Anabel Aranibar-Molina</string-name>
          <email>dra.anabel.aranibar.molina@gmail.com</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Wilfredo Soto-Palomino</string-name>
          <email>dr.wilfredo.soto.palomino@hotmail.com</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Carmen Palomino-Peralta</string-name>
          <email>dra.carmen.palomino.peralta@hotmail.com</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Edward Flores</string-name>
          <email>eflores@unfv.edu.pe</email>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Universidad Tecnológica de los Andes</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Universidad Nacional Federico Villarreal</string-name>
        </contrib>
      </contrib-group>
      <pub-date>
        <year>2023</year>
      </pub-date>
      <volume>000</volume>
      <fpage>0</fpage>
      <lpage>0001</lpage>
      <abstract>
        <p>In recent years, there has been a concern to bring research closer to university academic activities with the purpose of creating spaces for the teaching of science and the development of new capacities that allow research to be discovered in university students. The use of development and application of technologies allows students to experiment with research capabilities through experimentation. The objective of this research was to build a device using the Internet of Things (IoT) to control humidity in native potato fields in the Apurímac-Peru region. The study carried out has a quantitative, preexperimental approach and is oriented towards the application of scientific knowledge for science teaching. The results demonstrate that a pre-experimental approach can be carried out by developing the proposed proposal by building an IoT device using Arduino UNO and sensors to measure the pH of the soil, the turbidity of the water and the humidity, also allowing the data to be sent to the cloud to have information at all times in real time from an application. It is concluded that through an IoT project to monitor humidity where native potato crops are grown in the Apurímac region, science can be taught through the scientific method, developing the activities of problem identification, problem statement, objectives, justification, theoretical framework, methodology, experimental application, results, discussion and conclusions of the work carried out.</p>
      </abstract>
      <kwd-group>
        <kwd>Formative research</kwd>
        <kwd>mobile applications</kwd>
        <kwd>IoT</kwd>
        <kwd>Arduino</kwd>
        <kwd>1</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        The escalating global demand for food is exerting detrimental effects on the environment and
placing significant strain on agricultural productivity [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. The agricultural sector encounters
numerous obstacles. In contemporary public discourse and scientific literature, discussions on
the future are progressively characterized by the dichotomy between "alternative" and
"conventional" agriculture [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. The utilization of traditional high-input agricultural techniques,
encompassing the application of hazardous pesticides, herbicides, chemical fertilizers, genetically
modified microorganisms, growth regulators, and other chemical substances, has had adverse
effects on both soil fertility and has posed significant threats to human health and the
environment [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. The preference for organic foods among consumers is mostly driven by their
perceived health benefits compared to foods produced through conventional agriculture, as well
as their perceived environmental sustainability [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. Agriculture offers enormous potential to
achieve sustainable agriculture from societal, economic and environmental perspectives.
However, the transformation towards Agriculture 4.0 is still slow [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. A considerable portion of
the agricultural information already accessible is underutilized. The implementation of digital
technology in the agricultural sector has been shown to enhance both productivity and efficiency
within the industry. The application of the Internet of Things (IoT) in the agricultural sector
represents a promising trajectory of technical progress for a logical and reasoned approach,
resource-saving Agriculture 4.0 [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Investing in technology research is of utmost importance in
order to facilitate the development of sustainable solutions for Agriculture 4.0. The shift towards
the agricultural era is propelled by advancements in various technologies such as the Internet of
Things, sensor networks, robotics, artificial intelligence, cloud computing, and big data, among
other notable factors [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. In recent years, there have been notable advancements in the field of
information technology (IT), leading to the emergence of intelligent gadgets as well as
advancements in computer and sensor technologies. The utilization of intelligent technologies
has promise in facilitating the agriculture sector in addressing its productivity and sustainability
concerns [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. The direct influence of information technology (IT) on agricultural output is an
unquestionable fact [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>
        The growing necessity for enhanced quality and quantity of food has resulted in a heightened
requirement for industrialization and intensification within the agriculture sector. The Internet
of Things (IoT) is a highly promising technological advancement that presents numerous novel
ideas for the modernization of the agricultural industry [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. The Internet of Things (IoT) refers
to the integration of computing devices, mechanical and digital machinery, items, or humans into
a unified system that enables the transmission of data through both human-to-human and
computer-to-human interactions [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. The Internet of Things (IoT) refers to an extensive
network of interconnected systems that rely on internet infrastructure. Its primary objective is
to facilitate instantaneous communication and interaction among diverse entities, including
objects, machines, and individuals, through the utilization of modern technological methods [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ].
The Internet of Things (IoT) is presently revolutionizing various aspects of society, including the
development of intelligent urban areas, advanced agricultural practices, efficient energy
distribution networks, innovative transportation systems, automated residential environments,
and sophisticated healthcare systems [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. The primary purpose of the Internet of Things (IoT)
is to establish a global network that interconnects various items, enabling anyone to remotely
manage and manipulate them through the Internet. Furthermore, these items also offer
consistent and timely notifications regarding their present condition to their intended recipient
[
        <xref ref-type="bibr" rid="ref14">14</xref>
        ]. Within the market for electronic components and devices, a diverse range of devices exists
that are specifically designed to offer solutions based on the Internet of Things (IoT). These
devices possess distinct functionalities and configurations, enabling the resolution of numerous
problems [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]. The progression of scientific knowledge since the inception of the scientific
discipline has been primarily facilitated by the development of technology, which has
significantly broadened the scope of observation, experimentation, data acquisition, data
processing, data communication, and information utilization [16].
      </p>
      <p>The Andean region is widely recognized as a significant geographical location that exhibits
early indications of food production systems and boasts unparalleled agrobiodiversity on a global
scale. This remarkable diversity is a direct outcome of thousands of years of deliberate cultivation
within an environment characterized by a remarkable heterogeneity of ecosystems and a diverse
array of human civilizations that place a high value on diversity as a means of managing risks
[17]. Peru serves as the focal point for the birth and proliferation of over 3,000 distinct local
potato cultivars, however with only a limited number of these kinds being commonly consumed
outside of the Andean vicinity [18]. Within this variety are native potatoes that have a unique
shape, smell, texture and flavor, and are a crop that adapts to different types of climate and has
resistance to adverse climatic factors such as frost and drought. For this reason, the Incas
cultivated them throughout the Andean region and improved them [19]. Native potatoes
(Solanum tuberosum spp. andigena) The pigments found in these plants are diverse and are
cultivated in the elevated Andean areas of Peru. These plants are distinguished by their
composition of bioactive chemicals, which exhibit preventive properties against a range of
degenerative disorders [20]. In the Apurímac region, producers are using increased returns to
scale (1.27), that is, an increase of 27% according to the elasticity of production in a single year,
which means that if production factors production such as seeds, wages and tractors would
double, native potato production would more than double [21]. Figure 1 shows the traditional
way of harvesting native potatoes by hand in the Apurímac region.</p>
      <p>In the Apurímac region, potato cultivation is one of the main agricultural resources that
supplies other regions in Peru, including the capital of Lima, however, it is necessary to maintain
adequate standards that allow better control over the crops. of potatoes, this is because the
weather can vary from one moment to the next and can cause losses in the harvest. Currently,
this concern is greater in the face of the coastal Niño phenomenon, where the climate has become
unstable throughout the agricultural sector, causing greater concern in potato crops, because
only one potato crop can be harvested per year, (it cannot be compared with other products such
as blueberries, which can produce up to eight harvests per year). The objective of this research is
to build a low-cost technological solution based on IoT to teach science through applied research,
developing a prototype that allows evaluating humidity and temperature control to improve
agricultural productivity in the Abancay region, Perú.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Methodology</title>
      <p>Because it represents a set of procedures organized sequentially to verify certain assumptions,
the study carried out has a quantitative approach. The order is rigorous, but we can redefine some
stages; each phase precedes the next [22], pre-experimental type, since they have the lowest
control of variables and do not assign subjects to the experiment randomly. In this type of
experiment, the researcher has no control over the extraneous or intervening variables, there is
no random assignment nor is there a control group [23].</p>
      <p>Based on the preliminary investigation, the scope was defined and the guidelines of the
proposed project were determined, a detailed plan was prepared and the theoretical framework
was developed, identifying the necessary components, and then in the experimental part,
measuring the quality of the soil and the water, the prototype for implementing the solution was
designed, then the physical construction of the system was carried out with the use of Arduino
and the sensors selected for the proposal (measuring pH, humidity and turbidity), the
appropriate interconnection was made. between components, ensuring that sensors accurately
and reliably capture the required data. Likewise, the code necessary for the operation of the
system was developed. Subsequently, a database was established in a cloud service to store the
collected data and monitor it from anywhere and at any time. The resulting data were validated
with the average data and the theoretical optimal data for proper cultivation. of the native potato
plantation. In the end, the results obtained were compared with other investigations and
subsequently concluded based on their experience and results.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Result.</title>
      <p>Activity
Study topic and problem
Identification
Problem Statement
Project objectives
Justification and scope
Theoretical framework
Methodology
Experimental application</p>
      <p>Table 1 describes the activities developed in the formative research process during an
academic semester for science teaching.
The activities developed according to what is indicated in the previous table are described below.</p>
      <sec id="sec-3-1">
        <title>3.1. Study topic and Problem identification</title>
        <p>The first element developed consists of the research topic that the students know or can
develop in it, the participants identified their strengths and weaknesses to develop in a field of
application, they adequately identified the topic, as well as the theoretical or technical knowledge
of the tools. with which they could develop within this field of the topic of study, so for example,
in the present proposed work, the group of students opted for a topic related to IoT, to develop
and deepen research and knowledge, this was viable because the participants They confirmed
that they know or identify some concepts and tools that may be required within this field.</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. Problem Statement</title>
        <p>Regarding the problem statement, the participants identified a real problem that can be
treated and investigated to make a proposal or possible solution viable. Within this point to be
discussed, the participants searched for studies related to the problem to be proposed (state of
the art), the which allowed them to know more precisely about the identified problem and, in the
same way, the possible alternative solutions. They supported the problem to be studied and
formulated the main objective of the study, as well as a minimum of two secondary problems that
derived from this main problem. The teacher was a knowledgeable and effective manager of the
proposal presented by the students, who received support and feedback from the teacher during
this activity.</p>
      </sec>
      <sec id="sec-3-3">
        <title>3.3. Project objectives</title>
        <p>Once the main problem and the specific problems were defined, the students proposed the
objectives that could be answered with the work carried out. They were aware at all times that
the activity developed should have responded to their approach, so that in this way, by answering
the objectives they could Identify if these influence the solution of the proposed problem.
Regarding this activity, they were guided regarding its formulation, identifying some main
aspects such as the use at the beginning of the verb in the infinitive and the application of common
taxonomies of verbs for the development of research, such as Bloom's revised taxonomy, levels
and verbs, or Bloom's Digital taxonomy that seeks to address new actions or objectives of current
practices where ICTs are used [24], Figure 2 shows Bloom's digital taxonomy. Depending on the
problem posed, the objectives to be developed and the orientation they may have will depend on
the digital context, if applicable.</p>
        <p>Higher Order Thinking Skills
Create
Assess
Analyze
Apply
Grasp
Remember</p>
        <p>Digital environment verbs
Film, program, blog, animate, video, mix, blog,
participate in a wiki, publish, direct, videocast,</p>
        <p>broadcast.</p>
        <p>Review, comment on a blog, publish, collaborate,
moderate, rework, participate in networks</p>
        <p>(networking), test.</p>
        <p>Link, recombine, reverse engineer, validate, crack,</p>
        <p>media information, collect.</p>
        <p>Load, run, play, hack, operate, share, upload files to</p>
        <p>a server, edit.</p>
        <p>Do Boolean searches, do advanced searches, use
Twitter, do journalism in blog format, categorize,</p>
        <p>tag, annotate, comment, subscribe.</p>
        <p>Highlight, use bullets, bookmark, bookmark sites,
search, participate in the social network, do Google</p>
        <p>searches.</p>
        <p>Lower Level Thinking Skills</p>
      </sec>
      <sec id="sec-3-4">
        <title>3.4. Justification and scope</title>
        <p>The justification of the proposal to be developed was always supported by the group that
carried out the research. They had to indicate why they wanted to carry out the research and
under what contexts it could be identified. The most common justifications by which they can be
guided are related to the social context (where they obtained the problem), the technological (on
the need for the technology with which the possible evaluation or solution to the problem
presented is carried out), and the economic (where they will allow the savings value to be
identified with the study to be carried out). The scope of the research was made up of the
delimitation of the study, where the limitations of attention to the problem presented, as well as
the proposal or solution developed, were identified.</p>
      </sec>
      <sec id="sec-3-5">
        <title>3.5. Theoretical framework of the activity to be developed.</title>
        <p>Regarding the theoretical framework within the present proposal, this allowed us to mainly
identify the necessary elements to be used in the experimental part, as well as schemes or
constructs that were needed to understand the proposed research. The following is a basic
example of the elements that can be identify for a better understanding of the activity carried out.</p>
        <p>Arduino UNO: A board to start with programming and electronics is the Arduino UNO. The
Arduino UNO is the most reliable, widely used version with the greatest amount of documentation
that the Arduino family can provide [25]. Figure 3 shows the Arduino board to use.</p>
        <p>pH Sensor (PH-7BNC): This probe sensor easily measures the pH of a liquid through its
controller board, which provides an analog value proportional to the measurement. The
controller has a potentiometer that helps the probe calibrate correctly.</p>
        <p>Humidity Sensor (fc28): The sensor monitors the humidity level of plants and remembers
when to water them, or even to create a fully automated irrigation system by adding a valve or
water pump.</p>
        <p>Turbidity Sensor (ST100): The sensor is optimized to measure air temperature. Reflective
thermal shrinkage reduces solar loading on the cable behind the thermistor. Wire transition is
used to minimize thermal conduction to the sensor tip. It can be installed outdoors and can
withstand various climates.</p>
        <p>NodeMCU V3: is a Wifi board that is compatible with Arduino for use in various IoT projects.
It is mounted on the ESP8266, and offers an integrated voltage regulator, and has USB
programming.</p>
        <p>In Figure 4 you can see the components described above.</p>
        <p>As could be seen, the theoretical framework is not necessarily extensive for this formative
stage of the students, it can be completed with more information, but the objective is to focus the
theoretical framework on the essential components for the application of the experimental part.
Methodology of the activity to be developed.</p>
        <p>The methodology proposed in this basic stage consisted of identifying the type, level and
design of research, taking as a source referential information or standardized bibliography of the
best-known authors. Within the identification at this stage, students understood the meaning of
basic research or applied, in the same way they identified which were the levels associated with
their research (exploratory, descriptive, correlational or explanatory), finally they understood if
the research design in this initial stage corresponds to transversal (a photograph of reality to
carry out the study , without modifying the existing reality), quasi-experimental (where two
identical study groups participate, one of control without experiment and another group to which
the experiment is applied), and finally if it is of pre-experimental type, differentiating it from the
type experimental because the intervening or environmental variables were not considered in
the study.</p>
      </sec>
      <sec id="sec-3-6">
        <title>3.6. Experimental application of the activity to be developed.</title>
        <p>Once the necessary components were identified, it was always ideal to develop a previous and
simulated prototype in software that allows checking the operation of the real development to be
implemented. There are various applications that facilitate the previous installation work before
proceeding with the physical devices, one of them ideal for Arduino. was TinkerCad, an online
website that allows you to simulate the prototype to be developed, another could be Proteus,
among others, the good thing about using the Arduino UNO board is that because it is the most
basic or common board, you could find various applications to use. Figure 5 shows the
development of the computer prototype with the elements described above.</p>
        <p>Subsequently, once it was verified that the pins are connected correctly and that all the
components have been validated in a simulation process for their operation, the circuit was
implemented with the acquired components. Figure 6 shows the implementation with real
components for the experimental application.</p>
        <p>Once the circuit has been implemented and the Arduino board has been programmed, it must
be tested to check its operation. Then, once the physical circuit has been implemented, the
connectivity between the circuit's Wi-Fi and the free cloud server that was obtained for this
prototype was also configured. During the investigation, the circuit must measure humidity, pH
and turbidity in short time intervals to send the information to cloud services so that it can be
read through an application.</p>
      </sec>
      <sec id="sec-3-7">
        <title>3.7. Results of the activity to be developed.</title>
        <p>The activity developed was carried out by checking the operation of the circuit, validating
specific points through pots that contained the plants and in the same way, with other similar
plants for comparison and confirmation, allowing the values proposed for the application to be
measured in this way. . Figure 7 shows the packaging of the prototype and the execution of the
project through pots with plants for this purpose.</p>
        <p>Similarly, Figure 8 shows data collected from the measurement of humidity, turbidity, and the
associated soil pH.</p>
        <p>The data was stored in the cloud so that it could be viewed and downloaded through a csv file.
In this way, it was possible to monitor in real time how the potato crops are in order to later carry
out better control over the harvest and production. Likewise, they could be compared with the
average or ideal values of native potato cultivation in the region.</p>
        <p>The conclusions of the work were drawn from the experience carried out in comparison with
the objectives set in the initial stage.</p>
      </sec>
      <sec id="sec-3-8">
        <title>3.8. Final report of the activity to be developed.</title>
        <p>For the preparation of the final report, which was developed in the last week of the academic
semester, the activities previously developed were collected, as well as the preparation of the
metadata among others, according to the structure described in table 2, the information could be
identified. necessary between what has already been developed in the previous activities and the
new information required to be built in this final stage.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Discussion</title>
      <p>- Conclusions.</p>
      <p>They add all references used in the project.</p>
      <p>They add relevant information, tables, images, procedures, development or
others, that are part of the project carried out and that complement the report
presented.</p>
      <p>With this, the students were able to understand science teaching through formative research
by seeing how an investigation was developed by developing all the processes indicated in the
outline of the final report.</p>
      <p>Murugan [26], In his work carried out, the author suggests the implementation of a smart
measurement system, referred to as TMHG, for the purpose of quantifying diverse agricultural
characteristics including soil moisture, temperature, humidity, and gas levels. The measured
values are presented on a liquid crystal display (LCD). Upon the detection of soil moisture and
humidity levels, the pump will activate or deactivate in accordance with the observed values. The
motor pump is controlled by the Arduino module through the utilization of an integrated C
application. Under typical circumstances, the pumps are deactivated. However, when the soil
moisture levels fall below specific threshold values, the pump is activated. This functionality has
been programmed within the Arduino module. The Arduino interface is responsible for
regulating the functioning of the pumps, which are utilized for ongoing irrigation of the fields
until the humidity levels above the predetermined upper threshold value, which is a work
consistent with the developed proposal that focuses on providing a monitoring solution for
optimal cultivation while maintaining controlling soil moisture and working with low-cost
solutions.</p>
      <p>Devira [27], in their work indicates that the sensors installed in the system can function
optimally and can send data values of sensor readings in real time to the Thingspeak cloud server,
so that users can monitor remotely through the application/web. To obtain more accurate and
precise measurement results, he recommended using a better-quality soil moisture sensor than
the YL-69, namely the VH400 sensor. However, for general use, such as implementing a smart
agriculture system in a residential garden, it is recommended to use the YL-69 soil moisture
sensor as it is more than sufficient, which is a relevant activity to evaluate the necessary
capabilities of the sensors installed to improve data collection in real time, similarly, in this work
the most suitable sensor for field data collection was evaluated.</p>
      <p>Finally, Cui [28] presents an agricultural greenhouse intelligence control system, The system,
which is capable of monitoring, presenting, and regulating the greenhouse environment in
realtime, utilizes the Arduino UNO R3 microcontroller as its foundation. It incorporates many
components such the DHT11 temperature and humidity sensor, GY-30 light sensor, relay, and
LCD screen. The system is capable of gathering, presenting, and regulating the current
measurements of temperature, humidity, and light intensity within the greenhouse environment,
which is a similar application for the control of agricultural factors, in a similar way to the present
proposal developed.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusions</title>
      <p>For all the above, it is concluded that through a project developed in IoT to monitor the pH of the
soil, the humidity, and the turbidity of the water, where native potato crops are grown in the
Apurímac region, it is possible to teach science through the scientific method, developing the
activities of identifying the topic of study, problem statement, objectives, justification, theoretical
framework, methodology, experimental application, results and conclusions.</p>
      <p>It is also concluded that it is necessary to adequately identify each stage of the process so that
the student can learn science by constructing knowledge, evaluating at all times the described
stages of the scientific method process and respecting the times assigned by week for the
activities to be developed.
10.1007/978-981-16-3448-2_14.
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    </sec>
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