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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Using a web application to realize the effect of AR in assessing the environmental impact of emissions source</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Sumy State University</institution>
          ,
          <addr-line>2 Rimskii-Korsakov Str., Sumy, 40007</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <fpage>0000</fpage>
      <lpage>0002</lpage>
      <abstract>
        <p>Revolutionary technologies of nowadays are virtual and augmented reality. Humanity's concern for nature may be affected by their ability to combine reality with the simulated effects of human impact on the environment. An urgent task today is creating software applications to assess the impact of human activities on the environment. Recently, most scientists have been trying to model the impact of various factors on environmental change today and for decades using information technology. Visual models are very impressive and they also make a deep impression on the psychological state of the person. This forces people to use natural resources wisely. In this article we have considered the sequential process of building and implementing models for assessing the impact of pollutants from a stationary emission source. We have created a software product that helps to show visually how the emissions of a chemical plant are spreading to the surrounding city. The harmfulness to the city of the cloud into which emissions are converted can also be calculated by the program. We have implemented a number of functions responsible for emission modeling, taking into account different conditions.</p>
      </abstract>
      <kwd-group>
        <kwd>web application</kwd>
        <kwd>pollution</kwd>
        <kwd>emissions</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>In the era of revolutionary technologies of VR and AR, students have many
opportunities for development and learning [17; 24].</p>
      <p>In the context of the COVID-19 pandemic, education around the world is making a
leap and urgently moving away from traditional learning. Every day more and more
applications are created to work in virtual classrooms, to perform virtual laboratory
work and conduct experiments [11; 3].</p>
      <p>These teaching methods can become a major tool in education and revolutionize
learning [12; 7]. Teachers can use VR and AR to interact with different objects in
threedimensional space.</p>
      <p>Augmented reality through the educational environment can eventually be crucial to
the future of our planet.
___________________
Copyright © 2020 for this paper by its authors. Use permitted under Creative Commons License
Attribution 4.0 International (CC BY 4.0).</p>
      <p>Computer visualization is a powerful tool for demonstrating to mankind the crisis
state of the planet. The ability to master modern methods and tools of computer
visualization allows you to present information in forms that enhance perception,
greatly simplifying and accelerating its analysis, synthesis, evaluation and forecasting,
which makes these skills an integral tool of modern scientific research and practical
activities in the field of nature management and environmental protection.</p>
      <p>
        In the modern world, environmental problems in their social significance have come
to one of the first places. The rapid development of human activities led to an intense,
often destructive, environmental impact. Human influence on nature occurs both
through the transformation of natural systems that have developed over millennia and
as a result of pollution of soils [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], water [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ], and air [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ], [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. This led to a sharp
deterioration in the state of nature, often with irreversible consequences [
        <xref ref-type="bibr" rid="ref20">20</xref>
        ]. The
environmental crisis is a real danger: in almost every region we are witnessing the rapid
development of crisis situations [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
      </p>
      <p>
        The development of information technology in particular information tools
(services) makes it clear the need to increase the intellectualization of tools for
visualization of research results in environment as well as the creation of software that
meets the requirements of modern IT which could be easily modified and adapted to
constantly changing research conditions [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ]. The emergence of a new approach to the
visualization of result information can bring systematic environment research to a new
level of information perception [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ], [
        <xref ref-type="bibr" rid="ref23">23</xref>
        ].
      </p>
      <p>The main reason of the work was to develop a mobile application that allows you to
minimize the calculation of the range of pollution spread from emission sources and
visually understand the algorithm of this dependence</p>
      <p>The use of virtual and augmented reality for environmental awareness is not the first
tool. But it is difficult to ignore its potential to reach a new audience and effectively
educate its impact on pollution.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Literature review</title>
      <p>Modern visualization technologies using VR and AR are very fully described in works
[1; 10; 15].</p>
      <p>Augmented and virtual realities are just beginning to be used in environmental
education. Here are some examples.</p>
      <p>
        “Every Kid in a Park” is an initiative led by the USDA Forest Service. This
application allows you to learn about natural resources, culture and history of the
country [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ].
      </p>
      <p>
        “Agents of Discovery” – this game has 50 forests of America. Playing it, you can
learn a lot of interesting things about the environment and master the possibilities of
augmented reality. This game gives you the opportunity at an early age to start taking
care of the environment, forests, their flora and fauna [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ].
      </p>
      <p>
        There is another application that allows you to immerse yourself in the world of the
underwater kingdom – Our Ocean Life. This is an exhibit at the Art Science Museum
in Singapore, which visually illuminates the huge amount of plastic that people dump
[
        <xref ref-type="bibr" rid="ref25">25</xref>
        ].
      </p>
      <p>Consider which popular software projects for environmental protection [14; 21] and
ecology exist, and can be reformatted and supplemented by augmented reality.</p>
      <p>
        Commute Greener – Offers is the most efficient route on the map, as well as travel
sharing in your area [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]. Lea fully – this application warns you when your power
consumption goes overboard and requires a reduction. Climate Counts – it is a database
which contains most of the world’s largest companies, where they are ranked according
to their work on climate change [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]. Green Meter is an energy consumption tracker
for your car that is designed to identify and change your driving habits in order to save
fuel. Pollution is an application for measuring air quality. It also identifies potential
sources of pollutants in the air, water, and soil, from plants to power plants. Green
Travel Choice is an application that tries to minimize the environmental impact of your
trips. Climate Wikience is a free application for fast 3D visualization and analysis of
environmental data [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ].
3
      </p>
    </sec>
    <sec id="sec-3">
      <title>Research methodology</title>
      <p>The distribution of pollutants in the atmosphere around the source of emissions occurs
in general according to the laws of the material world, which are mostly known to
science in its various fields (Physics, Chemistry, Climatology, Theory of Random
Processes, etc.).</p>
      <p>The conditions that affect this process can be conditionally divided into the
following groups (factors of influence):
 source parameters;
 flare parameters (dust and air mixture);
 Conditions of exit of the torch from the source opening;
 Characteristics of the atmospheric air in the emission zone (external environment)
and characteristics of the underlying ground surface.</p>
      <p>Consider the simplest model for calculating the range of atmospheric contaminants for
a point-in-station discharge facility (enterprise pipe).To do this, we consider 4
consecutive stages of its implementation [21; 23].</p>
      <p>The simplest model for the propagation of an individual air pollutant into the air is
to take into account the influence of the height (H) of the source (i.e. a separate pipe)
on the range (L) of the air pollution by this impurity. As a rule, this estimate will be
rather approximate, but it is used for relatively rough assumptions in the first
approximation.</p>
      <p>Stage I. The range of propagation of a substance from the source of its release into
the atmosphere, depending on its height (H) can be estimated by the expression
L(Н) = Кn · Н,
(1)
where Н – is a pipe height, m;</p>
      <p>Кn – is a coefficient taking into account the aggregate state of the substance (for
gases Кgn=120, for solids Кsn=90).</p>
      <p>As a rule, the effect of the aggregate state is taken into account fairly approximately
according to empirical evidence. However, at this stage it is possible to estimate the
range of the contamination zone with a fairly satisfactory approximation. Nevertheless,
this model allows us to investigate the effect of the height of the emission source on the
spread of pollution in the ground layer of the air under unknown other conditions.</p>
      <p>As a result of the first stage, we can conclude that by changing the height of the
source of emissions into the atmosphere, it is possible to regulate in some limits both
the magnitude of the concentration of the substance and the range of its distribution,
and therefore the size of the contamination zone.</p>
      <p>Stage II. Substances by aggregate state can be attributed to one of the following
types: solid, gaseous, liquid and the like. Each of them is characterized by a different
rate of sedimentation in the air. This directly affects the residence time of the pollutant
in the atmosphere from the moment it is released into the atmosphere until it is
deposited on the Earth’s surface (or water surface).</p>
      <p>It is known that the longer the impurities are in the air, the further they can be
attributed to the source of its emission. That is, those over a larger area, different objects
will be adversely affected by the polluted atmosphere.</p>
      <p>Taking into account the settling velocity of substances of different aggregate state,
it is possible to specify the model of the range of impurity propagation in the air. In this
embodiment, the model looks like</p>
      <p>L(Н, F) = 30 · (5 – F) · Н,
(2)
where F – is a rate of sedimentation rate of a substance in the air.</p>
      <p>It is clear that the heavier the particles of matter, the greater the rate of their
deposition, the closer to the source of their emission they fall to the surface of the earth
(table 1).</p>
      <p>Substances
Gaseous, aerosols, fine solids with a particle radius r ≤ 0,1 μm (which are the germ
of fog droplets and clouds)
Aerosols and fine solids at r ≤ 0.1 – 0.5 μm (with a more than 90% emission
purification rate)
Extremely solid at r ≥ 1 μm (less than 75% or in the absence of purification)
F
1
2
3</p>
      <p>Stage III. There is a physical pattern that more heated objects (gases, objects, layers
of air) rise upwards (at least until their temperatures equalize) with respect to the less
heated environment. The force of this direction is greater, the greater the difference
between the temperatures of the environment and this object.</p>
      <p>In relation to the dust-air mixture emitted by the sources into the atmosphere, this
difference is called the torch overheating and is measured by
ΔТ = Тf – Та,
(3)
where Тf – is the temperature of the torch of the dust-air mixture at the mouth of the
source of its emission into the atmosphere;
Та – is the ambient air temperature.</p>
      <p>The magnitude of the lifting force determines the lifting height of the emission torch
until the difference between the temperatures of the mixture of emission and ambient
air disappears, i.e. ΔT → 0. This is a visual explanation of the behavior of the smoke
pipes from the pipes of the facilities.</p>
      <p>Taking into account the influence of temperature characteristics on the range of
contamination, the model gives this expression</p>
      <p>L(Н, F ,Т) = 30 · Н · (5–F) · (1+ ΔТ / 75 ).</p>
      <p>Stage IV. Not only air temperature, but also the direction and strength of the wind
affects the nature and range of pollutants in the atmosphere. As the wind blows in
different directions, as a rule, at different times, with different force throughout the
year, impurities from the source spread at different distances in different directions.</p>
      <p>The pattern of recurrence of wind directions during a year in certain directions is
called the wind rose. We have spread eight octagon, which characterizes 8 directions:
north (Mon), northeast (PNS), east (C), southeast (PdS), south (Pd), southwest (PZZ),
west (C), north the West (Mon).The average frequency (P) of wind in a particular
direction (% or fraction of a unit) is determined according to hydro meteorological
statistics and can be used for different periods of time (average annual, season, summer,
winter, day, etc.) for different terrain.</p>
      <p>Taking into account the wind rose, the model of the range of pollution spread in the
emission zone into the atmosphere of a point stationary source is refined.
(4)
L(H¸F¸T¸P) = 30·Н·(5–F)·(1+ΔТ / 75)·Рі / Рc,
(5)
where Рі – is the recurrence of wind in the i-th direction;
Рc – is the recurrence of wind in circular wind corners (12.5%).</p>
      <p>
        In recent years, web applications are developing rapidly, gradually replacing desktop
solutions and becoming the most important component of the program development in
the modern world [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        A web application is traditionally divided into two parts: client and server [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ]. The
client part, or just the client, is the “face” of the application, what the user sees. It is
responsible for the interface and direct interaction with users. The client prepares
responses to it and processes responses from it. It’s providing to make a fast and
universal application, which can be used from different devices [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. That is why, that
was chosen for the further development of program, which visualize clouds form
changing and emissions from its according to special model of the spread of pollution
in the emission zone.
      </p>
      <p>In general, modeling of clouds form changing and emissions from it according to
special model of the spread of pollution in the emission zone is divided into the next
major steps: Validate Input, Get Wind Side, Calculate Model, Create Cloud, Show
Result. Processing of texture objects involves the following: analysis of objects and the
selection of appropriate textures, materials or their creation, and then their placement
in a scene for each object.</p>
      <p>The main method for modeling 3D objects is modeling based on standard sets of
devices, which, as a rule, serve as folding objects for folding objects. The process of
visualizing objects, as a rule, consists of the following steps: preparing scenes for
visualization and setting the appropriate settings.</p>
      <p>Nowadays, when the computing power of computers has become quite high, the
visualization of various natural phenomena is considered quite demanded by the task,
since objects, connected with our environment as the sky or clouds are an integral part
of almost any natural scene. All these details have a significant impact on realism and
their implementation finds itself in various fields (development of computer games,
special effects modeling, and animation creation). In a special way in this series
modeling of the sky and clouds is highlighted.</p>
      <p>Clouds are dynamic objects whose structure is complex and heterogeneous: their
particles are uneven, both on the border and inside the clouds. They are constantly
changing and often depend on additional factors. But when rendering attention is paid
to particles on the surface of the clouds, as for effects associated with cloudiness, then
one of the possible solutions to this problem can be considered the use of particle
systems. This method is applied if necessary visualize a large number of small objects
that do not have clear boundaries. And its principle is that all parts of the system have
a similar appearance, a certain lifetime, and obey the same law of resizing, colors,
speeds, etc. This method is often used in modeling such effects like a smoke, fog, and
explosion. In our case, this is a suitable way for precipitation modeling.</p>
      <p>The first preparation step is checking the side of the wind, which we will use in the
future to visualize our system (fig. 1).</p>
      <p>To calculate the distribution distance of clouds form changing and emissions, we use
the following model (fig. 2).</p>
      <p>After calculating we need to prepare some data, which need for visualizing. You can
adjust the orientation of the polygon as follows. The vector product of the direction
vector of the gaze and any other vector is no collinear with the first. The resulting vector
lies in the desired plane. Turning it the right number of times, we get the tops of the
panel responsible for the given particle (fig. 3) and (fig. 4).</p>
      <p>When implemented, the most important issue is the choice of the number of particles
simultaneously present in the scene and the way they are renderings. For cloud’s
modeling, we use small circle of elements. This allows you to achieve a good visual
effect. It is also worth noting that when turning the scene, the particles representing
regular polygons can degenerate into segments, so the use of panels (fig. 5).</p>
    </sec>
    <sec id="sec-4">
      <title>Results</title>
      <p>This application architecture allows you to create a flexible WEB – application quickly.
To start working with program you need to follow the link
https://emissionvisualizer.herokuapp.com/ First of all, you need to enter data into the
appropriate fields. Data will be validated by special function, which shows result for
user. The next step is to choose the side of the wind. It is available to choose one of 8
sides. After that you need to click on “Calculate” button to see the results of calculating
and visualized cloud (fig. 6).</p>
    </sec>
    <sec id="sec-5">
      <title>Conclusions</title>
      <p>Therefore, different recurrence of wind in different directions causes different range of
pollutants spreading from the source of their emission and accordingly influences the
peculiarities of the shape of the zone of pollution.</p>
      <p>The considered model of estimation of the range of pollutants from the source of
their emissions is the basis for the calculation of the sanitary protection zone of the
enterprise and used to develop a mobile application (a computer program) for the
convenience of calculating the possible impact on a real business entity.</p>
      <p>This model provides opportunity to calculate the range of distribution for different
clouds. Using it we can show 3D object for the cloud scale analysis.</p>
      <p>The next project will be devoted for studying environmental pollution by all
chemical factories in our country. The number of photographs of chemical enterprises
in various cities of our country will be increased and wind roses for them will be
calculated with the help of this application. The next step is the photos will be used as
markers for creation AR, which will combine the image of the pipe with which the
emission moves with the territory of the city. We can see ourselves at any factory in
our country while being at home or in the classroom. The development of this
laboratory work will be introduced into the educational process of students of the
specialty Environmental Protection Technologies.</p>
    </sec>
  </body>
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