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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>Information Technology and Interactions, December</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>and Modeling of Filter Elements Production Process Control System Using Petri Nets</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Svitlana Popereshnyak</string-name>
          <email>spopereshnyak@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anastasiya Vecherkovskaya</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Taras Shevchenko National University of Kyiv</institution>
          ,
          <addr-line>Bohdan Hawrylyshyn str. 24, Kyiv, UA-04116</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2020</year>
      </pub-date>
      <volume>0</volume>
      <fpage>2</fpage>
      <lpage>03</lpage>
      <abstract>
        <p>The purpose of this work is development and use of a mathematical apparatus for modeling the polypropylene fibrous filter elements (PFFE) production process control system based on the Petri net, which considers all stages of filter elements production at the enterprise. Real technological processes have a finite duration, which can be depicted graphically on Petri nets. This article reviews the possibility of using the Petri net for modeling the processes of polypropylene fibrous filter elements production, and also highlights a number of the Petri net advantages in modeling. Petri net; production management system; modeling; technological process; sequence The production of polypropylene filter elements by the method of pneumo-extrusion refers to process production, where each technological process is a sequence of technological operations, each of which cannot be interrupted at any time. It is very important to develop a model that considers all production processes and equipment operating cycle. Such model is necessary to increase the production process performance</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>diagram</p>
    </sec>
    <sec id="sec-2">
      <title>1. Introduction</title>
      <p>and
the
entire
pneumo-extrusion
method
polypropylene filter elements production process improvement as a whole.</p>
      <p>The processing of polymers, in particular polypropylene, is preceded by the design of the product
pattern, the choice of the optimal method of processing, technological equipment design and
manufacturing, polymer composition formulation development, its preparation and formation
arrangement.</p>
      <p>The actual processing of the polymer involves the products formation and their further processing
in order to improve the polymer material properties (heat treatment, radiative crosslinking, etc.).</p>
      <p>
        Simulation is the main research method in all fields of knowledge and the complex systems
characteristics evaluation method for decision making in various fields of engineering is scientifically
rationalized. Existing and projected systems can be effectively researched
with the help of
mathematical models (analytical and simulation) implemented on modern computers, which in this
case act as the experimenter tool with system model [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Today, there are following main types of
modeling: statistical modeling, information modeling, mathematical modeling, comput er modeling,
etc.
      </p>
      <p>The purpose of this work is development and use of a mathematical apparatus for modeling the
polypropylene filter elements production process control system where filter elements are made by
pneumo-extrusion method based on the Petri net. Petri net considers all stages of polypropylene filter
elements production by the pneumo-extrusion method at the enterprise; not only the order of action,
but also the temporal characteristics, construction of a Discrete Petri net, it simulates the process of
polypropylene filter elements production by the pneumo-extrusion method at the enterprise.</p>
      <p>2020 Copyright for this paper by its authors.</p>
      <p>
        Petri net (PN) is a mathematical apparatus for modeling dynamic discrete systems. First described
by Carl Adam Petri in 1962. Most experts consider PN to be one of the most modern and most
effective means of different classes systems graphical and mathematical modeling [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. PN is a
powerful tool for describing systems that use concurrency, synchronization, and collective resources,
including industrial productions, with the purpose of coordinating processes and making operational
decisions to manage them. PN is an extension of classical graph theory. PN theory gives the
opportunity to specify systems using mathematical representation, the analysis of which helps to
obtain important information about the structure and dynamic behavior of the modeled system [
        <xref ref-type="bibr" rid="ref2 ref3">2, 3</xref>
        ].
      </p>
      <p>
        Currently, there are the following main types of Petri nets(PN): discrete PN, stochastic PN,
functional PN, color PN, inhibitory PN, and hierarchical PN. There are advantages of PN in
modeling: the model lucidity, the ability to perform analysis using computer technology, the
hierarchical modeling possibility, as well as a high level of discrete event systems formalization. It
should be noted that in recent years interest in PN has increased significantly [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
      </p>
    </sec>
    <sec id="sec-3">
      <title>2. The technological process of production</title>
      <p>
        The technological polypropylene filter elements production process, made by the
pneumoextrusion method, consist of the following operations: production order placement, filter element
calculation, template and raw materials preparation, extrusion, spraying template with polypropylene
[
        <xref ref-type="bibr" rid="ref5 ref6">5, 6</xref>
        ]. The technological polypropylene filter elements production process, made by the
pneumoextrusion method, can be divided into four main technological stages: raw materials preparation stage;
raw materials milling; The melting stage; Spraying stage. At each stage of the production process, a
certain type of equipment is used. The developed classification scheme is shown in Fig. 1.
      </p>
      <sec id="sec-3-1">
        <title>Equipment</title>
      </sec>
      <sec id="sec-3-2">
        <title>Computer</title>
      </sec>
      <sec id="sec-3-3">
        <title>Screw</title>
      </sec>
      <sec id="sec-3-4">
        <title>Extruder</title>
      </sec>
      <sec id="sec-3-5">
        <title>Pump</title>
      </sec>
      <sec id="sec-3-6">
        <title>Bunker for raw materials</title>
      </sec>
      <sec id="sec-3-7">
        <title>Dosing pump</title>
      </sec>
      <sec id="sec-3-8">
        <title>Motor</title>
      </sec>
      <sec id="sec-3-9">
        <title>Ring heater</title>
      </sec>
      <sec id="sec-3-10">
        <title>Thermocouple</title>
      </sec>
      <sec id="sec-3-11">
        <title>Distribution node</title>
      </sec>
      <sec id="sec-3-12">
        <title>Reducer</title>
      </sec>
      <sec id="sec-3-13">
        <title>Technology</title>
      </sec>
      <sec id="sec-3-14">
        <title>Step process</title>
      </sec>
      <sec id="sec-3-15">
        <title>Order processing</title>
      </sec>
      <sec id="sec-3-16">
        <title>Filter element calculation process</title>
      </sec>
      <sec id="sec-3-17">
        <title>Templates and raw material preparation process</title>
      </sec>
      <sec id="sec-3-18">
        <title>Extrusion process</title>
      </sec>
      <sec id="sec-3-19">
        <title>Process of spraying materials for the template</title>
        <p>Getting information from the customer
Scheduling of the order, pricing
Transfer of production order
Receiving an order from a manager
Calculation of the filter element and
the number of layers
Loading raw materials into the bunker
Milling of polypropylene granules</p>
        <p>Cooling materials</p>
        <p>Melting raw materials
Moving materials between thermal
zones</p>
        <p>Keeping the temperature
Moving the melting mass to the spray
head
Feed the hot air to the spray head
Spraying on a rotating template</p>
        <sec id="sec-3-19-1">
          <title>Receiving information from the customer</title>
        </sec>
        <sec id="sec-3-19-2">
          <title>Drawing up a calendar plan for order</title>
          <p>fulfillment, price formation</p>
        </sec>
        <sec id="sec-3-19-3">
          <title>The order transfer for production</title>
        </sec>
        <sec id="sec-3-19-4">
          <title>Receiving an order from the manager</title>
        </sec>
        <sec id="sec-3-19-5">
          <title>The layers quantities and their thickness calculation , depending on the field of application</title>
        </sec>
        <sec id="sec-3-19-6">
          <title>The raw materials amount calculation, depending on the order, and preliminary calculations</title>
        </sec>
        <sec id="sec-3-19-7">
          <title>Loading of raw materials into the bunker</title>
        </sec>
        <sec id="sec-3-19-8">
          <title>Grinding of polypropylene granules</title>
        </sec>
        <sec id="sec-3-19-9">
          <title>Raw materials cooling</title>
        </sec>
        <sec id="sec-3-19-10">
          <title>Raw materials melting</title>
        </sec>
        <sec id="sec-3-19-11">
          <title>Movement of raw materials between thermal zones</title>
        </sec>
        <sec id="sec-3-19-12">
          <title>Maintaining the temperature</title>
        </sec>
        <sec id="sec-3-19-13">
          <title>Moving the melting mass to the spray head</title>
        </sec>
        <sec id="sec-3-19-14">
          <title>Air supply to the spray head PW1</title>
        </sec>
        <sec id="sec-3-19-15">
          <title>Order arrangement PW2</title>
        </sec>
        <sec id="sec-3-19-16">
          <title>Calculation</title>
          <p>PW3, Raw</p>
        </sec>
        <sec id="sec-3-19-17">
          <title>TP4, CT, preparation CC materials TP5, CT</title>
        </sec>
        <sec id="sec-3-19-18">
          <title>Extrusion</title>
          <p>TP6, CT</p>
        </sec>
        <sec id="sec-3-19-19">
          <title>Spraying workpiece on the</title>
          <p>TP6.3</p>
        </sec>
        <sec id="sec-3-19-20">
          <title>Spraying on a rotating workpiece Figure 2: Technological scheme of polypropylene filter elements production by pneumoextrusion method</title>
          <p>An important issue for human life and activity is the efficient use of water resources of the planet.
An important process for the research is the stage of filtration. Models for describing water filtration
differ in supplying of data, the ability to check the adequacy in the real conditions.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>3. Model of filter elements for liquid and gas environments</title>
      <p>
        It is known a technology which includes forming a backing layer of thick fibers and depositing
fine fibers thereon. [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]
      </p>
      <p>The task of the proposed technology is the creation of an inexpensive multi-layer filter element of
the filter-separator that provides a high degree of purification of gaseous and liquid media, such as
natural gas and liquid fuel, both from mechanical impurities and free moisture contained in the
filtered medium in the form of aerosols.</p>
      <p>The setted task is achieved due to the fact that a known multilayer filter element for liquid and
gaseous media made of fibers of a thermoplastic polymer, preferably polypropylene, and consisting of
alternating thick-fiber and fine-fiber layers is made by extrusion in the form of a hollow cylinder with
a thick-fiber outer layer, Thick-fiber layers consist of fibers with a diameter of 100-150 microns, and
fine-fiber layers - from fibers with a diameter of 1-5 microns.</p>
      <p>Unlike the filter element according to the prior art, the present invention allows to create an
inexpensive, efficiently operating filter element by:
- performing the filter element in the form of a hollow cylinder by extrusion (in the prototype,
the tubular filter element is obtained by folding a pre-fabricated multilayer sheet of complex
structure);
- the execution of the layer on the input side of the medium to be filtered with a thick -fiber,
absorbing coarse mechanical impurities (in the prototype, the role of filter layers is performed
by thin-fiber layers, and the thick-fiber layers serve as a spacer between them). The main
purpose, as follows from the description, is to lining the fine- Its formation);
- alternating layers of the same density from a fiber with a diameter of 100-150 microns with
layers, whose density decreases along the path of the filtered medium, and which are made of
a fiber with a diameter of 1-5 microns.</p>
      <p>The essence of this method is illustrated by the following example.</p>
      <p>Example: Polypropylene fibers were extruded by forming a filter element in the form of a hollow
cylinder consisting of seven layers. The characteristics of the layers are given in the table 1.</p>
      <p>When the first thick-fiber layer, made of a fiber with a diameter of 100-150 microns, having a
density of 0.20 g / cc and a thickness of 20% of the thickness of the filter element, is filtered, the
filtered medium / natural gas or liquid fuel is freed from coarse mechanical impurities. In the next, a
thin-fiber layer, whose density is 0.40 g / cc and fiber diameter is 1-5 microns, a process of finer
purification takes place, as well as coarsening of water droplets contained in the filtered medium in
the form of aerosols and the formation of water films. When the filtered medium leaves the fine-fiber
layer in the thick-fiber layer, the laminar process turns into a turbulent layer, which is accompanied by
a significant loss of kinetic energy, especially the heavier fractions of the filtered medium (water and
impurities contained in it). At the same time, under the action of gravity forces, partial drainage of
heavy fractions occurs to the lower part of the filter element and about 70% of the dropping water is
removed from the filtered medium.</p>
      <p>This is facilitated by the change in the turbulent process to laminar when the filtered medium
enters a denser, finer-fiber layer with a density of 0,30 g / cc (the fourth in the direction of motion). In
this layer, drops of water partially reach the bottom of the filter element.</p>
      <p>Each time when the filtered medium passes from the fine-fiber layer to the thick-fiber layer (from
the denser layer to the less dense layer), the laminar process becomes turbulent and the water drops
and the water is removed from the medium to be filtered. The density of the fine-fiber layers
decreases along the motion of the medium to be filtered, while the density of the thick -fiber layers
remains constant.</p>
      <p>The proposed design provides almost complete removal of mechanical impurities and allows to
purify natural gas or liquid oil products from drip water by 97-98%.</p>
      <p>The multilayer fibrous structure of the filter element according to the invention provides an
efficient cleaning of liquid and gas media from mechanical impurities and free water present in the
filtered medium in the form of aerosols. The use of fibers of a thermoplastic polymer, advantageously
of a polymer, gives the filter element a high chemical resistance to a wide range of chemicals.</p>
      <p>Compared to similar filter elements, the filter element in question is of low cost, easy to assemble
and dismantle.</p>
      <p>Models for describing water filtration differ one from another in supplying of data. Explored model
of water filtration makes it possible to evaluate the advantages and disadvantages of forming a model
of the filter with Thermal polymers in which the filtering partition is formed by continuous fibers
Thermal concluded on the winding core. Advantages include the fibrous structure of the filter (fibers
with a size of about 20 μm) and its material (polypropylene) ensures the appearance of an induced
electric potential when the liquid moves through the filter layer, which in turn helps to destroy the
double electrical layer of colloidal microparticles and fix them inside the filter layer. This effect
causes a sufficiently high degree of purification of liquids from colloidal microparticles in a wide
range of sizes from 0.1 to 5 μm.</p>
    </sec>
    <sec id="sec-5">
      <title>4. Construction of the Petri net</title>
      <p>
        Let us dwell on Petri nets with time constraints to analyze the polypropylene filtering fibrous
elements production process. Real technological processes have a finite duration, which can be
depicted graphically on time schedules. Because for the chemists who develop systems of periodic
action and flexible automated production systems, the apparatus of Petri nets is little known [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>
        Graphically, the Petri net is denoted as follows. Positions are represented by places, transitions are
by thickened bars (barriers), marking by points inside places, and any number of points inside a place
is allowed.
vertices represented by natural numbers [
        <xref ref-type="bibr" rid="ref11 ref3">3, 11</xref>
        ].
      </p>
      <p>Discrete Petri nets is a two-part oriented graph supplemented by the characteristics of arcs and
  = ( ,  ,  ,  0,  ′,  ′′)
where Р = {pi}– positions set;
T = {tj} – transitions set;

 0, 
⊆ (
×  )  (</p>
      <p>×  ) – finite arcs set (indeterminacy function);
→ {0, 1, 2, … } – initial network markup;
 ′ = { 1′ ,  2′, … ,   ′, } – transitions minimum delay times set;
 ′′ = { 1′′,  2′′, … ,   ′′, } – transitions minimum delay times set.</p>
      <p>
        Petri nets are mainly used to model so-called interactive operations or interactions when several (at
least two) technological devices are involved in the operation. The interaction simulations are
performed in order to identify additional system resources, conflict situations for the further device
interaction process control. However, Petri nets can successfully model much simpler operations,
such as sequential processes in periodic devices. Of course, the Petri network models not its own
technological processes but only their sequence as a result of the certain conditions fulfillment [
        <xref ref-type="bibr" rid="ref10 ref11">10,
11</xref>
        ].
      </p>
      <p>Discrete Petri nets are one of the known extensions of basic Petri nets used to model systems and
processes. Analysis of which must consider not only the order of action but also temporal
characteristics.</p>
      <p>Such networks are widely used in the research of technological and organizational management
systems.</p>
      <p>We define the technological operations (conditions) for modeling using Petri nets, presented in the
form of a Table 2.</p>
      <sec id="sec-5-1">
        <title>Technological operations</title>
      </sec>
      <sec id="sec-5-2">
        <title>Packaged in granules’ raw materials (polypropylene) shipt to production.</title>
      </sec>
      <sec id="sec-5-3">
        <title>At bunker entrance.</title>
      </sec>
      <sec id="sec-5-4">
        <title>Polypropylene is filled into the bunker of the 50 liters extruder. (loading)</title>
      </sec>
      <sec id="sec-5-5">
        <title>Raw material cooling in the loading area of the extruder.</title>
      </sec>
      <sec id="sec-5-6">
        <title>Screw in standby</title>
      </sec>
      <sec id="sec-5-7">
        <title>Polypropylene granules begin grinding under screw pressure (milling)</title>
      </sec>
      <sec id="sec-5-8">
        <title>Maintaining the temperature in the extruder zones</title>
      </sec>
      <sec id="sec-5-9">
        <title>Moving molten materials to the 1st thermal zone, heating to 150 ° C</title>
      </sec>
      <sec id="sec-5-10">
        <title>Moving to the 2nd thermal zone, further to heating - 250 °</title>
      </sec>
      <sec id="sec-5-11">
        <title>Moving to the 3rd zone - final heating with the maximum temperature 320 ° С</title>
      </sec>
      <sec id="sec-5-12">
        <title>Moving to the last zone - the zone of the pipe arm, in this zone melt temperature 352 ° C (melting)</title>
      </sec>
      <sec id="sec-5-13">
        <title>Temperature control in the pipe arm, pumping melting mass</title>
      </sec>
      <sec id="sec-5-14">
        <title>Through the pipe arm the melting mass of the polypropylene enters the girder</title>
      </sec>
      <sec id="sec-5-15">
        <title>Air supply to the spray head of the dosing pump</title>
      </sec>
      <sec id="sec-5-16">
        <title>The melting mass enters the spray head of the dosing pump. (All four of them)</title>
      </sec>
      <sec id="sec-5-17">
        <title>The melting mass is sprayed on 4 templets (each head is sprayed on one templet) made of polyvinyl chloride (spray)</title>
        <p>We define the states:
- the start of the technological process(TP) and
- the finish of the technological process.</p>
        <p>Draw up a table of input and output conditions (Table 3, Table 4).</p>
        <p>Designation of
operations
О1
О2</p>
        <p>The described situation is modeled by the Petri net, which is presented in the form of a table
(Table 4) and its graphical representation (Fig.3). As can be seen from table 3, there is a one-to-one
P1
P2
t1</p>
        <p>t2
P3
{
P4
t9

t3
P14
P15</p>
        <p>};
};
t4
t5</p>
        <p>t6
P5</p>
        <p>P6
t7</p>
        <p>P10
P9
P8</p>
        <p>P7
t9</p>
        <p>t8
P13</p>
        <p>P12</p>
        <p>P11
correspondence is established between technological operations and network positions, as well as
between equipment states and network transitions:
{Technological operation} ↔ {
{ } ↔ { };
{ } ↔ { };
} ↔ {</p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>5. Optimal flex fiber development algorithm</title>
      <p>Conducted experimental and theoretical researches have made it possible to form a universal
algorithm (Fig. 4) for obtaining the optimum fiber thickness, depending on the technological process
physical characteristics. The presented algorithm allows solving the following problems:
 supports the creation of polypropylene fibrous filtering elements formulations with
specified consumer characteristics, depending on the application field and optimal cost;
 forms recommendations on the filtering characteristics of the received polypropylene
fibrous filter elements according to current standards (DSTU, TU, etc.);
 provides search of optimum physical characteristics at all stages of technological process;
 analyzes the final product quality, identifies technological problems and suggests
solutions.</p>
      <p>The algorithm of the optimum polypropylene fibrous filter elements fibers thickness as the main
task requiring automation is presented as a block diagram in Fig. 3.</p>
      <sec id="sec-6-1">
        <title>Receiving input data</title>
      </sec>
      <sec id="sec-6-2">
        <title>Setting goals to develop a new, or modifying existing formulas for a given fiber thickness</title>
      </sec>
      <sec id="sec-6-3">
        <title>Formation of criteria</title>
      </sec>
      <sec id="sec-6-4">
        <title>Formation of restrictions</title>
      </sec>
      <sec id="sec-6-5">
        <title>Construction of mathematical model</title>
      </sec>
      <sec id="sec-6-6">
        <title>Input data correction</title>
      </sec>
      <sec id="sec-6-7">
        <title>Is it acceptable solution?</title>
      </sec>
      <sec id="sec-6-8">
        <title>Is there an optimal solution? Yes</title>
      </sec>
      <sec id="sec-6-9">
        <title>Solution options calculation</title>
      </sec>
      <sec id="sec-6-10">
        <title>Retrieved solution</title>
      </sec>
      <sec id="sec-6-11">
        <title>The optimum fiber thickness was found End No</title>
      </sec>
      <sec id="sec-6-12">
        <title>Input data correction No</title>
      </sec>
      <sec id="sec-6-13">
        <title>Restrictions adjustment</title>
        <p>The presented algorithm can be used to select the fiber structure of a polypropylene filter element
depending on the application field.</p>
      </sec>
    </sec>
    <sec id="sec-7">
      <title>6. Conclusions</title>
      <p>Models of water filtration makes it possible to evaluate the advantages and disadvantages of
forming a model of the filter with Thermal polymers in which the filtering partition is formed by
continuous fibers Thermal concluded on the winding core.</p>
      <p>Advantages include the fibrous structure of the filter.</p>
      <p>The disadvantages are when we form a pore with a gas bubble, we can more accurately determine
the diameter of the pore that we want to get. And in a fiber filter this is achieved by increasing or
decreasing the packing density of the fibers in the layers of the filter and the thickness of the fiber
itself. And it can be programmed only in the laboratory by an experimental method. Not every
production can afford the choice of parameters through laboratory research.</p>
      <p>We have reviewed the polypropylene fibrous filter elements technological production process
control system modeling using the Petri net. Modeling is one of the main research methods in all
fields of knowledge and a scientifically justified method for evaluating the complex systems
characteristics used in various fields of engineering decision making. Petri nets are simple but
effective in analyzing production systems method. A model of the polypropylene fibrous filter
elements production process has been constructed where all technological processes are managed.
This made it possible to construct an algorithm for designing the polypropylene filtering elements
fiber optimum thickness.</p>
    </sec>
    <sec id="sec-8">
      <title>7. References</title>
    </sec>
  </body>
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