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				<title level="a" type="main">Visualization Modeling of Management Processes in Knowledge-Oriented Systems</title>
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							<persName><forename type="first">Lubomyr</forename><surname>Petryshyn</surname></persName>
							<email>l.b.petryshyn@gmail.com</email>
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							<persName><forename type="first">Mykhailo</forename><surname>Petryshyn</surname></persName>
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								<orgName type="institution">Vasyl Stefanyk Precarpathian National University</orgName>
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									<postCode>76018</postCode>
									<country key="UA">Ukraine</country>
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						<title level="a" type="main">Visualization Modeling of Management Processes in Knowledge-Oriented Systems</title>
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					<term>Knowledge-oriented systems</term>
					<term>process analysis</term>
					<term>visualization modeling</term>
					<term>distributed systems</term>
					<term>management</term>
					<term>linguistic school</term>
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<div xmlns="http://www.tei-c.org/ns/1.0"><p>Modeling of information processes in knowledge-oriented systems allows to reduce the cost of development and operation of such complex systems. The proposed method of information models visualization allows to display processes in graphical form and simplify mutual understanding between the customer and the developer at the stage of analysis and design. The visualization models and a simplified example of developing.</p></div>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head n="1.">Introduction</head><p>The necessity of increasing the management efficiency of distributed knowledge-oriented systems of distance learning under quarantine restrictions requires the use of information technology, that provides displaying of system status and system management processes in real time <ref type="bibr" target="#b0">[1]</ref>. Analysis and visualization of management processes avoid the psychological barrier and misunderstandings between the user and the developer of the information system, as well as reduce the cost of development, implementation, and maintenance of such complex systems <ref type="bibr" target="#b1">[2]</ref><ref type="bibr" target="#b2">[3]</ref><ref type="bibr" target="#b3">[4]</ref>.</p><p>The purpose of development is to present visual modeling methods of knowledge-oriented systems, as well as the development of a management system on the example of a linguistic school. During the analysis of the structure of the research object, key problems were identified and methods for their solution are offered, tools for optimizing management processes and ensuring functional and non-functional requirements to the system.</p><p>The novelty of the work is the presentation of systems analysis techniques, in accordance with international standards <ref type="bibr" target="#b2">[3]</ref><ref type="bibr" target="#b3">[4]</ref><ref type="bibr" target="#b4">[5]</ref><ref type="bibr">[6]</ref><ref type="bibr" target="#b5">[7]</ref><ref type="bibr" target="#b6">[8]</ref><ref type="bibr" target="#b7">[9]</ref><ref type="bibr" target="#b8">[10]</ref><ref type="bibr" target="#b9">[11]</ref><ref type="bibr" target="#b10">[12]</ref><ref type="bibr" target="#b11">[13]</ref>, which, during the implementation in the process of information modeling for knowledge-oriented systems, provides visualization of management processes and simplifies the understanding of their structure and course.</p><p>The practical aspect is a comprehensive analysis of the structure and course of management processes of knowledge-oriented systems, avoiding misunderstandings in the tasks formulation and user requirements gathering, as well as reducing the cost of creating and operating management systems.</p><p>Basic user requirements for linguistic school process management system:  language learning process control,  electronic client registration,  creation of client account,  client activity monitoring,  communication with the linguistic school,  client financial account creation,  automation of the payment process,  linguistic school financial control. The result of the system creating is websites and mobile applications, the use of which should increase the efficiency and competitiveness of the linguistic school in the market of educational services. Such knowledge-oriented systems should transparently facilitate communication between customers and the company and, if desired, the use of loyalty status under loyalty programs.</p><p>A convenient way to enter a language school without the need for a personal visit to the institution, electronic document management, transparency of the recruitment process for language courses and their course, the possibility of statistical processing of client metadata (their age, gender, address, motivation to start courses, learning progress) activities, a list of the main effects of the management system implementation. The automated payment process allows you to constantly monitor unpaid receivables and the overall financial condition of the linguistic school. An important factor is to ensure competitiveness in the market of educational services through promotions and PR activities.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.">General system analysis 2.1. Enterprise characteristics</head><p>The language school operates as part of territorially dispersed branches and offers individual and group courses in five languages (English, French, German, Italian and Spanish). In the conditions of quarantine, the urgency of conducting online courses increases.</p><p>The guidance of the linguistic school set a task to automate the process of enrolling clients in courses. The linguistic school has full-time teachers, employment contracts, and part-time teachers. There is also an accountant in charge of the marketing and promotion department, secretariat staff, and technical staff (fig. <ref type="figure" target="#fig_0">1</ref>). </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2.">The context of the system functionality</head><p>The system is used through a mobile application or an Internet browser. This allows to communicate with users, register and exclude from the course, control payments, as well as receiving and processing customer comments. Teachers have access to accounts in the system, protected by a login and password received from the owner of the language school. School clients register in the Director Lecturers Secretariat</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Accounting department</head><p>Marketing and promotion department IT department English German French Italian Spanish system independently. Their records are confirmed by name, surname, telephone number, and e-mail address. The customer of the system requires the support of a maximum 50 teachers, 150 students, and 3 owners.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.3.">User characteristics</head><p>System users are potential customers, current students, teachers and the school owner. Pupils and students who use mobile applications are a significant target group. Also, many clients use the services of the school on the recommendation of the employer or on their own initiative. The composition of teachers changes adaptively to the number of students.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.4.">Basic system requirements specification</head><p>The system provides users with the following capabilities:  review the current offer of courses and teachers in order to compare with other schools and choose a course;  registration and secure login to the system with access to personal data and the ability to perform all functions of the system;  making payments in the application in order to increase efficiency and avoid cash transactions;  commenting on the current functioning of the school, teachers and the atmosphere of classes.  access of teachers to information about their courses, their participants and assessments, in order to control the course of the didactic process;  flexible system of evaluation of the educational process and monitoring of the progress of knowledge acquisition.  the owner of the language school has access to statistics on the number of students, the most</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.">Methods 3.1. Context diagram</head><p>The context diagram shows (fig. <ref type="figure">2</ref>) data streams of interaction with external objects in the system. Examples of such objects are the external components of the system, institutions, users. The diagram shows which data is entered into the system from the outside, which is processed inside the system, as well as which is output by the system to the outside.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head>Figure 2: Context diagram</head><p>Based on the formulated user requirements, the system management process was decomposed into two subprocesses: user registration for the course and financial calculations for training.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.2.">BPMN models</head><p>BPMN notation is used for graphical display and analysis of business processes in the system. A characteristic feature of BPMN-models is the unambiguous representation of Workflow-processes and ERP systems.</p><p>Figure <ref type="figure" target="#fig_1">3</ref> shows the BPMN model of user registration for the selected course.  The result of the decomposition of the processes of the control system is the definition of two system subprocesses: enrollment in the course and payment <ref type="bibr" target="#b5">[7]</ref>, the composition of which for the two components of the processes are given in Tables <ref type="table" target="#tab_0">1 and 2</ref>. The tables show the following abbreviations of system actors: SE -an employee of the secretariat, ITE -an employee of the IT department, DBAdatabase administrator, BIS -the bank interaction subsystem, SO -school owner. </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.3.">Matrix models</head><p>Matrix models of the general process of system management reflect two subprocesses defined by the customer: enrollment (fig. <ref type="figure" target="#fig_2">4</ref>) and payment (fig. <ref type="figure" target="#fig_4">5</ref>). This model allows visualizing the execution of individual system operations by the relevant departments on a time scale <ref type="bibr">[6,</ref><ref type="bibr" target="#b5">7,</ref><ref type="bibr" target="#b7">9,</ref><ref type="bibr" target="#b12">14,</ref><ref type="bibr" target="#b13">15]</ref>. Each of the cells determines the type of system operation (DX), the unit in which it is performed (OY), the start time is shown in the upper left corner, the execution time -in the upper right corner, the info exchange time -above the arrows, and the system network, which are indicated by arrows.  </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.4.">Gantt models</head><p>Gantt's models allow to visualize in the time scale of system operations in each of the subprocesses (fig. <ref type="figure" target="#fig_6">6, 7</ref>).  </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.5.">Models "network graph"</head><p>The "network graph" model (fig. <ref type="figure" target="#fig_8">8, 9</ref>) is a basic, derivative of Gantt's model <ref type="bibr" target="#b3">[4,</ref><ref type="bibr" target="#b7">9,</ref><ref type="bibr" target="#b12">14]</ref>, allows to pass to UML-modeling and represents such basic system parameters, as times of the beginning and the end of system operations, their performance in units, as well as the structure of the system and communication channels.  </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.6.">Combined time models for performing system operations</head><p>A combined time model (fig. <ref type="figure" target="#fig_10">10, 11</ref>) is used to estimate the total computational load of the control information system <ref type="bibr" target="#b1">[2]</ref><ref type="bibr" target="#b2">[3]</ref><ref type="bibr" target="#b3">[4]</ref><ref type="bibr" target="#b4">[5]</ref><ref type="bibr">[6]</ref><ref type="bibr" target="#b5">[7]</ref><ref type="bibr" target="#b6">[8]</ref><ref type="bibr" target="#b7">[9]</ref><ref type="bibr" target="#b8">[10]</ref>. However, this graph does not show the units in which individual system operations are performed.   </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="3.8.">Results and Discussion</head><p>The process was simulated using the online environment BPSimulator, located at http://www.bpsimulator.com <ref type="bibr" target="#b14">[16]</ref>. The following is a model built to simulate the control process (fig. <ref type="figure" target="#fig_3">14</ref>) based on previous information models and a simulator-generated report (fig. <ref type="figure" target="#fig_4">15</ref>). The simulation results allow to evaluate the performance of the control system software and determine the average execution time of the process <ref type="bibr" target="#b15">[17]</ref>.</p><p>Based on the simulation results, the developer is able to perform visual modeling of business processes, identify "narrow" areas of productivity, assess the time and cost of operations, select and justify the best option for organizing the management process.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.">Conclusions</head><p>Based on the developed visualization methods of processes functioning in difficult control systems the bases and methods of modeling which have allowed to display a course of processes and to carry out the management of an information system in real-time are defined. Visualization of management processes has avoided mutual misunderstandings between customers and developers of information systems, as well as reduced costs for the development, implementation, and maintenance of distributed management systems.</p><p>The goal of the project was achieved -to model the management system, as well as to develop a simplified example of models of the management system of student learning processes.</p><p>The implementation of the system allowed to optimize costs, improve the quality of services, and automate management processes, as well as improve the exchange of information between individual departments and move to an electronic management system. The introduction of changes in the system led to an increase in the competitiveness of the school, and the functionality of the system  was adapted to market standards. The implementation of the developed models is designed to create a real competition of the language school by solving the existing shortcomings of similar systems. The economic advantage of the services offered by the language school is the scaling effect. The more students participate in the course, the more teachers provide tuition, saving money on teaching materials and teacher pay. Thanks to pre-registration for the courses, the analyst can assess the real demand for the course and hire the required number of teachers, paying in the appropriate amounts.</p></div><figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_0"><head>Figure 1</head><label>1</label><figDesc>Figure 1 Graphic organizational structure of linguistic school</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_1"><head>Figure 3 :</head><label>3</label><figDesc>Figure 3: Schematic of the BPMN sub-process of user registration for the course</figDesc><graphic coords="6,91.00,72.00,414.45,240.20" type="bitmap" /></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_2"><head>Figure 4 :</head><label>4</label><figDesc>Figure 4: BPMN-scheme of the course payment subprocessThe result of the decomposition of the processes of the control system is the definition of two system subprocesses: enrollment in the course and payment<ref type="bibr" target="#b5">[7]</ref>, the composition of which for the two components of the processes are given in Tables1 and 2. The tables show the following abbreviations of system actors: SE -an employee of the secretariat, ITE -an employee of the IT department, DBAdatabase administrator, BIS -the bank interaction subsystem, SO -school owner.</figDesc><graphic coords="6,92.70,350.93,411.10,332.24" type="bitmap" /></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_3"><head>Figure 4 :</head><label>4</label><figDesc>Figure 4: Matrix model of the subprocess "Enrollment in the course"</figDesc><graphic coords="8,179.76,72.00,236.90,250.70" type="bitmap" /></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_4"><head>Figure 5 :</head><label>5</label><figDesc>Figure 5: Matrix model of the subprocess "Payment"</figDesc><graphic coords="8,182.01,351.45,232.28,319.10" type="bitmap" /></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_5"><head>Figure 6 :</head><label>6</label><figDesc>Figure 6: Gantt chart for the language selection subprocess.</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_6"><head>Figure 7 :</head><label>7</label><figDesc>Figure 7: Gantt chart for the payment subprocess</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_7"><head>Figure 8 :</head><label>8</label><figDesc>Figure 8: Network graph diagram for the language selection subprocess</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_8"><head>Figure 9 :</head><label>9</label><figDesc>Figure 9: Network graph diagram for the course payment subprocess</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_9"><head>Figure 10 :</head><label>10</label><figDesc>Figure 10: Combined time model for the language selection subprocess</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_10"><head>Figure 11 :</head><label>11</label><figDesc>Figure 11: Combined time model for the payment subprocess</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_11"><head>Figure 12 :Figure 13 :</head><label>1213</label><figDesc>Figure 12: Block diagram of the algorithm for the sub-process of language selection</figDesc></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" xml:id="fig_13"><head>Figure 14 :Figure 14 :</head><label>1414</label><figDesc>Figure 14: Block diagram of the system simulation</figDesc><graphic coords="13,134.15,84.65,342.40,384.80" type="bitmap" /></figure>
<figure xmlns="http://www.tei-c.org/ns/1.0" type="table" xml:id="tab_0"><head>Table 1</head><label>1</label><figDesc>System operations for the sub-process "enrollment in the course" with a specified duration, start and end time.</figDesc><table><row><cell>Document</cell><cell>Title</cell><cell>start time</cell><cell>duration</cell><cell cols="2">end time description</cell></row><row><cell>D1.01</cell><cell>Customer choice of language</cell><cell>0</cell><cell>5</cell><cell>5</cell><cell>SE 01</cell></row><row><cell>D2.01</cell><cell>Compiling a list of available</cell><cell>5</cell><cell>1</cell><cell>6</cell><cell>SE 01</cell></row><row><cell></cell><cell>courses</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D3.01</cell><cell>Choice of course by the client</cell><cell>6</cell><cell>10</cell><cell>16</cell><cell>SE 01</cell></row><row><cell>D4.02</cell><cell>Appointment of a new course</cell><cell>16</cell><cell>2</cell><cell>18</cell><cell>DBA 02</cell></row><row><cell></cell><cell>participant -entry in the</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell></cell><cell>database</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D5.03</cell><cell>Create a subscription email</cell><cell>18</cell><cell>1</cell><cell>19</cell><cell>ITE 03</cell></row><row><cell></cell><cell>confirmation</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D6.03</cell><cell>Sending confirmation to the e-</cell><cell>19</cell><cell>1</cell><cell>20</cell><cell>ITE 03</cell></row><row><cell></cell><cell>mail address provided by the</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell></cell><cell>customer</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>Table 2</cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell cols="6">System operations for the sub-process "Make a payment" with duration, start and</cell></row><row><cell>end time.</cell><cell></cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>Document</cell><cell>Title</cell><cell>start time</cell><cell>duration</cell><cell cols="2">end time description</cell></row><row><cell>D7.01</cell><cell>Sending a direct debit to the</cell><cell>0</cell><cell>1</cell><cell>1</cell><cell>SE 01</cell></row><row><cell></cell><cell>customer</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D8.01</cell><cell>Customer's choice of payment</cell><cell>1</cell><cell>3</cell><cell>4</cell><cell>SE 01</cell></row><row><cell></cell><cell>method "regular transfer"</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D9.01</cell><cell>Sending transfer data to the</cell><cell>4</cell><cell>1</cell><cell>5</cell><cell>SE 01</cell></row><row><cell></cell><cell>client</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D10.04</cell><cell>Customer verification in the</cell><cell>5</cell><cell>2</cell><cell>7</cell><cell>DBA 04</cell></row><row><cell></cell><cell>banking system</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D11.04</cell><cell>Funds transfer to the account</cell><cell>7</cell><cell>4</cell><cell>11</cell><cell>DBA 04</cell></row><row><cell></cell><cell>of the language school</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D12.01</cell><cell>Posting payments</cell><cell>11</cell><cell>30</cell><cell>41</cell><cell>SE 01</cell></row><row><cell>D13.02</cell><cell>Create a confirmation of</cell><cell>41</cell><cell>2</cell><cell>43</cell><cell>ITE 02</cell></row><row><cell></cell><cell>payment by e-mail</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell>D14.03</cell><cell>Sending confirmation to the e-</cell><cell>43</cell><cell>2</cell><cell>45</cell><cell>SE 03</cell></row><row><cell></cell><cell>mail address provided by the</cell><cell></cell><cell></cell><cell></cell><cell></cell></row><row><cell></cell><cell>customer</cell><cell></cell><cell></cell><cell></cell><cell></cell></row></table></figure>
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