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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Integrated system approach to improving the efficiency of IT projects management based on evolutionary modeling</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>A.A.Zakharova</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Bryansk State Technical University</institution>
          ,
          <addr-line>Bryansk</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Inter-State Educational Institution of Higher Education «Belarusian-Russian University»</institution>
          ,
          <addr-line>Mogilev</addr-line>
          ,
          <country country="BY">Belarus</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The concept of improving the efficiency of IT projects management is proposed, based on an integrated system approach to IT projects management and implementing a rational choice of parameters of the IT projects management system. The described approach provides integrated information processing and support for management decision-making at all stages of the IT project implementation. The integrated system approach to improving the efficiency of IT projects management involves the development of new algorithms for forming structure and composition of project teams and distribution of project team participants to project tasks using evolutionary modeling. The advantage of the proposed approach is the ability to quickly respond to changes in the parameters of internal processes of an IT project and an external environment. The proposed approach was tested when creating the corporate information system of “SMIT-Yartsevo” LLC. The application of the proposed approach at “SMIT-Yartsevo” LLC ensured the reduction in the labor intensity and timing of the implementation of the main stages of the project to create the corporate information system by increasing the efficiency of managing the formation of project teams and the distribution of tasks among project team participants.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        The IT projects management system is an active
system [
        <xref ref-type="bibr" rid="ref1 ref2">1, 2</xref>
        ], the conceptual model of which can be
described by the following parameters: personal qualities,
knowledge, skills of project team participants, structure
and composition of project teams, structure and
composition of project tasks, project management
methods and technologies.
      </p>
      <p>Approaches to improving the efficiency of IT projects
management can affect any of the listed parameters of the
IT project model.</p>
      <p>
        IT project management, in accordance with the Agile
methodology [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], has the following specific features:
− significant influence of personal and psychological
qualities of project team participants on the
effectiveness of project tasks solution;
− the need to constantly change the composition and
structure of project tasks depending on changes in
customer requirements;
− the constant change in customer requirements
necessitates the use of flexible development
methodologies that allow dynamic redistribution of
tasks between performers in the project
implementation process.
      </p>
      <p>
        Prihozhy A. A., Zhdanouski A. M. proposed to
increase the efficiency of IT projects management by
optimizing development teams by evaluating their
professional competencies taking into account the
requirements for a specific project [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
      </p>
      <p>
        For optimal distribution of applicant programmers in
the team in order to improve the quality of IT projects
implementation, Ostroukh E.N. offers an approach based
on a combination of the classical model of resource
allocation, the Bee Colony algorithm, the Belbin R.M.
Team Roles Theory and the accounting of professional
qualities [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        Artemov O. V. approaches the formation of teams
from the position of socionics: the presence of leadership
relationships, role composition [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. The professional
competencies of project participants are not taken into
account.
      </p>
      <p>The above approaches ensure the improvement of
project management efficiency by managing the
composition of project team participants.</p>
      <p>
        Budyl'skiy A.V. explores the problem of distribution
of resources among project tasks and replacing them [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
      </p>
      <p>
        Antonova A. S. and Burkova I. V. develop new
approaches to planning business processes and project
work. Project management efficiency is improved by
creating new planning methods [
        <xref ref-type="bibr" rid="ref8 ref9">8, 9</xref>
        ].
      </p>
      <p>An analysis of existing approaches to improving the
efficiency of IT projects management showed that
efficiency is achieved by optimizing certain aspects of the
IT projects management task and there are no integrated
system approaches that implement a rational choice of
parameters of the IT projects management system,
providing integrated information processing and support
for management decision-making at all stages of the
project implementation.</p>
      <p>The developed concept implies a transition from
improving the efficiency of IT projects management by
improving the efficiency of solving individual tasks to an
integrated increase in the efficiency of IT projects
management based on a set of interconnected methods.</p>
      <p>The main advantage of the proposed concept is its
flexibility: the ability to quickly and efficiently respond to
both external (changing customer requirements) and
internal (project team composition) changes.</p>
      <p>
        The proposed concept provides solving the scientific
problem of increasing efficiency of IT projects
management using SADT methodology, cluster analysis,
COCOMO II method [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] (modified on the basis of
T. Saati’s paired comparison method), the method of
expert estimates [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], evolutionary modeling algorithms
[
        <xref ref-type="bibr" rid="ref12 ref13">12, 13</xref>
        ], and multilevel quality control of project tasks
solving.
      </p>
    </sec>
    <sec id="sec-2">
      <title>Theoretical foundations of IT projects management concept based on evolutionary modeling</title>
      <p>
        The concept of improving the efficiency of IT projects
management is based on further development of the Agile
software development management methodology [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ],
further development of methods for building project teams
that comprehensively take into account behavioral and
professional competencies [
        <xref ref-type="bibr" rid="ref14 ref15">14, 15</xref>
        ], of methods for
allocating resources to project tasks with the purpose to
improve the efficiency of IT projects management with the
adaptation of evolutionary modeling algorithms to solve
these problems, and the methodology of structural
analysis, labor cost estimation.
      </p>
      <p>
        The proposed concept is based on the following
principles:
1. an integrated approach to the synthesis of the structure
and composition of project teams, combining the
accounting of behavioral [
        <xref ref-type="bibr" rid="ref14 ref15">14, 15</xref>
        ] and professional
competencies of candidates for participation in the
implementation of the project using evolutionary
modeling algorithms in combination with COCOMO
II method and T. Saati’s paired comparison method
with the adjustment of algorithms parameters when
changing system and external environment parameters;
2. synthesis of the composition and structure of the
project tasks taking into account the integrated
processing of information on the distribution of project
team participants for tasks by adapting evolutionary
modeling algorithms in combination with COCOMO
II method and the T. Saati’s paired comparison method
to solve this task;
3. an integrated support for decision-making at each step
of the IT project implementation when changing
system (composition and structure of participants) and
external (composition and structure of tasks) factors by
      </p>
      <p>IT projects
participants</p>
      <p>Integrated processing of
information about the results
of the personal-psychological
qualities analysis and the
results of each project</p>
      <p>participant's work
Results of an integrated analysis
of the personal-psychological
qualities and the results of each
participant's work</p>
      <p>Synthesis of the
composition and structure
of project teams</p>
      <p>Results of
the project
participants'
work
dynamically configuring the parameters of
evolutionary modeling algorithms.</p>
      <p>Improvement of IT projects management efficiency, in
accordance with the proposed concept, is carried out by
means of an integrated system approach to IT projects
management that includes the formation of project teams
and the distribution of IT project participants for tasks
using evolutionary modeling algorithms and multilevel
quality control of solving project tasks.</p>
      <p>The distinctive features of the presented concept of
improving the efficiency of IT projects management are:
1. an integrated system approach to improving the
efficiency of IT projects management using modified
evolutionary modeling algorithms to support
decisionmaking in the process of:
− synthesizing the composition and structure of project
teams, taking into account the behavioral and
professional competencies of candidates for
participation in projects;
− synthesizing the structure and composition of project
tasks and allocating project team participants to tasks
taking into account professional competencies. The
degree of competencies ownership is determined based
on the results of a multilevel assessment of the quality
of solving project tasks;
2. integrated processing of information on the personal
and psychological qualities of project participants,
labor intensity and complexity of solving project tasks
to reduce the number of iterations using adaptive
evolutionary modeling algorithms that allows ensuring
the fastest and most efficient formation of project
teams and the distribution of participants in IT project
teams to tasks.</p>
      <p>A structural diagram of the concept of improving the
efficiency of IT projects management based on adaptive
evolutionary modeling algorithms is presented in Fig. 1.</p>
      <p>Rational composition,
structure and parameters
of project teams</p>
      <p>Rational allocation of project
team participants to tasks</p>
      <p>Improving the
effectiveness of project
teams formation
management</p>
      <p>Improving the efficiency of Improving the
managing the distribution of List of tasks effectiveness of multilevel</p>
      <p>IT project participants to to be quality control for solving</p>
      <p>tasks monitored project tasks
List of Results
tasks of project
prfoorjeIcTts IT projects sotalustkiosn
Fig. 1. A structural diagram of the concept of improving the efficiency of IT projects management based on adaptive evolutionary
modeling algorithms
IT projects management system</p>
      <p>Integrated processing</p>
      <p>of information
on the results of solving</p>
      <p>project tasks
Rational composition and
structure of project tasks</p>
      <p>List of tasks requiring
improvement</p>
      <p>Synthesis of the
composition and structure</p>
      <p>of project tasks
Integrated support for
decision-making on the
distribution of project
participants to tasks</p>
      <p>Estimated labor intensity and
time to solve project tasks</p>
      <p>Management of IT-project as socio-economic system
involves dynamic</p>
      <p>change of parameters of control
processes when parameters of internal processes of
ITproject and parameters of external environment change. In
accordance with the proposed concept, improving the
efficiency of IT projects management is provided by
configuring the parameters of evolutionary</p>
      <p>modeling
algorithms in the process of implementing IT projects,
depending on changes in the internal parameters of the IT
project processes and external environment parameters.</p>
      <p>Improving efficiency by applying new approaches to
solving IT projects management tasks is carried out at the
following stages of project implementation: the formation
of project teams, the
distribution</p>
      <p>of project team
participants to tasks, multilevel quality control of tasks
solving.</p>
      <p>To solve the problems of forming project teams and
distributing project team</p>
      <p>participants to tasks in the
management of IT
projects, algorithms
have</p>
      <p>been
developed to improve the efficiency of management based
on evolutionary modeling, providing the possibility of
implementing the main principles and features of the
proposed
concept.</p>
      <p>The
developed
algorithms</p>
      <p>
        are
implemented in a software complex for multilevel IT
projects management [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ].
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Formalization of the posing of the task of improving the IT projects management efficiency</title>
      <p>project is characterized by the following set:
(3)
(4)</p>
      <p>The objective function of the task of improving the IT
projects management efficiency</p>
      <p>where 
=  

(
,  
is the IT project labor intensity.</p>
      <p>The use of evolutionary modeling makes it possible to
select the values of IT projects parameters that reduce
, (5)
labor intensity.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Improving the efficiency of managing the formation of the structure and composition of IT projects teams</title>
      <p>The process of forming a project team is the task of
selecting project team participants taking into account
their personal and psychological qualities, qualifications
and specialization.</p>
      <p>The scheme of the project team formation management
process is shown in fig. 2.</p>
      <p>The team composition is considered rational if it
provides the greatest efficiency in terms of project
implementation in the opinion of the project manager, as a
decision-maker. In the process of evolutionary modeling,
several variants of the composition of project teams are
formed. When deciding on the composition of the project
team, the project manager can take into account a number
of factors that cannot be taken into account in the process
of evolutionary modeling.</p>
      <p>The features of the proposed scheme of the process of
controlling the formation of the structure and composition
of project teams are listed below.</p>
      <p>teams participants based on the analysis of personal
and psychological qualities using methods of cluster
analysis, of knowledge, skills and abilities of project
teams participants by applying methods of processing
the results of solving project tasks. Pre-processing of
information</p>
      <p>accelerates the work of evolutionary
modeling algorithms.
2. Synthesis of the rational composition and structure of
project teams based on evolutionary modeling with the
formation of a system</p>
      <p>of restrictions due to the
specifics of IT projects, in the process of configuring
the parameters of evolutionary modeling algorithms in
combination with the use of COCOMO II method and
T. Saati’s paired comparison method by for estimation
of project labor intensity.</p>
      <p>The proposed scheme of the process of controlling the
formation of the structure and composition of IT project
teams provides integrated processing of information about
candidates for participation in projects and increases the
effectiveness of management decisions when forming
project teams by the decision-maker.</p>
      <p>ITproject = 〈Tasks, Participants〉,
– the set of project tasks,  
(1)
  
– the set of project teams participants.
errors by the user.
complexity of the task,  
technologies and tools used,</p>
      <p>Each project task is characterized by the following set:
Task = 〈Priority, TechTask, ComplexityTask, PUFD〉, (2)
is the priority of the task,</p>
      <p>is the probability of detecting
 ℎ</p>
      <p>is
is the
The participants of project teams are characterized by
In accordance with the proposed concept, the IT
1. Integrated processing of information about project
where 
where</p>
      <p>Participant = 〈LevelTech, Experience〉,
is the
level of knowledge of
is experience with
the following set:
where</p>
      <p>ℎ
technologies and tools,  
technologies and tools.</p>
      <p>Quality function for solving project tasks:</p>
      <p>UserFindDefect</p>
      <p>PUserDefect = AllFindDefects → min,
where 
  
 
is the number of errors in
the program detected by users;  
total number of errors in the program detected during the
is the
program operation.</p>
      <p>[Введите текст]
Results of psychological
tests of project
participants</p>
      <p>Integrated processing of
information about the
personal</p>
      <p>psychological qualities of
projects participants based on
the results of psychological tests</p>
      <p>Integrated processing of
information on the results
of solving tasks by each
project participant</p>
    </sec>
    <sec id="sec-5">
      <title>5. Improving the efficiency of managing the distribution of IT projects teams participants to tasks</title>
      <p>The process of managing the distribution of IT projects
teams participants to tasks involves determining the
composition and structure of project tasks, taking into
account the rational distribution of project team participants
to tasks.</p>
      <p>The scheme for solving the problem is shown in Fig. 3.</p>
      <p>The features of the proposed scheme of the process of
managing the distribution of projects teams participants to
tasks are listed below.
1. Integrated information processing in the synthesis
process the composition and structure of project
tasks using SADT methodology for decomposing the
task into subtasks, COCOMO II method for estimation
of the project labor intensity in combination with T.
Saati’s paired comparison method to evaluate the
complexity of tasks. The proposed information
processing procedure provides a comprehensive
assessment of the feasibility of decomposing project
tasks into subtasks in terms of the labor intensity of IT
projects as a whole. The results obtained are the initial
data for evolutionary modeling algorithms used in the
distribution of participants in IT projects teams to tasks.
2. Distribution of projects teams participants to tasks using
evolutionary modeling algorithms with the formation of
a system of restrictions due to the specifics of IT
projects, in the process of configuring the parameters of
evolutionary modeling algorithms. The proposed
scheme of the process for managing the allocating of IT
projects teams participants to tasks provides integrated
information processing and improves the efficiency of
management decisions when forming the composition
and structure of project tasks, assigning of IT projects
teams participants to tasks.
[Введите текст]
[Введите текст]
Saving the
received
solution</p>
      <p>Yes
Distribution rational</p>
      <p>No
Evaluation by the
decision-maker of
distribution of project
teams participants</p>
      <p>to tasks
Allocation based on
evolutionary modeling
algorithms of project
teams participants to</p>
      <p>tasks
Composition and structure
of project teams</p>
      <p>Composition and
structure of project tasks
Decomposing a task into subtasks</p>
      <p>based on SADT methodology
Estimation of the level of complexity
of tasks based on T. Saati method
before and after decomposition
Evaluation of the project's labor intensity
based on COCOMO II method before and</p>
      <p>after task decomposition
Yes</p>
      <p>Does labor intensity
decrease?</p>
      <p>No</p>
      <p>Selecting a next
task to decompose</p>
      <p>No
Are all tasks
considered?</p>
      <p>Yes</p>
      <p>Multilevel control
of the solution of</p>
      <p>project tasks</p>
    </sec>
    <sec id="sec-6">
      <title>6. Approbation of the proposed approach while improving the efficiency of projects management for the creation of corporate information systems</title>
      <p>
        The proposed approach to improving the efficiency of
IT projects management was implemented when creating
the corporate information system (CIS) of
“SMITYartsevo” LLC. The purpose of the IT project was to
improve the efficiency of management processes through
automation. In the process of automation, a preliminary
assessment of the effectiveness of algorithms for planning
processes in the CIS and a rational choice of algorithms’
parameters were carried out [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ].
      </p>
      <p>To implement the project to create the CIS in
accordance with the proposed integrated system approach,
the project manager formed a team of developers. When
forming the team, in addition to professional
competencies, the personal and psychological qualities of
the developers were taken into account.</p>
      <p>The composition and structure of the project tasks
corresponded to the classic functionality of the ERP
system. In the CIS of “SMIT-Yartsevo” LLC were
implemented product specification processes in a
specialized pricing module, sales and production planning,
demand management, material requirements planning,
material supply planning. Each task of the development of
CIS has been decomposed into subtasks. The composition
and structure of the tasks was optimized in terms of
minimizing the labor intensity and time of the project
implementation. COCOMO II method was used to assess
the labor intensity of tasks solving.</p>
      <p>Traditional approaches to the implementation of CIS
are aimed at changing the business processes of the
enterprise to adapt to one of the standard CIS
configurations. A distinctive feature of the IT project for
the creation of the CIS of “SMIT-Yartsevo” LLC was the
automation of management processes adapted to the
business processes of the enterprise. During the
development of the system, the algorithms of management
processes implemented in the CIS were optimized from
the point of view of production and economic indicators of
the enterprise.</p>
      <p>Multilevel testing of CIS modules was performed by
employees and heads of structural divisions of
“SMITYartsevo” LLC. Based on the results of the assessment of
the quality of work, the project manager was made
decisions to change the composition of the project team
participants.</p>
      <p>The development of the CIS of “SMIT-Yartsevo” LLC
made it possible to ensure an annual increase in sales of
products by 20%, reduce the number of products not
completed by the time they were launched into production
by 50%, and reduce the number of orders that were not
completed on time by 80%.</p>
      <p>The estimated economic effect obtained by applying
the proposed integrated system approach to improving the
efficiency of IT project management in combination with
integrated production automation amounted to about 4
million Russian rubles (the estimated economic effect
confirmed by the act of implementation).</p>
    </sec>
    <sec id="sec-7">
      <title>7. Conclusion</title>
      <p>The new concept of improving the efficiency of IT
project management is proposed, based on the integrated
system approach to IT project management, including the
formation of the structure and composition of project
teams and the distribution of project team participants to
project tasks using evolutionary modeling algorithms.</p>
      <p>
        As a result of applying the proposed concept of
improving management efficiency in the implementation
of educational IT projects [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ], in addition to reducing the
labor intensity of project implementation, significant
improvement of quality indicators of training of
ITspecialists was noted [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ].
      </p>
      <p>
        The use of the proposed integrated system approach in
the creation of the CIS of “SMIT-Yartsevo” LLC made it
possible to ensure an increase in the efficiency of
managing the formation of project teams and the
distribution of tasks among the participants in the project
teams. The implementation of the project on the creation
of the CIS of “SMIT-Yartsevo” LLC ensured the increase
in sales volumes, the reduction in the number of products
not completed by the time of launch into production and
the reduction in the number of orders not completed on
time [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ]. The annual economic effect of the introduction
of the CIS of “SMIT-Yartsevo” LLC using the proposed
approach amounted to about 4 million Russian rubles.
      </p>
    </sec>
    <sec id="sec-8">
      <title>Acknowledgments</title>
      <p>The reported study was funded by RFBR, project
number 19-07-00844.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <surname>Novikov</surname>
            ,
            <given-names>D. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Petrachkov</surname>
            ,
            <given-names>S.N.</given-names>
          </string-name>
          <article-title>Active Systems Theory Course</article-title>
          . SINTEG, Moscow (
          <year>1999</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>Novikov</surname>
            ,
            <given-names>D. A.</given-names>
          </string-name>
          <article-title>Project management: organizational mechanisms</article-title>
          .
          <source>PMSOFT</source>
          , Moscow (
          <year>2007</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <surname>Kon</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          <article-title>Agile: project evaluation and planning</article-title>
          .
          <source>OOO “Al'pina Didzhital”</source>
          , Moscow (
          <year>2018</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <surname>Prihozhy</surname>
            ,
            <given-names>A. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zhdanouski</surname>
            ,
            <given-names>A. M.</given-names>
          </string-name>
          <article-title>Method of qualification estimation and optimization of professional teams of programmers</article-title>
          .
          <source>System analysis and applied information science 2</source>
          ,
          <fpage>4</fpage>
          -
          <lpage>11</lpage>
          (
          <year>2018</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <surname>Ostroukh</surname>
            ,
            <given-names>E. N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chernyshov</surname>
            ,
            <given-names>Yu. O.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Klimova</surname>
            ,
            <given-names>D. N.</given-names>
          </string-name>
          <article-title>Solving the problem of modeling business processes of an IT company using the swarm intelligence method</article-title>
          .
          <source>International research journal</source>
          , vol.
          <volume>3</volume>
          , no.
          <issue>9</issue>
          ,
          <fpage>53</fpage>
          -
          <lpage>57</lpage>
          (
          <year>2017</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <surname>Artemov</surname>
            ,
            <given-names>O. V.</given-names>
          </string-name>
          <article-title>Managing internal team integration</article-title>
          .
          <source>In: Intellectual capital management 2007</source>
          . International conference materials, pp.
          <fpage>91</fpage>
          -
          <lpage>95</lpage>
          . Publ. VlGU,
          <string-name>
            <surname>Vladimir</surname>
          </string-name>
          (
          <year>2007</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <surname>Budyl'skiy</surname>
            ,
            <given-names>A. V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kvyatkovskaya</surname>
            ,
            <given-names>I. Yu.</given-names>
          </string-name>
          <article-title>Managing software development projects using agent-based technologies</article-title>
          .
          <source>Caspian Journal: Management and High Technologies</source>
          <volume>3</volume>
          (
          <issue>23</issue>
          ),
          <fpage>119</fpage>
          -
          <lpage>128</lpage>
          (
          <year>2013</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <surname>Antonova</surname>
            ,
            <given-names>A. S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Aksenov</surname>
            ,
            <given-names>K. A.</given-names>
          </string-name>
          <article-title>Application of multi-agent and evolutionary modeling in work planning</article-title>
          .
          <source>Scientific and technical statements SPbGPU</source>
          .
          <source>Informatics. Telecommunications. Control</source>
          <volume>6</volume>
          (
          <issue>186</issue>
          ),
          <fpage>126</fpage>
          -
          <lpage>136</lpage>
          (
          <year>2013</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <surname>Burkova</surname>
            ,
            <given-names>I. V.</given-names>
          </string-name>
          <article-title>Method of network programming in problems of nonlinear optimization</article-title>
          .
          <source>Automation and telemechanics 10</source>
          ,
          <fpage>15</fpage>
          -
          <lpage>21</lpage>
          (
          <year>2009</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <surname>Boehm</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          , et al.
          <article-title>Software cost estimation with COCOMO II. Prentice-Hall, Englewood Cliffs</article-title>
          , NJ (
          <year>2000</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <surname>Podvesovskii</surname>
            ,
            <given-names>A. G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mikhaleva</surname>
            ,
            <given-names>O. A.</given-names>
          </string-name>
          (et. al.)
          <article-title>A Model of Control of Expert Estimates Consistency in Distributed Group Expertise</article-title>
          . A.
          <string-name>
            <surname>Kravets</surname>
          </string-name>
          et al. (Eds.):
          <source>CIT&amp;DS</source>
          <year>2017</year>
          , Communications in
          <source>Computer and Information Science</source>
          , Vol.
          <volume>754</volume>
          , Springer International Publishing AG 2017, pp.
          <fpage>361</fpage>
          -
          <lpage>374</lpage>
          . doi:
          <volume>10</volume>
          .1007/978-3-
          <fpage>319</fpage>
          -65551-2_
          <fpage>26</fpage>
          (
          <year>2017</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <surname>Barricelli</surname>
            ,
            <given-names>N. A.</given-names>
          </string-name>
          <article-title>Symbiogenetic evolution processes realized by artificial methods</article-title>
          .
          <source>Methodos</source>
          <volume>9</volume>
          (
          <fpage>35</fpage>
          -
          <lpage>36</lpage>
          ),
          <fpage>143</fpage>
          -
          <lpage>182</lpage>
          (
          <year>1957</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <surname>Saymon</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          <article-title>Evolutionary optimization algorithms</article-title>
          . DMK Press, Moscow (
          <year>2020</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <surname>Belbin</surname>
            ,
            <given-names>R. M.</given-names>
          </string-name>
          <article-title>Types of roles in management teams</article-title>
          .
          <source>HIPPO</source>
          , Moscow (
          <year>2003</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <surname>Vaynilovich</surname>
          </string-name>
          ,
          <string-name>
            <surname>Yu</surname>
          </string-name>
          .V.
          <article-title>Problems of competencies development of IT projects teams</article-title>
          / In: M. E.
          <string-name>
            <surname>Lustenkov</surname>
          </string-name>
          <article-title>(ets.) Materials, equipment and resourcesaving technologies: materials of the international scientific</article-title>
          and
          <source>technical conf. 2019</source>
          , pp.
          <fpage>408</fpage>
          -
          <lpage>409</lpage>
          . Belarusian-Russian University, Mogilev (
          <year>2019</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <surname>Vaynilovich</surname>
            ,
            <given-names>Yu. V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zakharchenkov</surname>
            <given-names>K. V.</given-names>
          </string-name>
          <article-title>Program complex of multilevel IT project management</article-title>
          .
          <source>Innovation</source>
          <volume>8</volume>
          (
          <issue>250</issue>
          ),
          <fpage>88</fpage>
          -
          <lpage>96</lpage>
          (
          <year>2019</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <surname>Zakharchenkov</surname>
            ,
            <given-names>K. V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mrochek</surname>
            ,
            <given-names>Zh. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mrochek</surname>
          </string-name>
          , T. V.
          <article-title>Algorithm for solution of multicriterion problem of production planning of pipes and shaped products</article-title>
          .
          <source>System analysis and applied information science 4</source>
          ,
          <fpage>4</fpage>
          -
          <lpage>10</lpage>
          (
          <year>2018</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <surname>Zakharchenkov</surname>
            ,
            <given-names>K.V.</given-names>
          </string-name>
          ,
          <string-name>
            <given-names>Vaynilovich</given-names>
            <surname>Yu</surname>
          </string-name>
          .V.
          <article-title>Methodology for multilevel management of educational IT projects</article-title>
          . In: Energy, innovation, innovation
          <article-title>- 2018 (innovative technologies and equipment in industry, innovation management, economics and management, scientific research in the field of physical culture, sports</article-title>
          and
          <source>social sciences): Proceedings of the VIII International Scientific and Technical Conference</source>
          , vol
          <volume>3</volume>
          , pp.
          <fpage>18</fpage>
          -
          <lpage>21</lpage>
          . «Universum»,
          <string-name>
            <surname>Smolensk</surname>
          </string-name>
          (
          <year>2018</year>
          ). (In Russ.)
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          [19]
          <string-name>
            <surname>Borisov</surname>
            ,
            <given-names>V. V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yanukovich</surname>
            ,
            <given-names>S. P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zakharchenkov</surname>
            ,
            <given-names>K. V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Vaynilovich</surname>
            ,
            <given-names>Yu.V.</given-names>
          </string-name>
          <article-title>A method for managing the process of teaching industrial programming based on swarm intelligence algorithms</article-title>
          .
          <source>CloudOfScience</source>
          , vol.
          <volume>7</volume>
          , no.
          <issue>1</issue>
          , pp.
          <fpage>189</fpage>
          -
          <lpage>206</lpage>
          (
          <year>2020</year>
          ).
          <article-title>(In Russ.) Alena A</article-title>
          . Zakharova, Sc.D. in Technique, professor of Informatics and Software Engineering Department at Bryansk State Technical University. E-mail:
          <article-title>zaa@tu-bryansk</article-title>
          .ru
          <string-name>
            <surname>Konstantin</surname>
            <given-names>V.</given-names>
          </string-name>
          <string-name>
            <surname>Zaharchenkov</surname>
          </string-name>
          ,
          <string-name>
            <surname>Ph</surname>
            .
            <given-names>D.</given-names>
          </string-name>
          (Engineering),
          <source>Associate Professor, Department of Automated Control Systems, Inter-State Educational Institution of Higher Education «</source>
          Belarusian-Russian University», Mira Ave,
          <volume>43</volume>
          , Mogilev,
          <volume>212000</volume>
          , Republic of Belarus, E-mail: zaharchenkovkv@mail.ru
          <string-name>
            <surname>Julija</surname>
            <given-names>V.</given-names>
          </string-name>
          <string-name>
            <surname>Vajnilovich</surname>
          </string-name>
          , Senior Lecturer,
          <source>Department of Automated Control Systems, Inter-State Educational Institution of Higher Education «</source>
          Belarusian-Russian University», Mira Ave,
          <volume>43</volume>
          , Mogilev,
          <volume>212000</volume>
          , Republic of Belarus, E-mail: Ylia.v@tut.by
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>