<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Socioeconomic technologies - development trends in the age of digitalization</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Federal Research Center “Computer Science and Control” of Russian Academy of Sciences</institution>
          ,
          <addr-line>Moscow</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>L.A. Reingold</institution>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>LLC DIAVER Moscow</institution>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>LLC MCD PARTNERS Saint Petersburg</institution>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>Dramatical changes in society's infrastructure require new conceptual approaches towards the research of socioeconomic phenomena. Nowadays, environment surrounding people experience qualitative changes; it has become possible to use full information on the history of objects. It is essential to develop a conceptual framework enabling to thoroughly describe the interaction of an individual and a socioeconomic environment that is changed by digital technologies. In this article, it is suggested to use the concept of socioeconomic technology in the context of exploration of digitalization processes. These include the Internet of things, big data processing, widespread implementation of personal tools to process and share information etc. The concept of socioeconomic technology allows tying up new technologies with the needs of an individual and society as well as with phenomena emerging in socioeconomic infrastructure. The suggested approach may be used at the development and implementation of the Internet of things, of global communication infrastructure, of technologies for processing and storage of data, and for the research of other aspects of society's digitalization. Today it is possible to research different directions for the development of consumption sphere and technologies taking into account the emergence of virtual properties of objects. Virtual properties result for example in multiple ways to implement things, in the possibility to store and use the full history of major objects surrounding an individual. Conceptual framework suggested in this article allows holistically addressing the issues of commercial efficiency and socioeconomic management in the age of digitalization.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>Digitalization and a widespread implementation of
digital technologies result in the fundamental changes of
the socioeconomic infrastructure of modern society.
Providing this, there is a high demand for the tools
allowing studying and assessing the consequences of the
implementation of digital technologies. It is required to
study thoroughly the needs specific to the current
socioeconomic system emerging due to the development
of new methods and technologies to satisfy them.</p>
      <p>The use of digital technologies provokes virtualization
and complication of socioeconomic mechanisms on
different levels of society. Things obtain new implicit
properties due to the availability of imbedded data
processing tools, management and communication
instruments. These enable new ways to satisfy individual’s
needs. These phenomena must be taken into account at the
development of digital and social infrastructures of the
modern society.</p>
      <p>Nowadays, new consumer goods are emerging quite
fast, existing goods are modified due to the application of
digital technologies for the design and manufacture;
interaction with environment is being automated. The
emergence of new properties in objects is a source of new
challenges for both society in general and an individual
personally. For example, the implementation of new
infrastructure is complicated by privacy issues, personal
and financial security challenges etc.</p>
      <p>
        There are different approaches towards the
development of digital infrastructure so that it is more
user-friendly. One of the approaches enabling faster
adaptation to new conditions is the implementation of new
features by nature-like methods, i.e. by familiar and
understandable methods [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. The use of artificial
intelligence technologies, robotic engineering that
considers the peculiarities of human brain can make digital
infrastructure even more user-friendly [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. It is needed to
analyze conceptual issues, socioeconomic consequences
arising out of the implementation of digital technologies.
      </p>
      <p>
        Before digitalization, the methods of manufacturing
and consumption of objects surrounding individuals did
not change much. At present, the integration of virtual
properties into objects, the development of information
processing and communication systems made the structure
of social interaction changeable. There is a need for
conceptual and technological solutions covering the whole
life cycle of objects surrounding individuals and allowing
detecting and addressing challenges arising on the way.
For example, there are new issues in the sphere of state
administration and legal regulation. The necessity to
address these issues is recognized by the society, which is
supported by management principles and statutory
framework in use, including in Russia [
        <xref ref-type="bibr" rid="ref3 ref4">3, 4</xref>
        ].
      </p>
      <p>
        It is crucial to conceptualize the changes at the mass
implementation of end-to-end digital technologies: big
data, virtual and augmented reality technologies,
distributed ledger systems etc. [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]. Digital ecosystems that
connect people, things and virtual objects for co-use of
digital platforms are being developed [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. The
implementation of such systems considerably change
society’s major life spheres – manufacture, consumption,
management systems on all levels. The changes affect all
spheres of life – career, lifestyle, leisure, communication
with other individuals etc.
      </p>
      <p>Digital technologies generate huge data volumes,
enable its long-term storage and real-time usage. Interests
of all involved users should be considered when using this
data; all encountered complications should be dealt with
proactively.</p>
      <p>The majority of new methods to satisfy the needs
appear due to the emergence of new features enabled by
the implementation of digital technologies. To address
arising scientific and practical tasks is it needed to take
into consideration variability and multilevel structure of
changes in manufacturing and consumption patterns
occurring in the society in general and in the life of every
individual. Tools allowing exploring emerging
opportunities and defining their usage terms and
applicability limits are in demand. Some approaches
towards development of such tools are described herein.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Socioeconomic technology</title>
      <p>Technologies are intended for the satisfaction of needs
of an individual, a social group or society in general. The
needs are defined by human body characteristics, social
group activities, society’s requirements, manufacturing
capabilities etc. We can consume natural and artificial
objects. The integration of digital technologies enables to
satisfy needs on a new qualitative level, by methods that
are more convenient.</p>
      <p>Nowadays, the consumption process is defined in the
context of manufacturing capability and existing demand
- any opportunity to meet the demand is fulfilled.
However, in the age of digitalization this approach is not
enough. A comprehensive analysis of consequences after
the implementation of digital technologies should be done
because the changes it provokes are variable, deep and
controversial.</p>
      <p>
        Using terminology of databases developers, the
correlation between technologies and needs can be
described as many-to-many – one technology can be used
to satisfy many needs, while one need can be satisfied by
several technologies [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. To describe this correlation we
suggest the concept of socioeconomic technology
(hereinafter SET) [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. The correlation between
technologies and needs is not conceptually developed and
thought over.
      </p>
      <p>The SET concept is not well-defined and is usually
used in economic, sociological and philosophical spheres.
However, this concept can be effectively applied to the
research of digital transformation processes.</p>
      <p>Under SET we mean the satisfaction of a certain need
with the use of a certain technology. For example, people
always wanted to exchange messages. In the course of
time, more advanced and convenient technologies were
used to meet this need: from birch-bark manuscripts and
letters mailed by postal service to emails and SMS and
other messengers. Appeal of this type of SET to consumers
improves when digital technologies are applied. Quality
parameters for this type of SET include message transfer
rate, price of delivery, size and length of the messages,
possibility to communicate in dialog, group
communication etc.</p>
      <p>It could take months to deliver a letter while in digital
environment information travels instantly. Messages can
include audio and video data. Thus, SET is always
changing according to the users’ needs and requirements.</p>
      <p>Technologies implemented in the course of
digitalization do not always substitute previously used
technologies. Quite often, they are used to modify existing
ways to meet the needs. SET of the same application that
emerged in different time and that are based on different
technologies can coexist for a long time and serve a
particular niche of users satisfying their needs. As far as
information is concerned, digital technologies allow
providing a new quality level of situational awareness of a
user. Traditional mail successfully coexist with digital
communication technologies although it is gradually
forced out by other means of communication because the
use of technical means is not always supported by
regulatory procedures and instruments.</p>
      <p>SET is evolving technologically – technologies and
processes behind them, regulatory support is changing.
New SET allow meeting new needs and requirements. The
progress of modern society is largely the result of
advancement of existing and development of new SET
enabling the evolution of manufacturing and consumption
processes.</p>
      <p>Fig. 1 illustrates the concept of socioeconomic
technology. In the left part of the scheme, there are
technologies enabling technological means for the
implementation of SET. In the right part of the scheme,
there are needs and requirements of a certain type of
individuals. At the intersection of technologies and needs
there are SET. New SET are emerging as a combination of
available technologies and existing needs. A SET should
be sought-after and its implementation should be possible
with the use of available technologies. Efforts to satisfy
the needs are based on a certain business model that
guarantees profitability if they are designed for
commercial use. Besides, SET can serve as a tool of
socioeconomic management supporting, for example, the
implementation of regulatory documentation.</p>
      <p>
        SET system that uses digital infrastructure operates
automatically. Human involvement into SET tends to
decrease due to the automatization of business processes
that in its turn is provoked by algorithmization,
implementation of artificial intelligence and robotization.
The architecture of enterprises in digital environment
changes, which is reflected in corresponding standards [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ].
      </p>
      <p>The use of SET concept allows exploring the system to
satisfy the needs in connection with new technologies, to
examine consumption mechanisms in their entirety.</p>
      <p>In literature, the expression “socioeconomic”
characterizes a certain technology either in social or
economic context. The concept suggested in this article is
more defined and allows applying a new method to
explore ongoing changes.</p>
      <p>A new type of objects – SET – is introduced; it links
the need with the technology used to meet it. This link is
named, it can have identification and other attributes, it can
be researched along with other similar objects. Such
approach enables a thorough detailed analyses and process
modeling of digital transformation. It is possible to
develop methods to build new SET or analyze consumer
behavior in new conditions.</p>
      <p>Consumption process is usually divided in time. New
technologies are not implemented instantly – their
development, implementation and regulatory support of
their application take time. Implementation of new SET
compared to existing ones as a rule requires investments
and a certain additional knowledge. Providing this, the
usage of new SET is low at the beginning but it grows with
the course of time and availability. The use of digital
technologies increases attainable level of consumption –
the speed of needs satisfaction is growing, participation of
other individuals to meet the need is not required more
often than not, the costs are decreasing etc. Thus, the
development of modern society is substantially defined by
digital technologies.</p>
      <p>SET can be analyzed on different levels of
generalization. Both technologies and needs can be
demonstrated in the form of multilevel classification.
Providing this, SET is a derivative classification whose
every element is defined by corresponding elements from
technologies and needs classifications.</p>
      <p>In the example with messages above, two classification
options are possible – on the one hand, a classification of
messaging technologies, on the other, a classification of
needs for sharing information. A combination of applied
technologies and existing needs that does not go beyond
the limits of common sense forms an admissible set of
SET.</p>
      <p>It is known that classifications can be
monohierarchical and polyhierarchical [10, p.17].
Polyhierarchical classifications permit multiple
inheritance, i.e. they allow demonstrating that SET may be
based on several technologies and several needs from
different levels of their classification. This is
schematically demonstrated on figure 1. The use of this
approach allows presenting a formalized SET description
on different levels of generalization. Classifications of
needs and technologies applied for the certain object
domain form the basis for such SET classification.</p>
    </sec>
    <sec id="sec-3">
      <title>Socioeconomic digital technologies</title>
      <p>The implementation of digital technologies increases
the number of SET variants – new virtual or virtualized
(having explicit virtual properties) objects emerge; the
infrastructure of society is interconnected by a general
communication system. There were no previous analogues
to some of the technologies, their capabilities result in the
emergence of new needs.</p>
      <p>The examples of such previously non-existent
technologies are geolocation and automatic objects
recognition. People, vehicles and other objects of natural
and created environment are the SET objects based on
these technologies. With the use of these SET the scope of
activities and object’s location can be stored and later used
to meet the needs of individuals or improve the
performance of socioeconomic system in general.</p>
      <p>Thus, the emergence of navigation services for
vehicles on the one hand allows saving time and resources
of a certain individual, on the other hand it helps to
improve the performance of the transportation system in
general. Such technologies make it possible to meet the
existing needs on a different level and at the same time
they are the basis for the development of new needs and
requirements and their further addressing with new SET.
A digital ecosystem is formed around such technologies;
it allows developing SET with new functional capabilities
using emergent features of such a system.</p>
      <p>
        The examples of digital technologies that form the
basis for the emergence of new methods to satisfy
communication needs include new generation
communication technologies such as 5G for establishing
connectivity between devices on large territories (a city, a
state, the planet in general) [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]; WiFi 6 enabling data
exchange within buildings and confined spaces [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ];
Bluetooth 5.1 enabling to connect devices of an individual
taking into account their location [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. SET created on the
basis of these technologies will be able to meet
individuals’ communication needs and support the
performance of the emerging infrastructure of the Internet
of things in future.
      </p>
      <p>A modern individual expects that the performance of
digital objects will be programmable and intellectual. The
needs of individuals may be classified by different
parameters. For example, we can define the following
basic groups of needs – nutrition, household, and lifestyle;
communication between themselves and with surrounding
automated devices; entertainment and leisure; assistance
in performing job functions etc.</p>
      <p>SET can be different even when the same technologies
are used to satisfy the same needs because SET
performance can be implemented differently from
technological and managerial point of view. For example,
different business models or conceptual solutions may be
used at the different levels of applied technological stack.
Data storage may be implemented using different
approaches towards data storage, different data base
management systems, different data access methods etc.</p>
      <p>Let us discuss the structure of SET considering
peculiarities of digital technologies used in it. SET
consists of the following elements – technological stack,
the description of a need SET meets, parameters
specifying the SET in general. These elements include:
− Specifics and functional features of the used
technologies in general and of the digital technologies
stack applied at the implementation of SET.
− Description of a need satisfied by SET and SET users’
characteristics.
− Parameters defining SET in general. These are the
parameters describing the main functional, technical
and economic features of SET as a universal system
and distinctive features of SET.</p>
      <p>Development and implementation of SET require
resources, namely – design of digital devices, analyses of
consumers’ needs, implementation of digital
infrastructure. Training of users and marketing of new
SET is also needed. Development and operation of a
socially valuable SET is covered from the state’s budget,
while the use of a commercial SET for the provision of
goods and services is paid for. In many cases, the result of
digital SET application is information. Thus, SET supplier
often gets the payment for the use of SET not in monetary
form, but in the form of access to the information about
service users; besides, the suppler can show advertising
messages to users.</p>
      <p>Let us define certain specifics of SET application that
are important for the correct usage of this concept:
− As a rule, SET can be considered on different levels
of generalization. For example, messaging technology
can be considered in general or we can discuss certain
messaging technologies – a letter, an email, an SMS
etc.
− A need can be satisfied by different SET, there are
always several variants, and individuals can choose
the means to meet their need. For example, one can
send a letter over a regular mail or electronically – by
email, a social network or any messenger service.
− A need does not depend on the existence of a SET that
can meet it. A need can be first conceived and later
the technology and SET to satisfy it will be suggested.
For instance, the desire to fly emerged by far earlier
than the possibility to do so.</p>
      <p>Understanding of the need allows formulating the
requirements towards SET and finding the methods to
satisfy it among available technologies. The research of
needs as one of the main conditions for the development
of SET is growing considerably in the age of digitalization
due to the growing flexibility of infrastructure. The reason
for the that is that it is much easier to implement digital
properties with the use of digital technologies built into
things than their development by traditional ”mechanical”
or “electrical” methods.</p>
      <p>
        Flexibility of functionality specific to things,
emergence of elements of intelligent behavior and mutual
communication result in additional challenges.
Legallybinding agreements that are automatically generated,
smart contracts regulating concerted behavior of such
things should be developed [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ].
      </p>
      <p>Providing the above, it should be noted that the planing
of needs is more important than their spontaneous
development. Traditional marketing may provoke system
problems. One of the examples of problematic
spontaneous development of digital technologies is the use
of new communication features of social networks in order
to support illegal activities.</p>
      <p>The use of SET concept to explain digitalization
processes allows implementing a new approach towards
detailed description of consumption system in the age of
digitalization. It allows developing the means of
automation for the exploration of consumption system and
avoid a number of problems in the course of
implementation of new technologies. Let us discuss
specifics and challenges related to the application in SET
of some popular digital technologies, namely the Internet
of things, big data and individual communication devices
of citizens.
4.</p>
    </sec>
    <sec id="sec-4">
      <title>The specifics of socioeconomic technologies usage in digital environment</title>
      <p>Digital technologies have certain specific features
people were unaware of previously. These include data
processing methods in digital environment and approaches
towards addressing challenges related to them.</p>
      <p>
        The important features of digital infrastructure are the
ability to store and process data, informative interaction of
infrastructure’s elements, a possibility to store the history
of previous parameters for all significant objects. At the
same time, these features cause problems. For example,
there are certain issues when data is stored for a long time,
when it is collapsed or when it is needed to guarantee its
integrity because information has become a crucial
resource for the functioning of modern society on all levels
[
        <xref ref-type="bibr" rid="ref15 ref16 ref17 ref18 ref19">15-19</xref>
        ]. To avoid problems at the storage and processing
of data the following aspects should be taken into account:
− Data format compatibility should be implemented on
both technical and semantic levels.
− Data immutability is guaranteed. This applies to the
preservation of semantics of regulatory and reference
information in all collaborating systems and to the
provision of immutability of values for the stored
properties of objects.
− The information should be correctly collapsed when
there is a lot of raw data from different sensors, IoT
and communication devices.
− Authorized use of information should be guaranteed,
including data access restrictions, control over the
functionality of data enrichment by tying up data
about objects generated from different sources with
the use of big data technologies. Data enrichment
control should be permanent because otherwise in the
course of time once anonymous data can become
personalized when new data is added into the system
or new algorithms are applied to its processing.
− The change of restriction rules on the use of
information when data is circulating for a long time
should be eliminated. There are known cases when
license agreements and other labilities were changed
by the owners of automated systems without due
notification of users.
      </p>
      <p>Both the aspects listed above and other characteristics
of digital technologies should be sustained by the digital
infrastructure and regulatory system of the state.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusion</title>
      <p>In the age of digitalization, it has become essential to
design methods enabling the elaboration of digitalization
processes, the formalization and modeling of interaction
between the needs and digital technologies. The SET
concept makes it possible to study in detail and analyze the
correlation between new technologies and needs they
satisfy. The conducted research allows us to draw the
following conclusions:</p>
      <p>Digital technologies significantly and quickly change
the structure and methods for the satisfaction of needs.
Thus, it is important to address the technological aspect of
SET and the needs in complex.</p>
      <p>SET in digital environment obtain new properties:
variability, virtuality, capability to use global
communications etc. Individuals and society in general
have conceptually new functional methods to ensure
situational awareness and improve management, including
identification and geolocation of all significant objects,
storage of information about previous behavior and the use
of this data in real time. These phenomena should be
explored along with the options to satisfy the needs on a
new level.</p>
      <p>The use of digital technologies requires a conscientious
approach towards the formation of needs. The use of SET
concept allows describing formally the system of needs,
assessing holistically the changes in technological
capabilities and forecasting socioeconomic changes in the
society.</p>
      <p>The suggested conceptual approach will enable
researching the specifics of manufacturing and
consumption in the age if digitalization. The application of
this approach may be automated and contribute to the
addressing of issues of technological development and
socioeconomic management in new conditions.</p>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgements</title>
      <p>This article is prepared with a partial financial support
of RFBR under the scientific project № 18-29-03070.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <surname>Reingold</surname>
            <given-names>L.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Reingold</surname>
            <given-names>E.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kopylov</surname>
            <given-names>G.I.</given-names>
          </string-name>
          <article-title>Information technology and nature similarity in the development of the infrastructure of society</article-title>
          .
          <source>Journal of Applied Informatics</source>
          , Vol.
          <volume>14</volume>
          , No.
          <volume>5</volume>
          (
          <issue>83</issue>
          ),
          <year>2019</year>
          . P.
          <volume>53</volume>
          -
          <fpage>73</fpage>
          . DOI:
          <volume>10</volume>
          .24411 / 1993-8314-2019-10036.
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <surname>Shumsky</surname>
            ,
            <given-names>S. A.</given-names>
          </string-name>
          <article-title>Machine intelligence: essays on the theory of machine learning</article-title>
          and
          <source>artificial intelligence</source>
          . Moscow Institute of Physics and Technology (National Research University). - Moscow: RIOR,
          <year>2019</year>
          . - 339 p.
          <source>ISBN 978-5-369-02011-1</source>
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          <article-title>[3] Program “Digital Economy of the Russian Federation”</article-title>
          .
          <source>Approved by Order of the Government of July 28</source>
          ,
          <year>2017</year>
          No.
          <issue>1632</issue>
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          <source>[4] Order of the Government of the Russian Federation of March 23</source>
          ,
          <year>2018</year>
          N 482
          <article-title>-r On the action plan ("road map") to improve legislation and remove administrative barriers in order to ensure the implementation of the National Technological Initiative in the direction of "Technet" (advanced production technologies)</article-title>
          . Access mode: http://assets.fea.ru/uploads/fea/nti/docs/rasporyazhen ie-dk-23032018
          <source>-482.pdf (accessed 22.03</source>
          .
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          <article-title>[5] Digital technology</article-title>
          .
          <source>Ministry of Digital Development</source>
          ,
          <article-title>Telecommunications and Mass Media of the Russian Federation</article-title>
          . Available at: https://digital.gov.ru/ru/activity/directions/878/ (accessed 22.03.
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>Akatkin</given-names>
            <surname>Yu</surname>
          </string-name>
          .M.,
          <string-name>
            <surname>Karpov</surname>
            <given-names>O.E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Konyavsky</surname>
            <given-names>V.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yasinovskaya</surname>
            <given-names>E.D.</given-names>
          </string-name>
          <string-name>
            <surname>Digital</surname>
          </string-name>
          <article-title>Economy: The Conceptual Architecture of the Digital Industry Ecosystem</article-title>
          .
          <source>Business Informatics</source>
          .
          <year>2017</year>
          . No.
          <volume>4</volume>
          (
          <issue>42</issue>
          ). P.
          <volume>17</volume>
          -
          <fpage>28</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          <article-title>[7] What is Entity Relationship Diagram</article-title>
          (ERD)? Available at: https://www.visualparadigm.
          <article-title>com/guide/data-modeling/what-is-entityrelationship-diagram/</article-title>
          <source>(accessed 22.03</source>
          .
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <surname>Reingold</surname>
            <given-names>L.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Slavin</surname>
            <given-names>O.A.</given-names>
          </string-name>
          <article-title>Socio-economic technologies as a generalization of trends in socioeconomic development // Proceedings of the Institute for System Analysis of the Russian Academy of Sciences. Intelligent information technology</article-title>
          . Applied aspects. M.:
          <year>2005</year>
          . P.
          <volume>40</volume>
          -
          <fpage>55</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>ISO</given-names>
            <surname>15704</surname>
          </string-name>
          <article-title>:2019 Enterprise modelling and architecture - Requirements for enterprisereferencing architectures</article-title>
          and methodologies Available at: https://www.iso.org/standard/71890.html (accessed
          <volume>22</volume>
          .03.
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <article-title>FIBO conceptual methodology</article-title>
          ,
          <source>Further exploration of conceptual Modeling Principles FDTF Day 2</source>
          ,
          <issue>17</issue>
          <year>Sept 2014</year>
          . p.
          <volume>17</volume>
          Available at: http://www.hypercube.co.uk/edmcouncil/docs/fibobco-conceptual
          <source>-modeling_v0.2.pptx (accessed 22.03</source>
          .
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <article-title>DeLooper Christian What is 5G? 5G's arrival is transforming tech. Here's everything you need to know to keep up</article-title>
          .
          <volume>24</volume>
          .01.
          <year>2020</year>
          . Available at: https://www.digitaltrends.com/mobile/what-is-5g
          <source>/ (accessed 22.03</source>
          .
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <article-title>Wi-Fi 6 in the enterprise: We're in a new wireless era</article-title>
          . Available at: https://www.wi-fi.org/beacon/davechen/wi-fi-6
          <article-title>-in-the-enterprise-we-re-in-a-newwireless-era (accessed 22</article-title>
          .03.
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>Hoffman</given-names>
            <surname>Chris</surname>
          </string-name>
          .
          <article-title>Bluetooth 5.1: What's New and Why It Matters</article-title>
          .
          <volume>31</volume>
          .12.2019 Available at: https://www.howtogeek.com/403606/bluetooth-5.1
          <article-title>- whats-new-and-why-it-matters/</article-title>
          <source>(accessed 22.03</source>
          .
          <year>2020</year>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <surname>Grin</surname>
            <given-names>O.S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Grin</surname>
            <given-names>E.S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Solovyov</surname>
            <given-names>A.V.</given-names>
          </string-name>
          <article-title>The Legal Design of the Smart Contract: The Legal Nature and Scope of Application</article-title>
          .
          <source>Lex Russica</source>
          .
          <year>2019</year>
          ;(8):
          <fpage>51</fpage>
          -
          <lpage>62</lpage>
          [Grin'
          <string-name>
            <given-names>O.S.</given-names>
            , Grin' Ye.S.,
            <surname>Solov'yev A</surname>
          </string-name>
          .V.
          <article-title>Pravovaya konstruktsiya smart-kontrakta: yuridicheskaya priroda i sfera primeneniya</article-title>
          .
          <source>Lex russica (Russkiy zakon)</source>
          .
          <year>2019</year>
          ;(8):
          <fpage>51</fpage>
          -
          <lpage>62</lpage>
          .] .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <surname>Bakanova</surname>
            ,
            <given-names>N.B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Soloviev</surname>
            ,
            <given-names>A.V.</given-names>
          </string-name>
          <article-title>Problems of longterm keeping of big data // Information Technology</article-title>
          and
          <string-name>
            <given-names>Computing</given-names>
            <surname>Systems</surname>
          </string-name>
          , No. 2,
          <string-name>
            <surname>M.</surname>
          </string-name>
          :
          <year>2019</year>
          . P.
          <volume>44</volume>
          -
          <fpage>53</fpage>
          . DOI 10.14357/2071863219020.
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <surname>Solovyev</surname>
            ,
            <given-names>A.V</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Danilenko</surname>
            ,
            <given-names>A.Yu.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Akimova</surname>
            ,
            <given-names>G.P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bogdanov</surname>
            ,
            <given-names>D.S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pashkin</surname>
            ,
            <given-names>M.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pashkina</surname>
            ,
            <given-names>E.V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Podrabinovich</surname>
            ,
            <given-names>A.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Tumanova</surname>
            <given-names>I.V</given-names>
          </string-name>
          .
          <article-title>Mathematical models for assessing the integrity of digital data transfer in a digital economy // Proceedings of the Institute for System Analysis of the Russian Academy of Sciences (ISA RAS)</article-title>
          , Vol.
          <volume>69</volume>
          ,
          <string-name>
            <surname>Issue</surname>
            <given-names>2</given-names>
          </string-name>
          ,
          <string-name>
            <surname>M.</surname>
          </string-name>
          :
          <year>2019</year>
          . P.
          <volume>65</volume>
          -
          <fpage>74</fpage>
          . DOI:
          <volume>10</volume>
          .14357/20790279190207.
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <surname>Zakharova</surname>
            <given-names>A.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Podvesovskii</surname>
            <given-names>A.G.</given-names>
          </string-name>
          ,
          <article-title>Shklyar A.V. Visual and cognitive interpretation of heterogeneous data (</article-title>
          <year>2019</year>
          ),
          <source>Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLII-2/W12</source>
          , pp.
          <fpage>243</fpage>
          -
          <lpage>247</lpage>
          . doi:
          <volume>10</volume>
          .5194/isprs-archives-XLII-2
          <string-name>
            <surname>-W12-</surname>
          </string-name>
          243-2019 В
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <surname>Khakimova</surname>
            <given-names>A.Kh.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zolotarev</surname>
            <given-names>O.V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Berberova</surname>
            <given-names>M.A.</given-names>
          </string-name>
          <article-title>Visualization of bibliometric networks of scientific publications on the study of the human factor in the operation of nuclear power plants based on the bibliographic database Dimensions</article-title>
          .
          <source>Scientific Visualization</source>
          ,
          <year>2020</year>
          , volume
          <volume>12</volume>
          , number 2, pages
          <fpage>127</fpage>
          -
          <lpage>138</lpage>
          , DOI: 10.26583/sv.12.2.10, E-ISSN:
          <fpage>2079</fpage>
          -
          <lpage>3537</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          [19]
          <string-name>
            <surname>Zakharova</surname>
            ,
            <given-names>A.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nebaba</surname>
            ,
            <given-names>S.G.</given-names>
          </string-name>
          ,
          <article-title>Zavyalov D.A. Algorithms and Software Increasing the Efficiency of Processing Multidimensional Heterogeneous Data (2019) Programming</article-title>
          and Computer Software,
          <volume>45</volume>
          (
          <issue>4</issue>
          ), pp.
          <fpage>196</fpage>
          -
          <lpage>201</lpage>
          . doi:
          <volume>10</volume>
          .1134/S0361768819040108.
          <article-title>Reingold Leonid A., consultant, LLC DIAVER, Candidate of Technical Sciences. E-mail: leonidrein@gmail</article-title>
          .com. Solovyev Alexander V.,
          <string-name>
            <surname>Chief</surname>
            <given-names>Researcher</given-names>
          </string-name>
          ,
          <article-title>Department 94 ISA FRC CSC RAS</article-title>
          .
          <article-title>Doctor of Technical Sciences. E-mail: soloviev@isa.ru. Reingold Elena A., lead consultant, LLC MCD PARTNERS, PhD in Economics, docent</article-title>
          . E-mail: l_r@mail.ru.
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>