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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Digital Earth for Smart Municipalities</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Eugene Eremchenko</string-name>
          <email>eugene.eremchenko@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ilya Rylskiy</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Lomonosov Moscow State University</institution>
          ,
          <addr-line>GSP-1, Moscow, 119991</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The paper discusses the prospects of integrating the concepts of Digital Earth and Smart Cities to achieve synergy and improve global governance by harmonizing decision supports at different scales. Achieving this goal requires overcoming the scale-dependent differentiation of information systems and thus integration of Smart Cities with their geospatial context. A possible approach can be based on the unique property of spatial and temporal localizations their invariance for all subjects. Spatial and temporal localizations are fundamentally different from classical "thematic" ontologies, inevitably contradictory and relative. Implementing the concept of "ontological pluralism" will allow the seamless integration of heterogeneous information into a single spatial and temporal volume. The urgency of practical implementation of such systems is demonstrated briefly against the background of the COVID-19 pandemic and the need to find new approaches to the processing and analyzing environmental factors. Smart City, Digital Earth, governance, decision making, ontological pluralism</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Smart Cities and Digital Earth concepts have a lot in common. Both emerged from the same source
– the digital transformation that began at the end of the 20th century. Digital Earth was proposed in
1992-1998 [
        <xref ref-type="bibr" rid="ref1 ref2">1, 2</xref>
        ]. It became a reality in 2005 with the launch of Google Earth online service which, in
turn, initiated the active development of the Smart City concept [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Both concepts address the problem
of the formation of virtual decision-support environments for governance and their implementation in
real life.
      </p>
      <p>
        But their extents are different. Smart City is focused on the metropolises. Instead, Digital Earth
pretends to be a single global omniscale management system, combining in a single data set all levels
at once – from global to local ones [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. This contradiction prevents the integrity of governance.
      </p>
      <p>Therefore, developing an integrated approach to combine both concepts is required. Its importance
was clearly demonstrated during the COVID-19 pandemic. The inability of existing systems to assess
the nature of the threat and its contributing factors in a timely manner and to develop necessary
countermeasures against it resulted in the development of a global crisis which, in turn, revealed the
inadequacy of the existing crisis response systems.</p>
      <p>
        The main prerequisite for such a crisis development was the absence of a unified holistic and global
information structure which would allow to identify in advance the factors and threats of principally
new classes. Such a hypothetical hierarchical structure should represent the whole variety of data about
the world in their interconnection. It is called “top level ontology”. Approaches to the development of
the top level ontology are intensively researched [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], but it is very far from being created because it
"tantamount to the question of the most basic categories" [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Moreover, it is necessary to integrate all
possible scales in order to avoid the fragmentation of information images and the consequent generation
of inconsistent decisions at different levels of the hierarchically organized control system.
      </p>
      <p>In spite of the worldview unwillingness of modern science to create a top level ontology, its practical
necessity is obvious to manage and detect promptly any threats and risks, especially if their nature and</p>
      <p>2021 Copyright for this paper by its authors.
place in the existing ontological schemes are not yet clear. Since the only sufficient platform for global
management systems is the Digital Earth, it is necessary to propose principles for organizing
information within it.</p>
      <p>Data sets for all different scales should be consistent according to the Digital Earth paradigm. Since
cities and metropolises are the main habitats of modern mankind and the main source and recipient of
technogenic threats, it is necessary to identify the conceptual limitations, both explicit and implicit, that
hinder the integration of Digital Earth and Smart Cities and hide behind the ambiguous terms "digital"
and "smart", in order to solve the task at hand.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Methodology</title>
      <p>
        Formally the problem of creating a top level ontology belongs to computer science. Still, in essence,
it is a fundamental interdisciplinary worldview problem since it requires the integration of data relating
to all research fields without exception. The solution to such a problem requires the consolidation and
structuring of all knowledge accumulated by humanity. Indeed, this task cannot be solved, at least in
the foreseeable future. At the same time, the critical urgency of ensuring at least elementary expedient
management requires creating such a system in a concise time frame. It requires the consolidation of all
information in the proper framework, like Digital Earth. Because of the interdisciplinary and
fundamental nature of the problem, these principles must satisfy the criteria for a good scientific theory
[
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
      </p>
      <p>
        The task is supposed to use a set of standard research methods, among which integral method, which
is an alternative to the differential method widely used in scientific research should be mentioned
separately. The integral research method is rarely used in geoinformatics, but tt has been used with
astonishing efficiency by the famous endocrinologist Hans Selye (1907-1982). In contrast to the usual
approach of identifying disease-specific symptom complexes, he formulated the opposite task and
began to study the unspecific responses of the living species to any possible demand of any nature. This
allowed him to develop the theory of stress, or general adaptation syndrome, as a universal, non-specific
response of living organisms to all kinds of challenges [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. The approach used by H. Selye has a general
scientific significance [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] and can therefore be applied to the task at hand. Accordingly, the study of the
global phenomenon through the identification of common properties of its manifestations will be an
important goal of the study.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Research and Discussion</title>
      <p>The core concept of a Smart City is an expression of the idea that it is possible and necessary to
build a human-compatible technological environment with the help of new technologies. It is focused
primarily on large metropolitan areas. To some extent, this peculiarity of perception can be traced by
the use of "smart" terms related to entities on different scale levels. Obviously, entities associated with
the rural environment are less frequently characterized as "smart" compared to entities associated with
the urban environment and new technologies (Figure 1). We can see that the frequency of use of such
terms for the less urbanized areas (towns and villages) is relatively low, despite the quantitative
predominance of towns and villages over cities and metropolises.</p>
      <p>This approach is relatively justified by the fact that urbanization in the modern world is increasing,
and the share of the population living in cities is rising constantly. Cities are also centers of
technological development and implementation, leading to the fast growth of the risks associated with
them. Megalopolises are migration portals, technological and scientific centers and transportation hubs,
and so are particularly vulnerable to technological, biological and social hazards.</p>
      <p>The answers to the second and third questions, by contrast, are invariant. Even subjects who see the
phenomenon differently will have the identical representation of its spatial and temporal localization.</p>
      <p>
        The invariance property of space and time is paradoxical, since both categories, on the one hand, are
subjective [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ], and the spatio-temporal frameworks for external perceptions are generated by
individual subjects independently. On the other hand, it is equally clear that these both categories are
generated by all subjects in the very same manner, synchronously and identically. This strange
peculiarity of the invariance of individual space and time has no currently accepted explanation and
needs to be studied. However, it can already be used to create systems that can identify fundamentally
new phenomena and provide their representation in decision support systems.
      </p>
      <p>Such kinds of information systems should be comprehensive replicas of reality. At the same time
they must have an open ontological structure, i.e. they would allow to include and display any
information in the system instantly, as it recognized and before its strict classification.</p>
      <p>
        The basis for creating such systems should be the requirement of representation of the environment
through the senses, bypassing the mediation by signs. Along with the environment image integrity
requirement, it is a demand of the situational awareness principle [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ]. This can be achieved assuming
the spatial and temporal localization ("where?" and "when?") of any information as the only
ontologically significant factors inevitably characterizing any information and necessary for its
embedding into the spatio-temporal geospatial framework and subsequent analysis. Any thematic
ontology will be secondary and, by necessity, relative one (Figure 2). This principle can be described
as "ontological pluralism" (in an information sense of ontology), because it presupposes the coexistence
of several incompatible ontological models [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ].
      </p>
      <p>Naturally, this approach is primarily applicable to the identification and analysis of fundamentally
new objects, phenomena and processes in natural and social systems that are not described and even
predicted by existing models. This opens up the possibility of studying such objects, phenomena and
processes by their spatial and temporal dynamics, which makes it possible to identify their material
carriers and the factors influencing them. Such an approach may be particularly fruitful in the study of
unique phenomena existing in geocentric space, such as the nature of living things and processes in
living systems, the environmental factor in all its manifestations, social phenomena, etc. The most
effective source of data on such processes is modern urbanized areas, united by the term Smart Cities.
A significant difference between the proposed approach and the classical view of Smart Cities as a
highly automated spaces is that the answer to the question "what?" becomes a consequence of the
answers to the questions "where?" and "when?".</p>
      <p>The proposed approach based on Digital Earth restores the integrity of the image of geocentric space
in information systems, eliminating the dissociation of "smart" cities and their "non-smart"
environments. It makes possible to identify relationships that are not detectable with classical
scaledependent tools - primarily, correlations between processes occurring at different scales. Such a system
is equally compatible with different ontological schemes and allows the principle of "ontological
pluralism" to be put into practice. A possible structure of a similar system interface implemented in the
Google Earth environment is shown in Figure 3.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusions</title>
      <p>
        The integration of Digital Earth and Smart Cities concepts creates a set of unique opportunities to
simultaneously enhance governance by improving decision-making and to use global datasets as a
means to study biological, social, and anthropogenic phenomena in their interconnectedness [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ]. In
this case, the solution of both tasks requires the organization of the representation of the environment,
which allows to combine the different scales of data and to realize the hidden potential in them. The
basis for such a representation can be the concept of ontological pluralism, implemented through a
holistic, rich and unmediated representation of the environment and the inclusion of data sets structured
mainly by their spatial and temporal localization. Such an approach is based, on the one hand, on the
invariance of spatial and temporal localizations and, on the other hand, on the ontological relativity.
Ontological pluralism provides unique capabilities for fast response to new challenges, risk ant threats
like COVID-19 pandemy.
      </p>
    </sec>
    <sec id="sec-5">
      <title>5. Acknowledgements</title>
      <p>Research was supported by RSF grant #20-47-01001.</p>
    </sec>
    <sec id="sec-6">
      <title>6. References</title>
    </sec>
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