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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Creepex as a parameter of seismo-geodynamic studies based on geo-information systems</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Anna V. Mikheeva</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Igor I. Kalinnikov</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Institute of Computational Mathematics and Mathematical Geophysics SB RAS</institution>
          ,
          <addr-line>Novosibirsk</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Institute of Physics of the Earth of O.Yu. Schmidt RAS</institution>
          ,
          <addr-line>Moscow</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <fpage>194</fpage>
      <lpage>202</lpage>
      <abstract>
        <p>The GIS-EEDB (the Expert Earthquake Database) and GIS-ENDDB (the Earth's Natural Disasters DataBase) geoinformation systems implement methods for spatial-temporal analysis of both classical and new characteristics of the seismogeodynamic process. One of the new characteristics is a normalized creepex parameter that can be used in the statistical approach to studying of seismicity to assess a relative contribution of “soft” (creep) and “hard” (explosion) movements to the overall process of focal radiation. In this paper, the following modifications of the creepex parameter are proposed and compared: 1) 0 − 0_ and  − _ as the result of reducing the parameters 0 and  of each event to the world average values of the creepex, obtained from the polynomial dependence of _ ( = 0,  ) on _, where _ are calculated based on the world average estimates of _ and _ at uniform intervals of the seismic moment (NEIC catalog), 2) _ as the result of reducing  of each event to _, i.e. to the average for the studied in this work BJI catalog creepex values obtained from the polygonal trend  ( ) of all the catalog events. The advantage of using the creepex parameter, reduced to the trend of averaging the magnitudes of the catalog in question, is revealed, since the smallest linear dependence of the creepex on the magnitude is achieved (in comparison with the classical and normalized creepex) and the symmetry in the maximum amplitude of the deviation of the parameter relative to zero is preserved. Examples of the application of the compared parameters in specific seismic-geodynamic studies of aftershock processes of the Molucca and Simushir earthquakes also demonstrate the advantage of the parameter _ in the observed correspondence of the variations of the latter to the known physical processes in the focal zone of the Kashmir event, studied by the seismic-geodynamic methods of the GIS-EEDB geographical information system.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;Catalogs and databases of earthquakes</kwd>
        <kwd>seismic and geodynamic processes</kwd>
        <kwd>tectonic environments</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        At the present time, several modifications and prototypes of GIS-EEDB (the Expert Earthquake
Database) and GIS-ENDDB (the Earth’s Natural Disasters DataBase — a database of
disastrous events: earthquakes and impact structures) [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] are functioning in various scientific and
educational organizations. Its implement methods of statistical spatial-temporal analysis of
the characteristics of the seismogeodynamic process: both the classical (parameters of the
repeatability graph, the total number of earthquakes, the total seismic energy, methods of
transformation of geophysical fields, etc.) and the new (the relative total seismic energy and
its gradients; maximum earthquake depths, the total slip direction in seismic foci, methods
of grouping events into seismolineaments, swarms, clusters; methods of correlation analysis,
etc.). Recently, a method for calculating the normalized creepex was implemented in the GIS
system, which complements the complex seismogeodynamic analysis with maps and graphs
of changes in this parameter in order to identify the relationship of seismic events with the
tectonic environment (by the distribution of its anomalies in space), as well as the regularities
of the seismogenesis processes before and after a strong event (by a change in the parameter in
time).
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. The concept of creepex, its applicability and modifications</title>
      <p>
        A formally constructed parameter of creepex (creep &amp; explosion) is determined by the ratio of
magnitudes  and :
— by the diference 0 =  −  [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] (other types of magnitudes for volume waves are
also allowed [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]);
— by the residual of these magnitudes in the orthogonal regression  =  −  ·  −  [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ].
      </p>
      <p>
        From a mathematical point of view, a creepex is a diference of quantities of the same
dimension, but with a diferent physical content. In fact, it is a normalized logarithm of the ratio of
diferent estimates of the earthquake energy. The energy parameters of MS and mb are
determined by diferent types (surface and volume) waves at diferent frequencies (a low-frequency
range for MS: usually with a period of 20 s; and a high-frequency range for mb: usually with a
period of 1 s). The ratio of MS and mb indicates the predominance of low or high frequencies in a
spectrum, indicating macroseismic processes with the creep or the explosion efect, respectively.
This allows the parameter to be used, for example, for reliable explosions identification on the
background of seismic events of natural and anthropogenic origin. The spectral characteristics
of the processes of fast and slow disruptions of the geophysical environment continuity act as
an information carrier in the identification criteria. The extremely fast destruction by explosion
is accompanied by the emission of high-frequency seismic vibrations, the extremely slow one
is by a plastic flow, i.e. a creep, which in the extreme case is not accompanied by the
highfrequency seismic emission (episodic tremor and sliding). But the information content of the
creepex is much broader, since  and  are evaluated by seismologists based on the spectral
characteristics of the wave forms associated with an earthquake, each reflecting the specific
features not only of an earthquake itself, but also the conditions of its origin and propagation in
the “muddy” (according to [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]) geophysical environment.
      </p>
      <p>
        Thus, 0 and  are those simple parameters of the spectral characteristics of the
earthquakes that can be used in the statistical approach to studying of seismicity to assess a relative
contribution of “soft” (creep) and “hard” (explosion) movements to the overall process of focal
radiation. Thus, the dominance of increased values of the creepex in the region under study,
reflecting the predominance of low frequencies in the earthquake spectrum, is a sign of tectonic
“softness” [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Indeed, in [
        <xref ref-type="bibr" rid="ref6 ref7">6, 7</xref>
        ], it is confirmed that in transform faults with a shift deformation
or spreading zones, the tectonic movement in which generally exhibits the property of “aseismic
creep”, seismic sources have a much higher value of the creepex than in subduction zones
characterized by a “cold” brittle fracture. On the other hand, the reason for the local diferences
in the creepex distributions “be sought for in diferent conditions for generating seismic waves
in specific foci — the type of strength or mechanism of the focus” [
        <xref ref-type="bibr" rid="ref2 ref3">2, 3</xref>
        ]. This means that local
 deviations are “a measure of the specificity of the focal zone”, and spatial-temporal changes
in the parameter will be “due to the conditions variations in the focal zone on the radiation of
compression and shift waves” [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. However, a “balanced” approach is also necessary here, since
the accuracy of the  estimate for an individual event, determined by the error in calculating
 and , can be “both objective and subjective” [
        <xref ref-type="bibr" rid="ref7 ref8">7, 8</xref>
        ].
      </p>
      <p>
        There are many factors leading to the dependence of the radiation eficiency of a seismic source
on the scope of events, for example, the efect of absorption and scattering of high frequencies
during the oscillations propagation [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. In addition, there are some methodological problems in
estimating the seismic energy of earthquakes, for example, its systematic overestimation in an
elastic medium in comparison with a viscoplastic one [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], etc. Such factors can be the reason
for the long-discovered nonlinearity of relationships between magnitudes of diferent types [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ].
Thus, studying earthquake catalogs created by many agencies has shown that the diference
between the magnitudes  and  depends on the earthquake magnitude  according to
the linearly growing law [
        <xref ref-type="bibr" rid="ref3 ref8">3, 8</xref>
        ]. This dependence complicates the use of the creepex parameter
in statistical studies, making it dificult to adequately interpret its anomalies without a special
consideration of the magnitude of each event in a sample.
      </p>
      <p>
        To solve this problem, a modified (normalized to the arithmetic mean of  and mb of each
event) estimate of the creepex parameter  = 4( − )/( + ) was proposed
in [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] which somewhat reduced its systematic dependence on the earthquakes magnitude 
(especially pronounced for large events), but did not completely eliminate this dependence,
transforming it from linear to logarithmic (Figure 1).
      </p>
      <p>In this paper, the following modifications of the creepex parameter are proposed and
compared.</p>
      <p>1. 0 − 0_ and  − _ is the result of reducing the parameters 0
and  of each event to the world average values of the creepex, obtained from the
polynomial dependence of _ ( = 0,  ) on _ (Figure 2, a), where _
a
b</p>
      <p>
        are calculated based on the world average estimates of _ and _ [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ] at
uniform intervals of the seismic moment (NEIC catalog).
2.  — the result of reducing  of each event to _, i.e. to the average (for the
studied in this work BJI catalog [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]) creepex values obtained from the polygonal trend
 () (black line in Figure 2, b) of all the catalog events.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Comparative analysis of creepex modifications, examples of their application</title>
      <p>Comparison of the proposed parameters can be carried out both from the view point of solving
the problem of the creepex dependence on magnitude, and based on the correspondence of the
creepex variations to the known physical processes in the foci of specific events, investigated
by diferent methods of a geographic information system.</p>
      <p>The dependence  of diferent creepex versions is shown in Figure 3 using an example of
the aftershock swarm of the January 21, 2007 earthquake ( = 7.5) in Molucca according to
the BJI catalog. The reduced to the average trend of the BJI catalog creepex value  − _
demonstrates a less pronounced dependence on magnitude than the parameter  , while
maintaining the character of monotonic growth with an increase in the magnitude of the event
(Figure 3, a).</p>
      <p>
        On the contrary, the creepexes, reduced to the global data (calculated by NEIC [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]):  −
_ and 0 − 0_ demonstrate (Figure 3, a) the suppression of the monotonic
growth at large magnitudes, resulting in distortion of information about the creepex for large
events. This may be due to a systematic diference in estimates  presented by diferent
catalogs (here, by BJI and NEIC ones). It is possible, of course, to find the correspondence of
these estimates by the coincidence of the trends in their relationship with a more objective by
defined magnitude  (Figure 2, b). We have estimated the latter according to the magnitude
 presented in the BJI catalog. It was found that, in contrast to the dependence  ():
 =  − 0.4 according to Abubakirov et al. [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ], for BJI a good agreement of the trends
in the area of their intersection is given by the formula  =  + 0.5. If we accept
 =  − 0.4 [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ], then it is necessary to decrease the estimate  in the BJI catalog
by 1.2: _ =   − 1.2 (Figure 2, b). For  in this case, a correction − 0.4 is required.
The introduction of such significant corrections brings about a large shift of the creepex 
value (and, largely, of the value 0) into the area of negative values. Conversely, reducing the
values 0 and  to average the  and _ world creepexes, obtained from
relatively high magnitudes, leads to a shift of the obtained estimates into the positive area
(Figure 3, b; yellow and gray lines in Figure 4, a). Apparently, the events distribution shifted
in one or another direction does not correspond to the equal importance of the contributions
(to seismicity, in general) of two physical processes: a brittle fracture and a viscous slip. Thus,
from the viewpoint of the expediency of using the creepex, it does not allow to visually classify
events according to relevant two groups using the obtained parameters.
      </p>
      <p>So, the idea of reducing the creepex to the average value over the world catalogs (NEIC) for
the events of the BJI catalog cannot be accepted because, although it removes the dependence of
the creepex on , leads to a systematic shift of its normalized estimate to the area of negative
or positive values. Now consider the graph in Figure 3, b showing the advisability of reducing
the creepex to the trend of averaging the itself magnitudes of the catalog used, in this case:
 =  − _. The distribution of this parameter (its trend is highlighted by a bold
line) has no displacements about the zero axis.</p>
      <p>Examples of the application of the compared parameters in specific seismic geodynamic
studies on various aftershock processes (Figure 4) also demonstrate the advantage of the
parameter . The first, strongest shock (marked with vertical lines in Figure 4) on the
graphs of  and  (red and blue colors) is marked by a regular significant increase in
the creepex value (which shows a large contribution of quasi-plastic flow to the mechanism of
main shocks, and sometimes of several subsequent shocks), after which a gradual (over several
hours) decline occurs, characterizing the beginning of the medium conversion to brittle fracture
(developed the next day). A similar mechanism was established as a result of a more detailed
geodynamic study of the Kashmir earthquake (08.10.2005,  = 7.6) carried out by means of
the GIS-ENDDB system (Figure 5).</p>
      <p>
        The temporal distribution of aftershocks of the Kashmir earthquake (Figure 5, a) clearly
demonstrates the relaxation process of the source in the first hours after the main shock by
partial, periodic chains of events with a decreasing value of the creepex  within a chain.
According to a change in the value  , the chains demonstrate the transition from
quasiplastic flow to brittle fracture, according to the general interpretation from [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Let us note that a
number of studies [
        <xref ref-type="bibr" rid="ref14 ref15">14, 15</xref>
        ] mention periodic activations of the after-shock process of the Kashmir
earthquake and the impossibility of explaining its without introducing special corrections into
the seismodynamic model (in particular, the “slip variability” correction, “repeated slip”, etc.) or
the assumption of the existence of a highly fluid layer in the lower crust.
      </p>
      <p>
        The connection of the initial events of each chain with quasi-plastic processes at depth is also
proved by their depths: the temporal distribution of the ISC catalog events near the focal zone
shows that at the beginning of each chain there is a deeper event than the subsequent ones in
the chain, and the main shock of the Kashmir earthquake, although confined to the depth of
the brittle layer ( = 8.2 km according to ISC data), is preceded by two foreshocks (3 hours
before the event), which have a greater depth: 15 and 14 km (Figure 5, b). Let us also note that
according to the data of the CMT global catalog [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ], the mechanisms of the overwhelming
number of events in the Kashmir earthquake source are an upthrust (Figure 5, c), determined by
the tectonic setting of collisional compression, covering a large range of depths.
      </p>
      <p>The graph of ISC changes over time is more smoothed (the red line in Figure 5, d) than
the  graph (the blue line), since stronger events at the beginning of each chain are not
manifested here by the creepex increase (because there is no proportional dependence of the
creepex on the magnitude). Apparently, the ISC graph more objectively reflects the physical
processes in the focus: the main shock (which is marked by the first point of each chart) does
not show up on the ISC chart as either a positive or a negative maximum. But 1.5 hours after
it, the sharp maximum marks the greatest contribution of the viscous slip to the mechanism of a
pair of synchronous aftershocks ( = 5.9 and  = 5.7) located along the perimeter of the
focal zone of the main shock (red and orange circles in the inset picture of Figure 5, a), which
can characterize a sharp change in the environment state caused by the destructive upthrust
of the main shock. Another 5 hours later, an aftershock with  = 6.4 (the beginning of the
second chain of aftershocks in Figure 5, a) occurs just to the northwest of the main shock, which
also does not show up on the ISC chart as a positive maximum, but an hour after which there
is a jump of ISC to the area of positive values (Figure 5, d). It is possible that both of these
maxima show a pattern of occurrence of aftershocks with an increased creepex value after the
largest aftershocks.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion</title>
      <p>The creepex is an informative parameter reflecting the properties of the geophysical
environment, the dynamic processes in which are manifested in the spectral features of waveforms
generated by earthquakes. Obtaining a quantitative measure of information extracted from the
creepex requires taking into account the peculiarities of the used information base: catalog of
earthquakes. This paper shows the advantage of using the creepex parameter, reduced to the
trend of averaging the magnitudes of the catalog in question, since a smaller linear dependence
of the creepex on the magnitude is achieved (in comparison with classical creepex) and a
symmetry is preserved in the maximum amplitudes of the parameter deviation relative to zero. The
choice of the most informative modification of the creepex parameter and its implementation
into the expert information and computing system GIS-ENDDB will provide the possibility: to
calculate and visualize the distribution of the creepex parameter in space and time; to trace
its retrospective dynamics in various regions, including that in the zones of preparation and
development of strong earthquakes; to identify possible predictive patterns in the resulting
anomalies. For example, the researching Kashmir earthquake (08.10.2005,  = 7.6) by means
of the GIS-ENDDB system demonstrates in terms of the creepex value change the patterns of
medium transition from quasi-plastic flow to brittle destruction after a major shock.</p>
    </sec>
    <sec id="sec-5">
      <title>Acknowledgments</title>
      <p>This work was carried out under state contract with ICM&amp;MG SB RAS 0251-2021-0004.</p>
    </sec>
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