<!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>Analyzing of Kamchatka and the Kuril Islands Volcanoes Activity in 2019-2020</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Olga Girina</string-name>
          <email>girina@kscnet.ru</email>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Evgeniy Loupian</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Aleksei Sorokin</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Iraida Romanova</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Dmitry Melnikov</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Alexander Manevich</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anton Nuzhdaev</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergey Bartalev</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Alexander Kashnitskii</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Uvarov</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergey Korolev</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Sergey Malkovsky</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Lyubov Kramareva</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Computing Center FEB RAS</institution>
          ,
          <addr-line>65 Kim Yu Chen st., Khabarovsk,680000</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Far Eastern Center of Planeta Research Center for Space Hydrometeorology</institution>
          ,
          <addr-line>18 Lenin st.</addr-line>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Institute of Volcanology and Seismology FEB RAS, KVERT</institution>
          ,
          <addr-line>9 Piipblvd.,Petropavlovsk-Kamchatsky,683006</addr-line>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Khabarovsk</institution>
          ,
          <addr-line>680673</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Space Research Institute RAS</institution>
          ,
          <addr-line>38/32 Profsoyuznaya st., Moscow, 117997</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <fpage>112</fpage>
      <lpage>118</lpage>
      <abstract>
        <p>The work is devoted to the activity analysis of Kamchatka and the Kuril Islands volcanoes in 2019-2020.The activity of the volcanoes was estimated based on the processing of data from daily satellite monitoring carried out using the information system “Remote monitoring of Kamchatkan and the Kuriles volcanoes activity (VolSatView)”.The Kamchatka and the Kuril Islands volcanoes considered based on the analysis of their thermal anomalies. Analysis of the characteristics of thermal anomalies over volcanoes was carried out in KVERT IS. Analysis of the temperature of thermal anomalies of volcanoes in the Kuril-Kamchatka region in 2019-2020 shows a significantly higher activity of the Kamchatka volcanoes in comparison with the Kuril volcanoes. IS VolSatView, satellite data, thermal anomaly, volcano, eruption, activity, Kamchatka, Kuril Volcanic Eruption Response Team) of the Institute of Volcanology and Seismology (IVS) Far East VI International Conference Information Technologies and High-Performance Computing (ITHPC-2021),</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Islands</p>
    </sec>
    <sec id="sec-2">
      <title>1. Introduction</title>
      <p>
        Explosive volcanic eruptions are the most dangerous for the population and aviation due to the
high energetics of the volcanic process and their poor predictability. There are 68 active volcanoes in
Kamchatka and the Kuril Islands, there are annually explosive, effusive and extrusive eruptions of 4-6
volcanoes, during which tons of volcanogenic products in the form of lava, pyroclastics, volcanic
gases and aerosols come to the Earth's surface. In 2011-2014, scientists of the KVERT (Kamchatkan
Branch (FEB) Russian Academy of Sciences (RAS), the Institute of Space Research (ISR) RAS, the
Computing Center (CC) FEB RAS and the Far East Center of the Scientific Research Center
“Planeta” created and continues to develop the information system (IS) “Remote monitoring of
Kamchatkan and the Kuriles volcanoes activity (VolSatView)”, intended for a comprehensive
operational and retrospective analysis of volcanic activity using satellite and video data [
        <xref ref-type="bibr" rid="ref1 ref2 ref3 ref4 ref5 ref6 ref7">1, 2, 3, 4, 5</xref>
        ].
In 2014-2015, together with KVERT IVS and CC FEB RAS scientists, a subsystem was created using
the PUFF model, NOAA meteorological data and the developed software as part of the automated IS
(AIS) "Signal", which simulates the propagation of ash clouds and plumes during volcanic eruptions
[
        <xref ref-type="bibr" rid="ref3 ref5 ref8 ref9">1, 3, 6, 7</xref>
        ].
      </p>
      <p>2021 Copyright for this paper by its authors.</p>
    </sec>
    <sec id="sec-3">
      <title>2. IS VolSatView</title>
      <p>
        Focused on freely distributed non-commercial satellite products, VolSatView is capable of
automated collection of various satellite data of low, medium and high resolution with the maximum
frequency of their entry into the system and remote (distributed) work with them [
        <xref ref-type="bibr" rid="ref2 ref3 ref4 ref5 ref7 ref8">1, 2, 3, 5, 6</xref>
        ].
VolSatView implements a wide range of tools for working with satellite and cartographic
information, for example, directly in the system web interface, tools are available for highlighting and
determining parameters: thermal anomalies in volcano areas; ash clouds and plumes at any distance
from volcanoes, etc., which significantly increases the efficiency of monitoring volcanoes.
VolSatView makes it possible to perform joint analysis of satellite and other instrumental scientific
data (meteo-, video, results of mathematical modeling, etc.) coming from other ISs, in particular:
KVERT and VOKKIA (Volcanoes of Kurile-Kamchatka Island Arc) IVS FEB RAS, AIS "Signal"
CC FEB RAS [
        <xref ref-type="bibr" rid="ref3 ref9">1, 7</xref>
        ]. For example, directly in VolSatView, you can visualize on satellite images with
ash plumes the results of numerical modeling of the propagation of these plumes from volcanoes.
      </p>
      <p>
        To monitor volcanoes, VolSatView has operatively updated data of the average resolution of the
following satellite systems: NOAA-18/19 (AVHRR - Advanced Very-High-Resolution Radiometer),
Terra and Aqua (MODIS - Moderate Resolution Imaging Spectroradiometer), Suomi NPP (National
Polar -orbiting Partnership) and JPSS-1 (Joint Polar Satellite System) (VIIRS - Visible Infrared
Imaging Radiometer Suite), Sentinel 3A and 3B (SLSTR - Sea and Land Surface Temperature
Radiometer) [
        <xref ref-type="bibr" rid="ref3">1</xref>
        ]. Since March 15, 2016, the IS receives data from the Himawari-8 geostationary
satellite (AHI instrument - Advanced Himawari Imager), updated every 10 minutes [
        <xref ref-type="bibr" rid="ref10">8</xref>
        ]. Currently,
within the framework of volcanoes monitoring, about 200 satellite images per day are available for
analysis. A detailed study of events and eruptions products in VolSatView is possible using satellites
Landsat-7 (ETM + - Enhanced Thematic Mapper Plus), Landsat-8 (OLI (Operational Land Imager)
and TIRS (Thermal Infrared Sensor)), Kanopus-V (MSS (multi-spectral imaging system), PSS
(panchromatic imaging system)), Resurs – 1/2 (Geoton; KShMSA-VR and KShMSA-SR -
widecoverage multi-spectral equipment of high and medium resolution), EO-1 (Earth Observing One
Mission) (Hyperion), Sentinel 2B (MSI - MultiSpectral Instrument) [
        <xref ref-type="bibr" rid="ref3">1</xref>
        ].
      </p>
      <p>The main tasks of operational satellite monitoring of volcanoes are as follows:
- detection of ash clouds and plumes, determination of their parameters (length, area and azimuth of
propagation);
- detection of thermal anomalies in the areas of volcanoes, determination of their parameters (size,
temperature of the anomaly and background);
- analysis of the dynamics of the activity of volcanoes, on which thermal anomalies were detected,
during the effusive or intereruptive phase of activity.</p>
      <p>In this paper, we will consider the activity of the Kamchatka and the Kuril Islands volcanoes based
on the analysis of their thermal anomalies, has interactive detected on data by AVHRR, MODIS,
VIIRS, and Sentinel.</p>
    </sec>
    <sec id="sec-4">
      <title>3. Thermal anomalies in the volcanoes area</title>
      <p>
        Instruments for analyzing temperature fields are available directly in the VolSatView IS web
interface, allowing you to instantly view the temperature values (in degrees Celsius or Kelvin) at each
point of the satellite image, which significantly reduces the time for analyzing thermal anomalies in
areas of active volcanoes. KVERT scientists interactively process satellite images in the VolSatView
IS, and enter the characteristics of thermal anomalies into the KVERT IS database [
        <xref ref-type="bibr" rid="ref11">9</xref>
        ].To analyze data
on thermal anomalies in volcanoes areas, online tools for their graphical visualization was created in
the KVERT IS (Figure 1).
      </p>
      <p>Thermal anomalies in the volcanoes area have a different nature associated with their activity.
During volcanic eruptions (emissions of hot volcanic products into the atmosphere during explosive
activity; formation of pyroclastic flows; effusing of lava flows; squeezing of extrusions, etc.) the
brightness temperature of anomalies reaches maximum values (close to the measurement limit of
sensors); during the intereruptive phase of volcanic activity (gas-steam emissions from fumaroles),
thermal anomalies are either not recorded, or their brightness temperatures are close to background
temperatures.</p>
      <p>
        In 2019-2020 six volcanoes of Kamchatka and the Kuril Islands erupted. The volcanoes
Sheveluch, Klyuchevskoy, Bezymianny, and Karymsky erupted at Kamchatka, and the volcanoes
Ebeko, and Raikoke – at the Kuril Islands [
        <xref ref-type="bibr" rid="ref12 ref13 ref14">10, 11, 12</xref>
        ].
      </p>
      <p>
        The eruptive activity of Sheveluch volcano began since 1980, and it is continuing at present. A
growth of the lava dome continued all years, a strong fumarolic activity, and an incandescence of the
lava dome and hot avalanches accompanied this process. In 2019, strong explosions sent ash up to
1011.5 km above sea level (a.s.l.) on 09 March, 10 April, 29 August, 02 and 06 October, 03 and 11
November [
        <xref ref-type="bibr" rid="ref12">10</xref>
        ]. In 2020, strong explosions sent ash up to 7-10 km a.s.l. on 08 April, and 22 and 29
December [
        <xref ref-type="bibr" rid="ref13">11</xref>
        ]. Satellite data showed a thermal anomaly over the volcano all years (Figure 2).
      </p>
      <p>
        In 2019-2020, two moderate terminal explosive-effusive eruptions of Klyuchevskoy volcano
occurred: first from 01 November, 2019, till 03 July, 2020 [13], and second from 30 September, 2020,
till 08 February, 2021 [
        <xref ref-type="bibr" rid="ref13 ref14">11, 12</xref>
        ]. Explosive activity of Strombolian type and effusing the lava flows
along Apakhonchichsky and Kozyrevsky chutes were responsible for the high temperature of the
thermal anomaly over Klyuchevskoy volcano during both eruptions (Figure 2).
      </p>
      <p>
        Two strong explosive eruptions occurred on Bezymianny volcano in 2019 [
        <xref ref-type="bibr" rid="ref12">10, 14</xref>
        ], and one in
2020 [15]. 20 January, 2019, explosions sent ash up to 10-12 km a.s.l., 15 March, 2019, – up to 15 km
a.s.l., and on 21 October, 2020,– up to 11 km a.s.l. The maximum temperature of the thermal anomaly
over the volcano was during the explosive eruption on March 15, 2019 (Figure 2).Thanks to
monitoring the state of the thermal anomaly, scientists of KVERT predicted the eruption of 15 March,
2019, by for 6.5 hours before strong explosive event [14].
      </p>
      <p>
        Eruptive activity of Karymsky volcano was uneven in 2019-2020 [
        <xref ref-type="bibr" rid="ref12 ref13">10, 11</xref>
        ]. Strong explosions rose
ash up to 6, and 8 km a.s.l. on 21 August, 2019, and 08 November, 2020, respectively. The thermal
anomaly over the volcano was recorded on satellite images mainly during explosive events (Figure 2).
      </p>
      <p>
        Moderate explosive eruption of Ebeko volcano began on October, 2016, and it is continuing at
present. In 2019, daily occurred from one till eight-nine (27 April and 27 May) explosions [
        <xref ref-type="bibr" rid="ref12">10</xref>
        ]; in
2020, monthly its were from 12 (February) till 117 (June) [
        <xref ref-type="bibr" rid="ref13">11</xref>
        ]. Ash rose up to 4.5 km a.s.l. A thermal
anomaly over the volcano was noted on satellite images not always (Figure 3).
      </p>
      <p>
        The strong explosive eruption of Raikoke volcano occurred on 21-26 June, 2019 [
        <xref ref-type="bibr" rid="ref12">10, 16</xref>
        ].
Paroxysmal phase of the eruption continued for 15 hours. Explosions send ash up to 13.5 km a.s.l. A
thermal anomaly over the volcano was registering from 21 June, 2019, till end of 2020 (Figure 3).
      </p>
      <p>In addition to the four volcanoes described above, in 2019-2020, the thermal anomalies were
constantly or from time to time recorded in the six Kamchatkan volcanoes area: Avachinsky, Gorely,
Kizimen, Ksudach, Maly Semyachik, and Mutnovsky (Figure 2). If the maximum value of a
difference of the average daily temperature between the thermal anomaly and the background for
Klyuchevskoy volcano explosive-effusive eruption was 111.7 oC, and for Bezymianny volcano
explosive eruption was 92 oC, that for Avachinsky volcano it was 22 oC, Kizimen 16.8 oC, Maly
Semyachik 26.4 oC, Mutnovsky 23.6 oC, Ksudach 17.5 oC (Figure 2). That is, the value of a difference
in the average daily temperature between the thermal anomaly and the background for the
nonerupting volcanoes of Kamchatka was less than 30 oC. It should be said that crater lakes exist in the
craters of Maly Semyachik and Mutnovsky volcanoes. Although the lake of Maly Semyachik volcano
is much larger, the temperatures of thermal anomalies of these two volcanoes are close.</p>
      <p>
        In 2019-2020, on the Kuril Islands, in addition to Ebeko and Raikoke, the thermal anomalies were
noted on ten volcanoes: Alaid, Berg, Chirinkotan, Golovnin, Kudryavy, Kustomintar, Rasshua,
Sarychev Peak, Sinarka, and Tyatya (Figure 3). Thermal anomalies were constantly noted on the
volcanoes Sarychev Peak, Kudryavy, and Raikoke. The maximum value of a difference of the average
daily temperature between the thermal anomaly and the background for Ebeko explosive eruption was
71.5 oC, for volcanoes Alaid, Berg, Chirinkotan, Golovnin, Kustomintar, Rasshua, and Sinarka it was
less than 10 oC, but for Tyatya volcano – less than 16 oC, and for Kudryavy volcano – less than 25 oC.
The crater lake appeared into Raikoke volcano after the eruption on June 21, 2019, and its maximum
value of a difference of the average daily temperature between the thermal anomaly and the
background was 24.8oC – very close with Mutnovsky volcano crater lake [17]. From 30 March, 2020,
a rather rapid increase in the temperature of the thermal anomaly of Sarychev Peak volcano was noted
(Figure 3). The maximum value of a difference of the average daily temperature between the thermal
anomaly and the background was noted on 10 April, 2020 (34.4oC), then the temperature of the
anomaly gradually decreased to the usual fumarole activity of the volcano. Probably, there was an
ascent of fresh magmatic substance along the volcano's vent, but it did not reach the edge of the crater
[
        <xref ref-type="bibr" rid="ref14">12</xref>
        ].
      </p>
      <p>Analysis of the temperature of thermal anomalies of volcanoes in the Kuril-Kamchatka region in
2019-2020 shows a significantly higher activity of the Kamchatka volcanoes in comparison with the
Kuril volcanoes (Figure 2, 3). Four volcanoes erupted at Kamchatka (one constantly), and two
volcanoes at the Kuril Islands. Fresh magmatic matter was constantly flowing to the earth surface in
the Kamchatka region, as evidenced by the high temperatures of the thermal anomalies of the
volcanoes. The value of a difference in the average daily temperature between the thermal anomaly
and the background for the non-erupting volcanoes of Kamchatka was less than 30 oC, and for Kuril
Islands volcanoes it was less than 10 oC.</p>
    </sec>
    <sec id="sec-5">
      <title>6. Acknowledgements</title>
      <p>The studies were carried out using the resources of the Center for Shared Use of Scientific
Equipment "Center for Processing and Storage of Scientific Data of the Far Eastern Branch of the
Russian Academy of Sciences", funded by the Russian Federation represented by the Ministry of
Science and Higher Education of the Russian Federation under agreement No. 075-15-2021-663.</p>
      <p>This work was supported by a project of the Russian Science Foundation (No. 16-17-00042).</p>
    </sec>
    <sec id="sec-6">
      <title>7. References</title>
      <p>volcanoes in 2020-2021, and their danger to aviation, Volcanism and related processes. Materials
of the XXIV annual scientific conference dedicated to the Volcanologist Day, March 29-30,
2021, Petropavlovsk-Kamchatsky: IVS FEB RAS, pp. 25-28.
[13] O. A. Girina, E. A. Loupian, A. G. Manevich, D. V. Melnikov, A. A. Sorokin, L. S. Kramareva,
I. M. Romanova, A. A. Nuzhdaev, A. V. Kashnitskii, V. V. Marchenkov, I. A. Uvarov, S. I.
Malkovskii, S. P. Korolev, Remote observations of the 2019–2020 explosive-effusive eruption of
Klyuchevskoy volcano, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz
kosmosa, 2021, volume 18, 1, pp. 81-91. doi: 10.21046/2070-7401-2021-18-1-81-91
[14] O. A. Girina, D. V. Melnikov, A. G. Manevich, E. A. Loupian, L. S. Kramareva, The
characteristics of Bezymianny volcano explosive eruption events on March 15, 2019, inferred
from satellite data, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa,
2020, volume 17, 3, pp. 102-114. doi: 10.21046/2070-7401-2020-17-3-102-114
[15] O. A. Girina, D. V. Melnikov, A. G. Manevich, A. V. Kashnitskii, L. S. Kramareva, A. A.</p>
      <p>Nuzhdaev, Analysis of the events of the explosive eruption of Bezymianny volcano on October
21, 2020, based on satellite data, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz
kosmosa,2020, volume 17, 5, pp. 297-303. doi: 10.21046/2070-7401-2020-17-5-297-303
[16] O. A. Girina, E. A. Loupian, I. A. Uvarov, L. S. Kramareva, Raikoke volcano eruption on 21
June 2019, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa,2019,
volume16, 3, pp. 303-307. doi: 10.21046/2070-7401-2019-16-3-303-307
[17] D. V. Melnikov, S. V. Ushakov, O. A. Girina, A. G. Manevich, Formation of new lakes in the
Active funnel of Mutnovsky volcano and the crater of Raikoke volcano, Volcanism and related
processes. Materials of the XXIII annual scientific conference dedicated to the Volcanologist
Day, 2020, Petropavlovsk-Kamchatsky: IVS FEB RAS, pp. 42-44.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          4.
          <article-title>Activity of Kamchatka and Kuril Islands volcanoes in 2019-2020</article-title>
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          <article-title>5. Analysis of Kamchatka and Kuril Islands volcanic activity in 2019-2020</article-title>
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Romanova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.V.</given-names>
            <surname>Kashnitskii</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I.A.</given-names>
            <surname>Uvarov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.I.</given-names>
            <surname>Malkovsky</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.P.</given-names>
            <surname>Korolev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.S.</given-names>
            <surname>Kramareva</surname>
          </string-name>
          ,
          <source>Comprehensive Monitoring of Explosive Volcanic Eruptions of Kamchatka, Petropavlovsk-Kamchatsky: IVS DVO RAN</source>
          ,
          <year>2018</year>
          , 192 p., available at: https://elibrary.ru/item.asp?id=
          <fpage>37061627</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.V.</given-names>
            <surname>Kashnitskii</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I.A.</given-names>
            <surname>Uvarov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.A.</given-names>
            <surname>Bril</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.M.</given-names>
            <surname>Konstantinova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.A.</given-names>
            <surname>Burtsev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E.I.</given-names>
            <surname>Gordeev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.S.</given-names>
            <surname>Kramareva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.I.</given-names>
            <surname>Malkovsky</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.P.</given-names>
            <surname>Korolev</surname>
          </string-name>
          ,
          <article-title>Creation and development of the information system “Remote Monitoring of Kamchatka and Kuril Islands Volcanic Activity”, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa</article-title>
          ,
          <year>2019</year>
          , volume
          <volume>16</volume>
          ,
          <issue>3</issue>
          , pp.
          <fpage>249</fpage>
          -
          <lpage>265</lpage>
          . doi:
          <volume>10</volume>
          .21046/2070-7401-2019-16-3-
          <fpage>249</fpage>
          -265
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>E. I.</given-names>
            <surname>Gordeev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L. S.</given-names>
            <surname>Kramareva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.</given-names>
            <surname>Yu. Efremov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. V.</given-names>
            <surname>Kashnitskiy</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. A.</given-names>
            <surname>Uvarov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. A.</given-names>
            <surname>Burtsev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Romanova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S. P.</given-names>
            <surname>Korolev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.L.</given-names>
            <surname>Verkhoturov</surname>
          </string-name>
          ,
          <article-title>The VolSatView information system for Monitoring the Volcanic Activity in Kamchatka and on the Kuril Islands</article-title>
          ,
          <source>Journal Volcanology and Seismology</source>
          ,
          <year>2016</year>
          , volume
          <volume>10</volume>
          ,
          <issue>6</issue>
          , pp.
          <fpage>382</fpage>
          -
          <lpage>394</lpage>
          . doi:
          <volume>10</volume>
          .1134/S074204631606004X
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>E.A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O.E.</given-names>
            <surname>Milekhin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.N.</given-names>
            <surname>Antonov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.S.</given-names>
            <surname>Kramareva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.A.</given-names>
            <surname>Burtsev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I.V.</given-names>
            <surname>Balashov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.A.</given-names>
            <surname>Tolpin</surname>
          </string-name>
          ,
          <string-name>
            <surname>V.I.Soloviev</surname>
          </string-name>
          ,
          <article-title>System of operation of joint information resources based on satellite data in the Planeta Research Centers for Space Hydrometeorology</article-title>
          , Meteorologiyaigidrologiya,
          <year>2014</year>
          ,
          <volume>12</volume>
          , pp.
          <fpage>89</fpage>
          -
          <lpage>97</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>E.A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.A.</given-names>
            <surname>Proshin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.A.</given-names>
            <surname>Burtsev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.V.</given-names>
            <surname>Kashnitskii</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I.V.</given-names>
            <surname>Balashov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.A.</given-names>
            <surname>Bartalev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.M.</given-names>
            <surname>Konstantinova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.A.</given-names>
            <surname>Kobets</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.A.</given-names>
            <surname>Mazurov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.V.</given-names>
            <surname>Marchenkov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.M.</given-names>
            <surname>Matveev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.V.</given-names>
            <surname>Radchenko</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I.G.</given-names>
            <surname>Sychugov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.A.</given-names>
            <surname>Tolpin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I.A.</given-names>
            <surname>Uvarov</surname>
          </string-name>
          ,
          <article-title>Experience of development and operation of the IKI-Monitoring center for collective use of systems for archiving, processing and analyzing satellite data, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa</article-title>
          ,
          <year>2019</year>
          , volume
          <volume>16</volume>
          ,
          <issue>3</issue>
          , pp.
          <fpage>151</fpage>
          -
          <lpage>170</lpage>
          . doi:
          <volume>10</volume>
          .21046/2070-7401-2019-16-3-
          <fpage>151</fpage>
          -170.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S. P.</given-names>
            <surname>Korolev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Romanova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.</given-names>
            <surname>Yu</surname>
          </string-name>
          . Efremov,
          <string-name>
            <given-names>S. I.</given-names>
            <surname>Malkovskii</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. L.</given-names>
            <surname>Verkhoturov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. A.</given-names>
            <surname>Balashov</surname>
          </string-name>
          ,
          <article-title>The system of computer modeling of ash cloud propagation from Kamchatka volcanoes</article-title>
          ,
          <year>2016</year>
          6th International Workshop on Computer Science and Engineering (WCSE
          <year>2016</year>
          ), Tokyo, Japan:
          <year>2016</year>
          ,
          <string-name>
            <surname>volume</surname>
            <given-names>II</given-names>
          </string-name>
          , pp.
          <fpage>730</fpage>
          -
          <lpage>733</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S. I.</given-names>
            <surname>Malkovskii</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. V.</given-names>
            <surname>Balashov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.</given-names>
            <surname>Yu. Efremov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L. S.</given-names>
            <surname>Kramareva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S. P.</given-names>
            <surname>Korolev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Romanova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. V.</given-names>
            <surname>Simonenko</surname>
          </string-name>
          ,
          <article-title>Satellite observations and numerical simulation results for the comprehensive analysis of ash clouds transport during the explosive eruptions of Kamchatka volcanoes</article-title>
          ,
          <source>Russian Meteorology and Hydrology</source>
          ,
          <year>2017</year>
          , volume
          <volume>42</volume>
          ,
          <issue>12</issue>
          , pp.
          <fpage>759</fpage>
          -
          <lpage>765</lpage>
          . doi:
          <volume>10</volume>
          .3103/S1068373917120032
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L. S.</given-names>
            <surname>Kramareva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D. V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. A.</given-names>
            <surname>Uvarov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. V.</given-names>
            <surname>Kashnitskii</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. A.</given-names>
            <surname>Burtsev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V. V.</given-names>
            <surname>Marchenkov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Bril</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Mazurov</surname>
          </string-name>
          ,
          <article-title>The use of Himawari satellite data for monitoring Kamchatka volcanoes, Sovremennye problemy distantsionnogo zondirovaniya Zemli iz kosmosa</article-title>
          ,
          <year>2017</year>
          , volume
          <volume>14</volume>
          ,
          <issue>7</issue>
          , pp.
          <fpage>65</fpage>
          -
          <lpage>76</lpage>
          . doi:
          <volume>10</volume>
          .21046/2070-7401-2017-14-7-
          <fpage>65</fpage>
          -76
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Romanova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N. V.</given-names>
            <surname>Gorbach</surname>
          </string-name>
          ,
          <article-title>Information systems VOKKIA and KVERT for the analysis of the activity of the volcanoes of Kamchatka and the Kuriles, Information technologies and high-performance computing, Materials of the V International Scientific</article-title>
          and Practical Conference, Khabarovsk,
          <source>September 16-19</source>
          ,
          <year>2019</year>
          , Khabarovsk: Pacific State University,
          <year>2019</year>
          , pp.
          <fpage>278</fpage>
          -
          <lpage>282</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [10]
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D. V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Nuzhdaev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. G.</given-names>
            <surname>Petrova</surname>
          </string-name>
          ,
          <article-title>The 2019 Activity of Kamchatka and Kurile Islands Volcanoes</article-title>
          and Danger to Aviation,
          <source>Japan Geoscience Union Meeting</source>
          <year>2020</year>
          , Japan, Chiba: JpGU,
          <year>2020</year>
          , №
          <fpage>HDS10</fpage>
          -
          <lpage>P01</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [11]
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D. V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Nuzhdaev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Romanova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <article-title>The 2020 Activity of Kamchatkan Volcanoes and Danger to Aviation</article-title>
          , EGU General Assembly,
          <year>2021</year>
          . doi:
          <volume>10</volume>
          .5194/egusphere-egu21-
          <volume>1448</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [12]
          <string-name>
            <given-names>O. A.</given-names>
            <surname>Girina</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. G.</given-names>
            <surname>Manevich</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D. V.</given-names>
            <surname>Melnikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Nuzhdaev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Romanova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E. A.</given-names>
            <surname>Loupian</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Sorokin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L. S.</given-names>
            <surname>Kramareva</surname>
          </string-name>
          ,
          <article-title>The activity of Kamchatka and the Kuril Islands</article-title>
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>