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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>How to Extract Information from What We Cannot Observe?</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Proceedings of the XX International Conference “Data Analytics and Management in Data Intensive Domains” (DAMDID/RCDL'2018)</institution>
          ,
          <addr-line>Moscow</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Elena Mazaeva Space research institute of Russian academy of sciences</institution>
          ,
          <addr-line>Moscow</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <fpage>118</fpage>
      <lpage>122</lpage>
      <abstract>
        <p>Methods of complex investigations of optically dark gamma-ray bursts are discussed. These astronomical objects are remarkable due to their non-detections or lack of detection in optical domain. We describe the process of comprehensive study of these objects and give some ideas why the information obtained may be valuable for future science.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1 Introduction</title>
      <p>The main basis of modern observational science is data.
Appropriate data reduction and analysis allow to extract
different information about the nature of observed
process and to determine the properties of its source. In
astronomy, the only observable magnitudes are flux in
different energy ranges, time and positional coordinates
in the sky of the object of interest. In many cases, the
object may be transient, i.e., it is not stationary in space
and/or in time and will disappear in a while. The
examples from the nearest space are asteroids and
comets, cataclysmic variables in the Galaxy, and distant
objects are gamma-ray bursts, supernovae, kilonovae.</p>
      <p>The amount and variety of the data we can obtain
depends on the observational instruments, which are
designed and constructed according to previously
adopted theories. Thus, if something theoretically
observable is not really observed in practice, this fact
should also be analyzed and interpreted.</p>
      <p>In this paper, we consider dark gamma-ray bursts
(GRBs) as an example of objects, for which the
information usually is extracted based on their
nondetection or lack of detection. Note, that here we only
describe the methods used for optical studies of transient
objects with the lack of optical detection. These methods
strongly need to be automated.</p>
    </sec>
    <sec id="sec-2">
      <title>2 Dark GRBs: bursts without optical counterpart</title>
      <sec id="sec-2-1">
        <title>2.1 The problem overview</title>
        <p>
          Cosmic gamma-ray bursts (GRBs) are extremely
powerful explosions in distant galaxies related to deaths
of massive stars (long GRBs [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ]) or to binary neutron
stars mergers (short GRBs [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ]). They last for periods
from few milliseconds to hundreds of seconds, and the
principle amount of energy (~1051 erg) releases in
gamma-ray domain, but in many cases an afterglow in
other energy bands (X-rays, ultraviolet, optics, infrared,
millimeters, radio [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]) may be observed up to several
months (e.g., GRB030329 [
          <xref ref-type="bibr" rid="ref21">21</xref>
          ]). In many cases, the
underlying host galaxy may be discovered and
investigated. The search and study of GRBs optical
counterparts give information about the nature of its
progenitor, physical properties of the burst processes and
surrounding medium, and emphasis the galaxies, which
produce GRBs.
        </p>
        <p>The optical counterpart of a GRB (short or long)
consists of four main phases.</p>
        <p>(I) The prompt emission – an optical emission
radiated simultaneously with gamma-rays and
related to the central engine activity [e.g. 24].
(II) The afterglow phase – an echo of the GRB jet
interacting with the circumburst medium, which
flux decreases with time. The optical afterglow
may last for several months. There may be an
achromatic break during this phase, which
depends on a jet-opening angle (a jet-break [e.g.
17,29]).
(III) The late phase may include supernova (for long
GRBs [e.g. 7]) or kilonova (for short ones [e.g.
35,36]) feature. It demonstrates itself as a broad
late chromatic bump with a very specific
spectrum.
(IV) When all activities and afterglows of the
explosion finish, the constant flux of the
underlying host galaxy may be observed [e.g.
12].</p>
        <p>
          The first optical counterpart of a GRB was discovered
in 1997 (GRB 970228 [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ]). Currently accepted fireball
model [
          <xref ref-type="bibr" rid="ref30">30</xref>
          ] establishes connections between the
behaviors of afterglows in different energy bands and
predicts the presence of an optical afterglow in the case
of the presence of an X-ray one. However, more than a
decade of operation of the Swift space observatory [
          <xref ref-type="bibr" rid="ref13">13</xref>
          ]
shows, that the optical afterglow is observed only in 60%
of GRBs with X-ray afterglow discovered [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ].
        </p>
        <p>
          The GRBs with the lack of an optical afterglow are
called dark bursts. The main criterion of differentiation
between optically dark and bright bursts is based on a
relation between X-ray and optical afterglows, and its
numerical equivalent is an X-ray-to-optics spectral index
βOX. The fireball model sets limits for the value βOX from
0.5 to 1.25. Jakobsson et al. [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ] proposed to define as
dark all GRBs with βOX &lt; 0.5.
        </p>
        <p>
          A possible factor for a GRB to be dark is the
immediate neighborhood of its source. The “extinction
scenario” [
          <xref ref-type="bibr" rid="ref31">31</xref>
          ] assumes that the emission of the OA is
strongly absorbed in the host galaxy. The absorbing
medium may lie either around the burst progenitor
(gasand-dust cocoon, wind-like medium produced by a
WolfRayet progenitor star) or may be found somewhere on
the line of sight inside the galaxy.
        </p>
        <p>
          Another potential origin of dark bursts is a high
redshift. The emission with wavelengths shorter than
912(1 + z) Å in the observer frame is efficiently absorbed
due to the Lyman-cutoff when it passes through the
intergalactic medium [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ]. For z ≥ 4, this Lyman
dropout falls into the R band in the optics in which most rapid
searches for GRB afterglows are carried out. Such GRBs
can only be localized through rapid, deep near infrared
(NIR) follow-up, e.g., as in the case of GRB 080913 [
          <xref ref-type="bibr" rid="ref14 ref25">14,
25</xref>
          ].
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2 Methods overview</title>
        <p>Despite the lack or total absence of the optical
counterpart, the observations of dark GRBs in this
domain may also give useful information about the
nature of these events, which can effectively support
current physical models of many different astronomical
objects, including star formation, stellar and galactic
evolution, supernovae, kilonovae and their progenitors,
interstellar and intergalactic absorption, etc. The key
point is to connect properly optical non-detections with
detections in other energy ranges on different
timescales. This involves multi-frequency observations and
complex approach to the methodology of the
investigations.</p>
        <p>
          GRBs are transient objects with unpredictable
coordinates observed in alert mode. When a dedicated
gamma-ray space experiment triggers the burst, the best
strategy is to produce the fastest possible observations in
different energy ranges and modes. In about 70% of
cases [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ] the space X-ray telescope (XRT [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ]) discovers
the X-ray afterglow and provides localization of the
source with the error of several arcseconds. This allows
optical instruments to search effectively for the possible
optical counterpart. Usually the burst may be categorized
as dark during the first several hours after its trigger. By
this time the dark GRB optical afterglow brightness may
by fainter than 23 magnitude in R-band, or the afterglow
may be undetectable due to its faintness.
        </p>
        <p>
          The next step is the search of the host galaxy. This
involves large and medium ground-based telescopes with
apertures larger than 1.5 meters. Archival deep surveys
like SDSS may be useful in this search too, since SDSS
is complete down to r = 22.2m and contains more than
200 million of galaxies [
          <xref ref-type="bibr" rid="ref32">32</xref>
          ].
        </p>
        <p>One of the most important characteristics of GRBs is
the distance to their sources, so the estimates of the
redshift z are significant. In the case of ordinary GRB, z
may be measured directly with spectral observations of
the optical afterglow. When the afterglow is faint or even
absent, the only way to determine the redshift is the host
galaxy investigation.</p>
        <p>
          Recent research on large populations of dark GRB
host galaxies has shown that generally, they do not differ
from the host galaxies of GRBs that suffer from little dust
extinction [
          <xref ref-type="bibr" rid="ref26">26</xref>
          ], with the darkness being mostly due to
local extinction around the progenitor in galaxies of low
to medium redshift. However, very dusty hosts are not
excluded [
          <xref ref-type="bibr" rid="ref27">27</xref>
          ]. Redshift of detected host galaxies vary in
a wide range from z = 0.0085 (GRB 980425 [
          <xref ref-type="bibr" rid="ref33">33</xref>
          ]) to z =
6.327 (GRB 140515A [
          <xref ref-type="bibr" rid="ref23">23</xref>
          ]) with a median value of zhost
about 1.4. About 20% of discovered GRB host galaxies
lie at redshift more than 2.5. The search for and
spectroscopic observations of galaxies with z ~ 2.5 is a
non-trivial problem. In these cases, techniques of
photometric redshift estimation are useful. This involves,
besides of optical observations in different filters, a
cross-matching of different multi-wavelength
catalogues, which contain, in general, non-homogeneous
information about different galaxies.
        </p>
        <p>
          These techniques of photometric redshift estimations
are based on the comparison of broad-band photometry
and observed colours of galaxies with those expected
from template spectral energy distributions (SEDs),
either observed or theoretical or a combination of the
two, shifted to different z [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ]. The theoretical template
SEDs are constructed according to the models of stellar
evolution, different types of galaxies, their starformation
rate, age, average metallicity and dust extinction law.
Template SEDs, built on a set of these parameters, are
shifted to different redshifts with some step of δz. As a
result, one obtains a library of few × 105 spectra, which
can be used to derive the colours as a function of redshift
for all the model galaxies with an age smaller than the
Hubble time at the given redshift. These spectra are then
convolved with transmission curves of filters used for the
observations of the galaxy of interest. To measure the
photometric redshift a standard χ2 minimization
procedure is used comparing the observed fluxes (and
corresponding uncertainties) with those computed from
templates. The minimization of the functional χ2 allows
to choose the most appropriate template SED and to
determine the redshift and main physical parameters of
the galaxy.
        </p>
        <p>
          The quality of the fit strongly depends on the number
of observational points, i.e. filters used. In the case of the
photometric redshift, the greater is the number of filters,
the less is the resulting error of the estimated redshift.
However, the homogeneity of obtained photometric data
is crucial: data obtained using different instruments need
to be re-calibrated and translated to the same photometric
system with the same zero-point. It involves additional
studies of secondary standard objects using information
from different catalogues and surveys [
          <xref ref-type="bibr" rid="ref31">31</xref>
          ]. It is always
better if all observations of a galaxy of interest are
obtained by the same instrument, e.g., SDSS catalogue,
which consists of data obtained in 5 optical filters ugriz
using the same instrument. However, the studies of
photometric redshift based on SDSS-DR12 have
efficient coverage only up to redshift of z ~ 0.8 [
          <xref ref-type="bibr" rid="ref2">2</xref>
          ], which
is not enough for GRB hosts investigations. Additional
colour data may improve the fit, and in this regard,
multicolour observations are needed. Ultraviolet [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ] and
infrared [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ] surveys of galaxies are always helpful.
2.3 GRB 051008 as an example
In this section, we give an example of a complex study
of a dark GRB 051008 and its host galaxy.
        </p>
        <p>
          The gamma-ray burst GRB 051008 was detected by
the Swift space observatory on October 8, 2005 UT [
          <xref ref-type="bibr" rid="ref22">22</xref>
          ],
and the discovery of the X-ray afterglow provided a very
tight localization of 1.2”. The optical observations of this
region started in ~30 minutes after the trigger, and the
2.6-meter Shajn telescope of the Crimean Astrophysical
Observatory [
          <xref ref-type="bibr" rid="ref28">28</xref>
          ] did not detect any optical afterglow up
to limiting magnitude of R = 23.3m. Further observations
at the same telescope allowed to discover a host galaxy
of GRB 051008 [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ].
        </p>
        <p>The discovery of the X-ray afterglow together with
optical afterglow non-detection allowed to estimate the
spectral index βOX ≤ 0.02, and hence the GRB 051008
may be classify as dark.</p>
        <p>
          The intrinsic faintness of the galaxy and the presence
of a bright star (R ~ 5.5m) in ~ 3 arcminutes of its location
did not allow to obtain a spectrum of a proper quality,
and thus, did not allow to measure the redshift of the
galaxy directly. This galaxy is absent in SDSS catalogue
due to the same neighbor bright star. In 2006-2012, this
region was observed by several ground-based facilities
including large telescopes Keck I and Gemini North [
          <xref ref-type="bibr" rid="ref38">38</xref>
          ]
in 9 filters (UBg’VRiIZK’).
        </p>
        <p>
          We used the Le Phare software package [
          <xref ref-type="bibr" rid="ref1">1</xref>
          ] with the
PEGASE2 population synthesis models library [
          <xref ref-type="bibr" rid="ref10">10</xref>
          ] to
estimate the photometric redshift of the galaxy of z =
2.77 (+0.15, -0.20; 95% confidence level), the best-fitted
SED, and the other required parameters. According to
this, the host is a dwarf young galaxy of ~60 million
years old and mass of 1.2 ×109 M with very prominent
Lyman-break feature. It has a starburst type (i.e. the
galaxy with an intensive star formation), moderate
internal extinction of AV ~ 0.3m, with dust distribution
typical for irregular starforming galaxies and rather high
starformation rate of SFR ~ 60 M/year.
        </p>
        <p>
          The determined redshift value may be used for the
estimates of total burst energetics Eiso – an isotropic
equivalent energy of the burst source, which depends on
the luminosity distance and the burst fluence [
          <xref ref-type="bibr" rid="ref20">20</xref>
          ]: Eiso =
(1.15 ± 0.20) × 1054 erg.
        </p>
        <p>
          The X-ray afterglow light curve of GRB 051008
exhibits an achromatic jet-break at the time tb = 0.41 days
after the burst trigger. Together with the redshift and Eiso
estimates, it allows to calculate the jet opening angle
[
          <xref ref-type="bibr" rid="ref20 ref29">29,20</xref>
          ]: depending on the assumed ISM density
distribution the opening angle varies from 1.7 degrees
(for constant ISM) to 2 degrees (for wind-like medium).
The collimation angle determines total energy released
in the gamma-ray domain during the burst, which varies
from (4.80 ± 1.52) × 1050 erg to (7.20 ± 1.54) × 1050 erg
for constant and wind-like medium density, respectively.
        </p>
        <p>The fit of X-ray spectra provided the value of the host
hydrogen column density of NH,host = (7.9 ± 1.6) × 1022
cm−2. This value is two orders of magnitude higher than
that in our Galaxy. The combination of this value with
the best-fitted galaxy SED and best-fitted extinction law
provided the estimation of the line-of-sight absorption
toward the burst source AV,LOS &gt; 2m. This allows to
conclude, that the darkness of the GRB 051008 is
connected to the significant absorption at the line of
sight.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3 Conclusions and further prospects</title>
      <p>The example described above is only one case among
many. The main problem is, that every particular dark
GRB and its host galaxy need to be studied separately,
and there is no any optimal automation of this process.
Until now, there are only a few tens of dark GRBs with
discovered and well-studied host galaxies among ~650
dark bursts detected. This sample may be increased if any
conceptual approach to the methods can be proposed.</p>
      <p>The study of the dark GRBs with a faint or absent
optical afterglow attracts the attention to distant galaxies
with moderate-to-high extinction with redshift more than
1, which often are not included in the surveys due to their
faintness. Multi-wavelength observations and complex
investigations of these objects allow to define a handful
of properties of both the GRB progenitor and its
surroundings, adding new information to the total GRB
sample. The aggregation and summation of the variety of
the GRB properties give opportunities to verify existing
theoretical models and to propose updates for them. The
enlargement of well-studied dark GRBs sample may be
useful for future all-sky surveys (like LSST, SRG, etc.)
in the sense of detection and classification of possible
discovered transients. In addition, the increase of the
number of the galaxies with determined redshift is a key
point in the investigations of large-scale structure of the
local Universe.</p>
    </sec>
    <sec id="sec-4">
      <title>Acknowledgements</title>
      <p>This work is supported by RFBR grant 18-32-00784 and
partially supported by RFBR grant 17-42-92018.</p>
    </sec>
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