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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Recalculation of the brightness of stars in the sensitivity band of  an arbitrary receiver of radiation in the visible range </article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Alexandr Zhukov</string-name>
          <email>aozhukov@mail.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Mikhail Prokhorov</string-name>
          <xref ref-type="aff" rid="aff7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Andrey Zakharov</string-name>
          <xref ref-type="aff" rid="aff7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anton Biryukov</string-name>
          <email>ant.biryukov@gmail.com</email>
          <xref ref-type="aff" rid="aff7">7</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Igor Kartsan</string-name>
          <email>kartsan2003@mail.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
          <xref ref-type="aff" rid="aff6">6</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Vladimir Skripachev</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>FGBNU "Expert and Analytical Center"</institution>
          ,
          <addr-line>33, Talalikhina St., building 4, Moscow, 109316</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Institute of Astronomy of the Russian Academy of Sciences</institution>
          ,
          <addr-line>48, Pyatnitskaya Str., Moscow</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Joint Stock Company "Special Research of Moscow Power Engineering Institute"</institution>
          ,
          <addr-line>14, Krasnokazarmennaya Str., Moscow</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>MIREA - Russian Technological University</institution>
          ,
          <addr-line>78, Vernadskogo Av., Moscow, 119454</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Marine Hydrophysical Institute, Russian Academy of Sciences</institution>
          ,
          <addr-line>2, Каpitanskaya St., Sevastopol, 299011</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>Reshetnev Siberian State University of Science and Technology</institution>
          ,
          <addr-line>31, Krasnoiarskii Rabochii Prospekt, Krasnoyarsk, 660037</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff6">
          <label>6</label>
          <institution>Sevastopol State University</institution>
          ,
          <addr-line>University str. 33, Sevastopol, 299053</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff7">
          <label>7</label>
          <institution>Sternberg Astronomical Institute, Moscow State University</institution>
          ,
          <addr-line>Universitetsky pr., 13, Moscow, 119234</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>   A procedure is described for calculating the brightness of stars in a band that does not coincide with the bands of their observation. As an example, we took the calculation for the navigation catalog of the star sensor. We present a way to reduce the orientation error by increasing the accuracy of determining the position of the photocenter of the star image on the radiation receiver - a charge-coupled matrix device. The most difficult is the accounting of the shadow signal. First, the rates of thermogeneration strongly depend on temperature. Second, the scatter of average values of thermogeneration rates in individual elements is many times greater than the random scatter (noise) in each of them. Thirdly, in addition to "normal" elements in the charge-coupled matrix device there are "hot" elements, the rates of thermogeneration in which are tens to hundreds of times higher than in "normal" elements and may have a different dependence on temperature.</p>
      </abstract>
      <kwd-group>
        <kwd> 1  Star sensor</kwd>
        <kwd>dark current</kwd>
        <kwd>charge-coupled matrix device</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction </title>
      <p>
        The problem of recalculating the star magnitudes of navigation catalogs arises when creating any
sensor, since an input (source) catalog is required, complete up to a certain star magnitude in the
sensitivity band of the sensor, and direct observations of stars in the photometric bands used in these
instruments are usually absent. For the SAI star sensor, the recalculation problem is even more
important, since during its operation this sensor uses information on the brightness of the stars. Because
of this, the accuracy of calculating the magnitudes in the sensitivity band of the silicon charge-coupled
device (CCD) (panchromatic band) should be high [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ].
      </p>
      <p>
        For the calculation, we used data from the Tycho-2 [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] and 2MASS [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ] catalogs. Both of these
catalogs cover the entire sky and exceed the limit required to create a navigation catalog, as well as
have sufficient photometric accuracy. The Tycho-2 catalog contains photometric data in two visible




      </p>
      <p>
        where  
 
catalog [
        <xref ref-type="bibr" rid="ref5 ref6">5, 6</xref>
        ].
bands,
      </p>
      <p>
        and  , and the 2MASS catalog, in three near-IR bands J, K, H. Due to the fact that the
accuracy of measuring the brightness of bright stars in these catalogs is rather low, for such stars we
used photometric data from the WBVR catalog of the SAI MSU [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] and from the    to the Kuzins
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. Construction of the reduction polynomial </title>
      <p>The catalog creation procedure included the following steps:</p>
      <p>Primary cleaning of catalogs: elimination of variables and close binaries;
Mutual identification of catalog stars, identification and elimination of identification errors;
Exclusion of stars with abnormal color indices. The appearance of such color indices is
associated either with the anomalous properties of the star or its variability (due to
nonsimultaneous brightness measurements in the bands included in the color index), or with errors
in measuring the brightness of stars in at least one band. Such stars are not suitable for
conversion to other spectral bands;
The next step for calculating the brightness of stars - the central one in the procedure - is the
construction of a reduction polynomial (or a system of polynomials for various calculation
cases) based on the color indices of the stars. The constructed polynomial must satisfy a number
of conflicting requirements: to provide small residual deviations of the stars and, at the same
time, have sufficiently low degrees. The polynomial system is required when using stars for
which measurements in the catalogs are not present in all photometric bands.</p>
      <p>The reduction polynomials were constructed according to the following scheme:
systems in the original catalogs and for the model interstellar extinction magnitude using the formula:
where  - magnitude of the star in the stripe of the star sensor;
spectrum to the Z band;</p>
      <p>- color indices of stars from the source catalog;
K - number of bands in the photometric system of the original catalog;</p>
      <p>- the magnitude of the star in the band of the original catalog, which is closest in position in the
N - the order of the polynomial used;</p>
      <p>- polynomial coefficients.
approximation with the required accuracy.
coefficients of the polynomials</p>
      <p>.</p>
      <p>The order of the polynomial was limited to N = 3, which turned out to be quite sufficient for
Using the nonlinear least squares method (the Marquardt - Levenberg method), the values of the
After finding the coefficients, an analysis of their significance was carried out; insignificant
coefficients were discarded. Then the next iteration was carried out. Usually 6-10 iterations are
enough (depending on the number of bands in the source catalog) to determine the significant
terms of the polynomials.</p>
      <p>2,51
  

 
 
 
 
- power irradiance spectral density (PISD);
– PISD stars;
– stars Vega;
- monochromatic interstellar absorption coefficient with optical depth X;
- response curve of the receiving equipment in the i-th spectral band.
(1) 
(2) 
with known PISD were carried out for a random set of values of the parameter X.</p>
      <p>To correctly simulate the influence of interstellar reddening, the calculations of 
for each star</p>
      <p>
        Reducing polynomials were compiled in the form of the dependence of the magnitude of the star in
the stripe of the device Z on the color indices of the selected source catalog:
 



 
according to   
2,6155  
2,2947  
6,0792  
 
6,1329  
there is only one color index (
 ), while the 2MASS survey catalog has only two: (J-H), (H-K) [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>The combination of these catalogs makes it possible to obtain in this way a large number of magnitudes
of stars in the Z band for stars identified in both catalogs.</p>
      <p>As an example of a photometric polynomial for determining the magnitude of a star in the Z band
The photometric characteristics were verified by comparing the Z values obtained from different
source catalogs. For this, a list of common stars of the WBVR catalogs of the SAI MSU, Tycho-2, Uc,
Bc, Vc, Rc, Ic Kuzins, UBVRI Johnson, JHK 2MASS was compiled. The prepared polynomials for these
stars were used to calculate the values of Z. To check the reliability of the polynomials, the differences
in the values of Z were plotted, calculated from different sources. For example, Figure 1 and 2 show
the dependences of such differences on the color index and the magnitudes of the stars.
 
  


 
 

 
 

(3) </p>
      <p />
      <p>Analysis of the graphs shows that the value of the standard deviation of the difference in magnitudes
is 0.027m, the spread of values slightly increases in the region of red stars. The average value for 320
common stars is 0.0018m, that is, there is practically no dependence either on the color index or on the
magnitude.</p>
      <p>Similar plots have been built for other photometric catalogs. In the presence of measurements of the
star in different catalogs, we took the weighted average value of Z.</p>
    </sec>
    <sec id="sec-3">
      <title>3. Conclusion </title>
      <p>The problem of recalculating the stellar magnitudes of navigational catalogs arises in the creation of
any sensor, because we need an input (original) catalog, complete to a certain stellar magnitude in the
sensitivity band of the sensor, and direct observations of stars in the photometric bands used in these
devices are usually absent.</p>
      <p>
        The presented method can be adapted to different spectral bands and input catalogs. In the work [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ],
an attempt was made to improve the method proposed here by compiling other types of approximating
polynomials. In our opinion, the results of the study confirm the advantage of the SAI method. Also an
advantage of the presented method is the possibility to compose combined polynomials from the color
indices of several catalogs containing measurements not only in the visual range, but also in the infrared
range.
      </p>
    </sec>
    <sec id="sec-4">
      <title>4. Acknowledgements </title>
      <p>This work was carried out within the framework of the state assignment of the Ministry of Education
and Science of the Russian Federation on "Conceptual modeling of the information and educational
environment of human capital reproduction in a digital economy" 121102600069-2.</p>
      <p>This work was performed within the framework of the state assignment of the Ministry of Education
and Science of Russia on the topic "Development of new methods of autonomous navigation of
spacecraft in outer space" 121102600068-5.</p>
      <p>This study was supported by the Russian Federation State Task No 0555-2021-0005.</p>
    </sec>
    <sec id="sec-5">
      <title>5. References </title>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>O. I.</given-names>
            <surname>Stekolschikov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. I.</given-names>
            <surname>Zakharov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. E.</given-names>
            <surname>Prokhorov</surname>
          </string-name>
          ,
          <article-title>Design Philosophy of a Star Tracker of the SAI MSU with the Mirror Objective and Narrow Field of View, Mechanics, Control and Informatics (</article-title>
          <year>2013</year>
          )
          <fpage>69</fpage>
          -
          <lpage>79</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>The</given-names>
            <surname>Hipparcos and Tycho Catalogues</surname>
          </string-name>
          ,
          <source>ESA SP-1200</source>
          , ESA,
          <year>1997</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>R. M.</given-names>
            <surname>Cutri</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. F.</given-names>
            <surname>Skrutskie</surname>
          </string-name>
          ,
          <string-name>
            <surname>Dyk S. Van</surname>
            ,
            <given-names>C. A.</given-names>
          </string-name>
          <string-name>
            <surname>Beichman</surname>
            ,
            <given-names>J. M.</given-names>
          </string-name>
          <string-name>
            <surname>Carpenter</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          <string-name>
            <surname>Chester</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          <string-name>
            <surname>Cambresy</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          <string-name>
            <surname>Evans</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          <string-name>
            <surname>Fowler</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          <string-name>
            <surname>Gizis</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          <string-name>
            <surname>Howard</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          <string-name>
            <surname>Huchra</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          <string-name>
            <surname>Jarrett</surname>
            ,
            <given-names>E. L.</given-names>
          </string-name>
          <string-name>
            <surname>Kopan</surname>
            ,
            <given-names>J. D.</given-names>
          </string-name>
          <string-name>
            <surname>Kirkpatrick</surname>
            ,
            <given-names>R. M.</given-names>
          </string-name>
          <string-name>
            <surname>Light</surname>
            ,
            <given-names>K. A.</given-names>
          </string-name>
          <string-name>
            <surname>Marsh</surname>
            ,
            <given-names>H.</given-names>
          </string-name>
          <string-name>
            <surname>McCallon</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          <string-name>
            <surname>Schneider</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          <string-name>
            <surname>Stiening</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          <string-name>
            <surname>Sykes</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          <string-name>
            <surname>Weinberg</surname>
            ,
            <given-names>W. A.</given-names>
          </string-name>
          <string-name>
            <surname>Wheaton</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          <string-name>
            <surname>Wheelock</surname>
            ,
            <given-names>N.</given-names>
          </string-name>
          <string-name>
            <surname>Zacarias</surname>
          </string-name>
          ,
          <article-title>The 2MASS All-Sky Catalog of Point Sources, The IRSA 2MASS All-Sky Point Source Catalog</article-title>
          , NASA/IPAC Infrared Science Archive, URL: http://irsa.ipac.caltech.edu/applications/Gator/,
          <year>2003</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>V. G.</given-names>
            <surname>Kornilov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. M.</given-names>
            <surname>Volkov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. I.</given-names>
            <surname>Zakharov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V. S.</given-names>
            <surname>Kozyreva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L. N.</given-names>
            <surname>Kornilova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. N.</given-names>
            <surname>Krutyakov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. V.</given-names>
            <surname>Krylov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. V.</given-names>
            <surname>Kusakin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Ye</surname>
          </string-name>
          .
          <article-title>Leont'yev,</article-title>
          <string-name>
            <given-names>A. V.</given-names>
            <surname>Mironov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V. G.</given-names>
            <surname>Moshkalev</surname>
          </string-name>
          ,
          <string-name>
            <given-names>T. M.</given-names>
            <surname>Pogrosheva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V. N.</given-names>
            <surname>Sementsov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>KH. F.</given-names>
            <surname>Khaliullin</surname>
          </string-name>
          ,
          <article-title>Catalog of WBVR-values of bright stars in the northern sky</article-title>
          ,
          <source>Proceedings of the SAI MSU</source>
          ,
          <year>1991</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>M. W.</given-names>
            <surname>Richmond</surname>
          </string-name>
          ,
          <string-name>
            <given-names>T. F.</given-names>
            <surname>Droege</surname>
          </string-name>
          , G. Gombert,
          <string-name>
            <given-names>M.</given-names>
            <surname>Gutzwiller</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A. A.</given-names>
            <surname>Henden</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            <surname>Albertson</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N.</given-names>
            <surname>Beser</surname>
          </string-name>
          ,
          <string-name>
            <given-names>N.</given-names>
            <surname>Molhant</surname>
          </string-name>
          , H. Johnson,
          <article-title>TASS Mark III photometric survey</article-title>
          ,
          <source>The Publications of the Astronomical Society of the Pacific</source>
          <volume>112</volume>
          (
          <year>2000</year>
          )
          <fpage>397</fpage>
          -
          <lpage>408</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>V. S.</given-names>
            <surname>Averyanov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>I. N.</given-names>
            <surname>Kartsan</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S. V.</given-names>
            <surname>Efremova</surname>
          </string-name>
          ,
          <article-title>Methods of automated detection of anomalies and nonlinear transitions by autonomous unmanned aerial vehicles</article-title>
          <source>Journal of Physics: Conference Series</source>
          <year>1889</year>
          (
          <volume>4</volume>
          ) (
          <year>2021</year>
          )
          <article-title>042001</article-title>
          . doi:
          <volume>10</volume>
          .1088/
          <fpage>1742</fpage>
          -
          <lpage>6596</lpage>
          /
          <year>1889</year>
          /4/042001.
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>I. S.</given-names>
            <surname>Kruzhilov</surname>
          </string-name>
          ,
          <article-title>Evaluation of instrument star magnitudes without recourse to data as to star spectral classes</article-title>
          ,
          <source>Journal of Applied Remote Sensing</source>
          <volume>6</volume>
          (
          <year>2012</year>
          )
          <fpage>063537</fpage>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>