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  <front>
    <journal-meta />
    <article-meta>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Vladimir Andreev</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anton Bourdine</string-name>
          <email>bourdine@yandex.ru</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Vladimir Burdin</string-name>
          <email>burdin-va@psuti.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Povolzhskiy State University of</institution>
          ,
          <addr-line>Telecommunications and Informatics, Samara</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Povolzhskiy State University of</institution>
          ,
          <addr-line>Telecommunications and Informatics;, Samara</addr-line>
          ,
          <country country="RU">Russia</country>
          ,
          <institution>JSC “Scientific Production Association, State Optical Institute Named after S.I.</institution>
          ,
          <addr-line>Vavilov, St. Petersburg</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2020</year>
      </pub-date>
      <fpage>323</fpage>
      <lpage>327</lpage>
      <abstract>
        <p>-The tools of diffraction optics allow to implement in optics a wide range of mathematical functions useful for various applications. The orthogonal bases are of particular interest as they are optimal in terms of representation and transmission of optical information. The scientific school of Professor Viktor A. Soifer, Academician of the Russian Academy of Sciences, pays considerable attention to addressing the problems in this area. The following problems have been solved successfully: optical multiplexing - demultiplexing of various laser beams for modal compaction of communication channels, numerical and optical implementation of the Karhunen-Loeve expansion for the investigation of the stability of vortex beams propagation in a medium with random fluctuations, and the use of eigenfunctions of bounded optical systems for signal transmission with less distortion. The results achieved in the development of new optical devices can serve as the basis for the advanced information technologies.</p>
      </abstract>
      <kwd-group>
        <kwd>diffraction optics</kwd>
        <kwd>mathematical functions</kwd>
        <kwd>orthogonal bases</kwd>
        <kwd>optical information</kwd>
        <kwd>scientific school</kwd>
        <kwd>laser beam</kwd>
        <kwd>Karhunen-Loeve expansion</kwd>
        <kwd>vortex beams</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>I. INTRODUCTION</title>
      <p>In information theory, the optimal representation of a
certain signal [1–2] means choosing an orthogonal basis with
the minimal number of coefficients of expansion by the basis
functions. In optical applications, special attention is paid to
the bases representing the solution of a differential or
integral operator of propagation through a specific optical
medium or system. As a rule, these are laser radiation
modes. In addition, the bases that are optimal in terms of the
presentation and transmission of optical information are of
particular interest. For example, the Karhunen-Loeve basis,
which provides the minimum number of expansion terms in
the representation of a random signal, as well as
eigenfunctions of bounded optical systems, the matching
with which ensures the transmission of a signal with less
distortion. Such complex basis functions, which sometimes
even have no analytical representation, can be implemented
in optics only by using the tools of diffraction optics. The
scientific school of Professor Viktor A. Soifer, Academician
of the Russian Academy of Sciences made a great
contribution to the development of theoretical foundations
and methods of diffraction optics. This article provides a
brief overview of the achievements of the scientific school
related to the formation and analysis of optical signals based
on optimal orthogonal bases.</p>
    </sec>
    <sec id="sec-2">
      <title>II. LASER RADIATION MODES</title>
      <p>The plane wave basis is well known in optics, its
spectrum can be generated in the focal plane of a lens. Along
with the plane waves, expansion in conical waves is used
often, these waves also correspond to the eigenfunctions of
optical fibers with a constant refractive index, i.e. to Bessel
modes. However, it is not so easy to perform optical
expansion by the basis of conical waves. A zero-order Bessel
beam can be formed using a glass cone (refractive axicon)
[3], but the generation of high-order Bessel modes required
the development of fundamentally different optical elements,
which can be referred to with the concept of “Bessel optics”
[4]. Hermite-Gaussian modes and Laguerre-Gaussian modes,
which are the eigenfunctions of gradient media, are used
widely in the theory of resonators, gradient waveguides, and
paraxial optical systems [5]. When analyzing wavefront
aberrations, the Zernike basis is used [6]. Generation, as well
as optical decomposition by such bases, became possible
only after the development of diffractive optical elements
(DOEs). In the works of A.M. Prokhorov, I.N. Sisakyan,
V.A. Soifer et al. [4, 7–10] it was proposed to synthesize
optical elements - “modans” that generate and select
individual laser radiation modes. A similar statement of the
problem was contained in the article A.W. Lohmann, G.K.
Grau et al. [11] published a year after the publication of
M.A. Golub, A.M. Prokhorov, I.N. Sisakyan and V.A. Soifer
[6]. These pioneering works were developed further at the
scientific school of Professor Viktor A. Soifer, Academician
of the Russian Academy of Sciences [12].</p>
      <p>The group of Prof. V.V. Kotlyar calculated, and then
produced in collaboration with Prof. S.N. Khonina and the
group of Prof. J. Turunen (University of Joensuu, Finland)
the DOEs that enable the formation of multimode laser
beams with the pre-defined self-reproduction properties [13–
18].</p>
    </sec>
    <sec id="sec-3">
      <title>III. KARHUNEN-LOEVE BASIS</title>
      <p>In addition to the bases listed above, other optimal bases
are known that have no analytical representation. They are
usually associated with additional conditions or restrictions
imposed on optical systems or the optical signal.</p>
      <p>In the statistical approach to the description of signals,
the optimal basis for representing particular realizations of
random signals is the Karhunen-Loeve basis (KL) [19], in
which the error rate averaged over the ensemble of
implementations is minimal. That is, the KL expansion
provides the minimum number of terms among all possible
expansions in the representation of a random signal for a
given mean square error [20]. This property is relevant for
various applications: from recognition problems to the
problem of increasing the stability of optical signal
transmission under atmospheric turbulence [21–26].</p>
      <p>At the beginning of the 1990s, the problem of calculating
the KL basis for the exponential cosine correlation function
[27] was successfully solved at the Image Processing
Data Science
Systems Institute of Russian Academy of Sciences (IPSI
RAS), and then the possibility of its optical realization was
studied [28, 29] in order to form decorrelated criteria of
optical signals. In recognition of these results V.A. Soifer
and S.N. Khonina received the First Prize of the German
Society for the Advancement of Applied Informatics for the
best scientific work in the field of image processing and
pattern recognition in 1993.</p>
      <p>
        It becomes more and more urgent to tackle the issues
related to the transmission of an optical signal over
significant distances in free space, use of optical radiation
for sensing the Earth’s surface, determining environmental
parameters, location and navigation [30–32]. The use of
optical radiation for these applications requires to take into
account the effect of atmospheric turbulence [33–35].
Therefore, a lot of efforts are aimed at finding the possibility
to overcome the negative impact of turbulence of the
medium. An overview of the current situation in this area
can be found in the joint publication of the researchers from
IPSI RAS, Samara University and University of Miami [36].
Also, at the initiative of Academician V.A. Soifer, numerical
and experimental studies were performed on the resistance
of vortex beams to random fluctuations of the optical
medium [
        <xref ref-type="bibr" rid="ref12">37–42</xref>
        ].
      </p>
      <p>
        In order to analyze the ability of certain beams to
maintain information stability (for example, the orbital
angular momentum) under the influence of random
fluctuations of the optical medium, numerical simulation or
laboratory experiments with turbulence simulators are used,
including diffusers, scattering screens and turbulence cells
[43–44]. The synthesis of such a simulator of turbulence can
be implemented using the KL expansion for the given
correlation operators based on a search for the
eigenfunctions of these operators [
        <xref ref-type="bibr" rid="ref22">45–46</xref>
        ].
      </p>
      <p>IV. THE BASIS OF PROLATE SPHEROIDAL</p>
      <p>WAVE FUNCTIONS</p>
      <p>
        When analyzing and compensating the atmospheric
distortions, not only the KL expansion, but also the basis of
prolate spheroidal wave functions (PSWFs) is used [
        <xref ref-type="bibr" rid="ref23">47</xref>
        ].
According to the Fourier transform theory, a signal cannot
be sharply bounded both in the object domain and in the
spatial frequency band, but by using the PSWFs it is possible
to provide the best field concentration in the object and
spatial-frequency domains simultaneously [
        <xref ref-type="bibr" rid="ref24 ref25">48–49</xref>
        ]. PSWFs
are also used in various applications: in the theory of antenna
synthesis, in image-based reconstruction of objects, for
superresolution, in the theory of resonators, in digital
filtering [
        <xref ref-type="bibr" rid="ref26 ref27 ref28 ref29 ref30 ref31">50–55</xref>
        ]. At the beginning of 2000s, under the
direction of V.A. Soifer a new stable method was developed
at IPSI RAS for calculating the eigenvalues of the zero-order
PSWFs for arbitrary parameter values [
        <xref ref-type="bibr" rid="ref32">56</xref>
        ], as well as for
approximating the eigenfunctions by finite series [
        <xref ref-type="bibr" rid="ref33 ref34">57–58</xref>
        ].
Later, on the basis of the developed algorithms, the
possibilities of applying the PSWF basis to the problems of
forming non-diffraction beams [
        <xref ref-type="bibr" rid="ref35 ref36">59–60</xref>
        ] and increasing the
resolution of imaging systems [
        <xref ref-type="bibr" rid="ref37">61</xref>
        ] were investigated.
      </p>
    </sec>
    <sec id="sec-4">
      <title>V. COMMUNICATION MODES</title>
      <p>
        The basis of spheroidal functions is closely related to the
concept of communication modes [
        <xref ref-type="bibr" rid="ref38 ref39">62–63</xref>
        ], which are the
eigenfunctions of some optical propagation operator. In
particular, the communication modes in the Cartesian
coordinate system for a finite (space-limited) Fourier
transform correspond to prolate angular spheroidal functions.
Spheroidal functions are also eigenfunctions for a two-lens
system, in which an additional restriction appears in the
plane of the spatial spectrum [
        <xref ref-type="bibr" rid="ref24 ref25">48–49</xref>
        ].
      </p>
      <p>
        Another attractive feature of the communication mode
method is that it simplifies free space diffraction to ordinary
mathematical multiplication, thereby making it an interesting
tool for propagating waves and synthesizing fields [
        <xref ref-type="bibr" rid="ref40">64</xref>
        ]. To
implement this approach, methods of calculating DOEs
correlated with PSWFs [
        <xref ref-type="bibr" rid="ref41">65</xref>
        ] were used at IPSI RAS. The
possibility of optical generation of an arbitrary superposition
of spheroidal functions allows to form optical fields passing
through the corresponding optical systems without distortion
[
        <xref ref-type="bibr" rid="ref42 ref43 ref44">66–68</xref>
        ].
      </p>
      <p>
        The theory of communication modes (or eigenfunctions
of optical operators) is applicable to arbitrary optical systems
and electromagnetic waves [
        <xref ref-type="bibr" rid="ref45 ref46 ref47 ref48 ref49 ref50">69–74</xref>
        ].
      </p>
      <p>
        A particular type of optical system is optical fiber. The
current level of use of optical fiber for transmitting
information over time and frequency channels tends to the
limit of bandwidth. An additional increase in the number of
information channels is possible on the mode division
multiplexing (MDM) [
        <xref ref-type="bibr" rid="ref51">10, 75</xref>
        ]. This technology includes the
transmission of information in various transverse modes on a
single physical medium - optical fiber. The transmitted
information can be contained in the mode structure and in
the energy component carried by each mode in the laser
beam individually. Moreover, multiplexing based on vortex
beams associated with the orbital angular momentum is of
the greatest interest [
        <xref ref-type="bibr" rid="ref52 ref53 ref54">76–78</xref>
        ]. For mode channel multiplexing
based on the orbital angular momentum in real (bounded)
fibers, it becomes necessary to calculate vortex
eigenfunctions [
        <xref ref-type="bibr" rid="ref54">78</xref>
        ]. The propagation of an optical signal
through multi-lens optical systems and gradient waveguides
is well described by the fractional Fourier transform [
        <xref ref-type="bibr" rid="ref55 ref56 ref57 ref58 ref59 ref60">79–84</xref>
        ].
Spatial constraint inevitably leads to the necessity to
consider spatially bounded propagation operators and
calculate the corresponding eigenfunctions to simulate the
propagation of an optical signal [
        <xref ref-type="bibr" rid="ref61 ref62">85–86</xref>
        ]. This approach
allows both to understand the nature of optical signal
distortions, and to form an approximation of the initial signal
through decomposition by eigenfunctions of the lens system
by analogy with the PSWFs. When forming such an
approximation, a compromise can be observed between the
accuracy of the approximation and the ability to transmit
signal without distortion.
      </p>
    </sec>
    <sec id="sec-5">
      <title>VI. CONCLUSION</title>
      <p>
        Modern computing resources provide the possibility to
calculate the eigenfunctions of fairly complex operators,
including those describing near-field optics and scanning
optical systems [
        <xref ref-type="bibr" rid="ref63 ref64">87–88</xref>
        ], thus the diffraction optics tools
allow to implement these complex expansions in optics. In
this area, the academic school of Academician V.A. Soifer
has been at the level of world priorities for several decades
[
        <xref ref-type="bibr" rid="ref65 ref66 ref67 ref68 ref69">10, 89–93</xref>
        ], creating new optical devices and forming
advanced information technologies on this basis [
        <xref ref-type="bibr" rid="ref70 ref71 ref72 ref73">94–97</xref>
        ].
      </p>
    </sec>
    <sec id="sec-6">
      <title>ACKNOWLEDGEMENTS</title>
      <p>This work was performed with financial support from
RFBR, DST, NSFC and NRF foundations in accordance
with research project 19-57-80006 BRICS_t.
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