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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Visualization of Contact Interaction of Nanobeams</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>M.V. Zhigalov</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>V.A. Apryskin</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>V.A. Krysko</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>zhigalovm@yandex.ru</string-name>
        </contrib>
        <contrib contrib-type="author">
          <string-name>wwooow@yandex.ru</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Yuri Gagarin Saratov State Technical University</institution>
          ,
          <addr-line>Saratov</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The paper presents a visualization of the contact interaction of two Bernoulli-Euler nanobeams connected through boundary conditions. Mathematical models of beams are based on the gradient deformation theory and the theory of contact interaction of B. Y. Cantor. The visualization is based on Fourier transform and wavelet transform, phase portrait.</p>
      </abstract>
      <kwd-group>
        <kwd>Bernoulli-Euler nanobeam</kwd>
        <kwd>gradient deformation theory</kwd>
        <kwd>contact problem</kwd>
        <kwd>Fourier transform</kwd>
        <kwd>wavelet</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>The designs of modern devices are complex multi-layer
packages with small gaps between the elements, so an
important issue is to take into account the contact interaction of
layers, which in turn leads to a strong nonlinearity
constructive. Such nano electro-mechanical systems (NEMS)
are widely used in various electronic devices, in particular in
gyroscopes (layered flat micromechanical accelerometers
(MMA). Note that the account of contact interaction leads to the
chaotic state of the system already at small amplitudes of
oscillations. The presence of a gap between the elements, such
as beams, already at small deflections, commensurate with the
gap between the elements, can lead the object under study in a
state of chaotic oscillations. Therefore, the need for research
with visualization of the contact interaction of nano-mechanical
systems in the form of beams is undoubtedly relevant and
requires attention.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Statement of the problem</title>
      <p>
        Micro-and nano-sized beams are widely used in various
micro-and nano-Electromechanical systems (vibration sensors
[
        <xref ref-type="bibr" rid="ref1">1</xref>
        ], micro-drives [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], micro-switches [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]). The dependence of
elastic behavior on the body size at the micron scale was
observed experimentally in different substances (metals [
        <xref ref-type="bibr" rid="ref4 ref5">4, 5</xref>
        ]
and alloys [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], polymers [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], crystals [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]).
      </p>
      <p>The dependences of elastic behavior on size can be
explained using molecular dynamics (MD) simulations or
higher order continuum mechanics. Although the molecular
dynamics approach can provide more accurate approximations
to real objects, it is too expensive from a computational point of
view. Therefore, the higher order continuum mechanics
approach has been widely used in the modeling of small-scale
structures.</p>
      <p>
        The development of a higher order continuum theory can be
traced back to the earliest work of Piola in the 19th century, as
shown in [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ], and the work of the Kosser brothers [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] in 1909.
However, the ideas of the Kosser brothers received considerable
attention from researchers only since the 1960s, when a large
number of higher-order continuum theories were developed. In
general, these theories can be divided into three different
classes, namely, the family of strain gradient theories, the
microcontinuum, and nonlocal elasticity theories.
      </p>
      <p>
        Based on the higher order stress theory of Mindlin [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ] and
Lam et al. [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ] proposed the theory of elasticity of the
deformation gradient, in which, in addition to the classical
equations of equilibrium of forces and moments, a new
additional equilibrium equation is introduced, which determines
the behavior of stresses of higher orders and the equation of
equilibrium of moments. Three parameters of the material
length scale are introduced for isotropic linear elastic materials
(l0, l1, l2) . According to this theory, the total strain energy
density is a function of the symmetric strain tensor, the dilation
gradient vector, the deviator tension gradient tensor, and the
symmetric rotation gradient tensor.
      </p>
      <p>
        In this paper, a mathematical model of Bernoulli-Euler
nanobeams connected through boundary conditions under the
action of transverse load is constructed. Three material length
scale parameters are introduced to account for dimensional
effects (l0, l1, l2) . To account for the contact between the
beams, a Winkler coupling between the compression and the
contact pressure between the two beams is used [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]:
1
1  sign w1  hk  w2  ,
(1)
 
      </p>
      <p>2
where
  1, if w  w  hk
1 2
то that is, there is contact
between the plate and the beam, else   0 , w1, w2, hk
deflections of the first and second beams and the gap between
them, respectively.</p>
      <p>The mathematical model of contact between two
nanobeams, based on the kinematic Bernoulli-Euler hypothesis,
is described by a system of resolving equations:
4w 
x4m    2 
bh3
12

 l02 bh  l22 bh  29265 l12 bh  

 6xw6m  2l02 bh3 
12
14 2 bh3 
225 l1  12   qm </p>
      <p>2w
(1)m K (w1  w2  h)  t 2   t
w
where m – beam number (m=1,2), h - the gap between the
beams.</p>
      <p>Boundary conditions are:
wm  0; wm  0 .</p>
      <p>x
wm (x, 0)  0;
wm  x, 0
 0 .</p>
      <sec id="sec-2-1">
        <title>Initial conditions are:</title>
        <p>t
The system (2-4) was reduced to the Cauchy problem using the
finite difference method O(h2). The Cauchy problem was solved
by the Runge-Kutta method of 4 orders. A study of convergence
by the method of finite differences, on the basis of which the
optimal number of partitions was chosen, was carried out. The
partitioning step for the Runge-Kutta method was determined
according to the Runge principle.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. The results of the study of the influence of length scale factors on the nature of oscillations</title>
      <p>For the considered tasks the following parameter values
were used: a / h  30 , q1  10sin 5.3  t , q2  0 ,   0.1,
h  0.01.</p>
      <p>
        The research results for two of the nine considered
combinations of coefficients (l0, l1, l2) are shown in Figure 1,
2. For the first case (Fig. 1), all coefficients are zero, i.e.
considered beams on the classical theory. The second case (Fig.
(2)
(3)
(4)
2) is characterized by the values l0=0.3; l1=0.3; l2=0.3, i.e. all
three dimensional factors are taken into account. The figures in
the first row show the deflections of the first w1 and second
beams w2 . The second line shows the phase synchronization of
oscillations 1 2 , marked in dark color. The third and fourth
lines show the Fourier spectrum S ( ) , the wavelet spectrum
based on the Morlet maternal wavelet, and the phase portrait
w  w for the first and second beams, respectively. Phase
synchronization is based on the approach described in [
        <xref ref-type="bibr" rid="ref14 ref15">14-15</xref>
        ].
When analyzing phase chaotic synchronization, it is necessary
to enter the phase  (t) of chaotic signals [
        <xref ref-type="bibr" rid="ref16 ref17">16, 17</xref>
        ]. Frequencies
of chaotic signals are defined as average rates of change of the
phases of signals  (t) . Wavelet analysis can be applied to
identify the phase synchronization mode of mechanical
dynamic systems with a poorly defined phase. The behavior of
such systems is characterized on the basis of continuous sets of
phases, which are determined using continuous wavelet
transform of a chaotic signal w(t) [
        <xref ref-type="bibr" rid="ref16 ref17">16, 17</xref>
        ]. If the beams in
question are not in the phase synchronization mode, their
behavior is asynchronous on all time scales. As soon as any of
the time scales of the considered dynamic systems are
synchronized, the phase synchronization mode arises.
Obviously, the time scales that have the maximum power of the
wavelet spectrum are synchronized first of all. The remaining
time scales are still unsynchronized. Therefore, phase
synchronization leads to the occurrence of phase capture on
synchronized time scales.
      </p>
      <p>1a) deflections of the first w1 and second w2 beams</p>
      <sec id="sec-3-1">
        <title>1b) phase synchronization</title>
        <p>The Fourier spectrum for both beams indicates a chaotic
state of the system, while both spectra are qualitatively similar
and have several pronounced frequencies in the low range
i  3.5;1.5 . Wavelet spectra indicate that these frequencies
appear in the spectrum with t  200 . Moreover, the frequency
spectrum varies significantly over time. Phase portraits of beam
oscillations are “mirrored”.</p>
        <p>2a) deflections of the first w1 and second w2 beams</p>
      </sec>
      <sec id="sec-3-2">
        <title>2b) phase synchronization 2c) spectrum</title>
      </sec>
      <sec id="sec-3-3">
        <title>Fourier</title>
      </sec>
      <sec id="sec-3-4">
        <title>2d) Wavelet</title>
      </sec>
      <sec id="sec-3-5">
        <title>2e) Phase portrait</title>
        <p>2f) Fourier 2g) Wavelet 2e) Phase portrait
spectrum</p>
        <p>Fig. 2. Results for the case l0=0.3; l1=0.3; l2=0.3.</p>
        <p>Consider the case when both beams are described according
to the theory of the strain gradient taking into account the
values of l0=0.3; l1=0.3; l2=0.3. Graphs of deflections (signals)
differ significantly from the previous case. The synchronism of
oscillations is present at a longer interval up to t  200 . The
phase synchronization graph shows that in this time interval
synchronization occurs at two frequencies: at the excitation
frequency  p  5.3 and at the frequency   2 , as in the
previous case. However, synchronization at the excitation
frequency is uniform over the entire time interval, in contrast to
the previous case, where phase synchronization is practically
absent in the interval t   480; 600 . The Fourier spectrum for
both beams is qualitatively similar, as in the previous case, but
there are differences. The number of frequencies with the
highest energy (peaks in the spectrum) is much larger and their
distribution differs significantly from the previous case. Thus,
the contact interaction energy of two nanobeams differs
significantly from the beams according to the classical theory,
and therefore, when studying the contact of NEMS elements, it
is necessary to use the theory of size-dependent behavior. The
wavelet spectrum also has a significant difference from the
previous case. For the first beam, both the excitation frequency
and all frequencies of the range are present throughout the time
interval   0;3 . The frequencies of the other bands appear at
the initial time t  0; 230 and at the end of the time interval
for contact interaction studies. The phase portraits of both
beams, as well as for the previous case, are “mirrored”, but
qualitatively different. They also differ quantitatively by the
values of the velocity of oscillations w .</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Conclusion</title>
      <p>In the work, on the basis of the built-in mathematical model
of the Bernoulli-Euler nanobeam, the influence of taking into
account the size-dependent coefficients on the character of the
contact interaction is studied. The necessity of taking into
account the theory of higher order for the study of NEMS
elements in the form of beams is shown. The visualization of
contact interaction characters based on the wavelet transform,
both for studying phase chaotic synchronization and for
studying changes in the oscillation spectrum over time, allows
us to more fully consider various aspects of contact interaction.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Appreciation</title>
      <p>This work was supported by the Russian Science
Foundation, grant № 16-11-10138-П.
6. References</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <surname>Fu</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zhang</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          <article-title>Electromechanical dynamic buckling phenomenon in symmetric electric fields actuated microbeams considering material damping</article-title>
          .
          <source>Acta Mech</source>
          .
          <volume>212</volume>
          , (
          <year>2010</year>
          ),
          <fpage>29</fpage>
          -
          <lpage>42</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>M.</given-names>
            <surname>Moghimi Zand</surname>
          </string-name>
          , and M. T. Ahmadian, “
          <article-title>Static pull-in analysis of electrostatically actuated microbeams using homotopy perturbation method”</article-title>
          , Appl. Math. Model.
          <volume>34</volume>
          (
          <year>2010</year>
          ),
          <fpage>1032</fpage>
          -
          <lpage>1041</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <surname>Jia</surname>
            ,
            <given-names>X.L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yang</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kitipornchai</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          :
          <article-title>Pull-in instability of geometrically nonlinear micro-switches under electrostatic and Casimir forces</article-title>
          .
          <source>Acta Mech</source>
          .
          <volume>218</volume>
          , (
          <year>2011</year>
          ),
          <fpage>161</fpage>
          -
          <lpage>174</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <surname>Fleck</surname>
            ,
            <given-names>N.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Muller</surname>
            ,
            <given-names>G.M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ashby</surname>
            ,
            <given-names>M.F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hutchinson</surname>
            ,
            <given-names>J.W.</given-names>
          </string-name>
          ,
          <year>1994</year>
          .
          <article-title>Strain gradient plasticity: theory and experiments</article-title>
          .
          <source>Acta Metall. Mater</source>
          .
          <volume>42</volume>
          ,
          <fpage>475</fpage>
          -
          <lpage>487</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <surname>Nix</surname>
            ,
            <given-names>W.D.</given-names>
          </string-name>
          <article-title>Mechanical properties of thin films</article-title>
          .
          <source>Metall. Trans. A 20</source>
          , (
          <year>1989</year>
          ),
          <fpage>2217</fpage>
          -
          <lpage>2245</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>E.</given-names>
            <surname>Mazza</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Abel</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Dual</surname>
          </string-name>
          ,
          <article-title>Experimental determination of mechanical properties of Ni and Ni-Fe microbars</article-title>
          ,
          <source>Microsystem Technologies</source>
          <volume>2</volume>
          (
          <issue>4</issue>
          ) (
          <year>1996</year>
          ),
          <fpage>197</fpage>
          -
          <lpage>202</lpage>
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <surname>Lam</surname>
            <given-names>DCC</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yang</surname>
            <given-names>F</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chong</surname>
            <given-names>ACM</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wang</surname>
            <given-names>J</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Tong</surname>
            <given-names>P</given-names>
          </string-name>
          <article-title>Experiments and theory in strain gradient elasticity</article-title>
          .
          <source>J Mech Phys Solids</source>
          <volume>51</volume>
          : (
          <year>2003</year>
          )
          <fpage>1477</fpage>
          -
          <lpage>1508</lpage>
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>Q.</given-names>
            <surname>Ma</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D. R.</given-names>
            <surname>Clarke</surname>
          </string-name>
          ,
          <article-title>Size dependent hardness of silver single crystals</article-title>
          ,
          <source>Journal of Materials Research</source>
          <volume>10</volume>
          (
          <issue>4</issue>
          ) (
          <year>1995</year>
          )
          <fpage>853</fpage>
          -
          <lpage>863</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <surname>Dell'Isola</surname>
            <given-names>F</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Della Corte</surname>
            <given-names>A</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Esposito</surname>
            <given-names>R</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Russo</surname>
            <given-names>L.</given-names>
          </string-name>
          <article-title>Some cases of unrecognized transmission of scientific knowledge: From antiquity to Gabrio Piola's peridynamics and generalized continuum theories. Generalized Continua as Models for Classical and</article-title>
          Advanced Materials: Springer; (
          <year>2016</year>
          ). p.
          <fpage>77</fpage>
          -
          <lpage>128</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <surname>Cosserat</surname>
            <given-names>E</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Cosserat</surname>
            <given-names>F</given-names>
          </string-name>
          . Théorie des corps déformables: Paris: Hermann et Fils,
          <year>1909</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <surname>Mindlin</surname>
            <given-names>RD</given-names>
          </string-name>
          .
          <article-title>Second gradient of strain and surface-tension in linear elasticity</article-title>
          .
          <source>Int J Solids Struct</source>
          . (
          <year>1965</year>
          );
          <volume>1</volume>
          :
          <fpage>417</fpage>
          -
          <lpage>38</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <surname>Yang</surname>
            <given-names>F</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chong</surname>
            <given-names>ACM</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lam</surname>
            <given-names>DCC</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Tong</surname>
            <given-names>P</given-names>
          </string-name>
          .
          <article-title>Couple stress based strain gradient theory for elasticity</article-title>
          .
          <source>Int J Solids Struct</source>
          . (
          <year>2002</year>
          ) ;
          <volume>39</volume>
          :
          <fpage>2731</fpage>
          -
          <lpage>43</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <surname>Kantor</surname>
            <given-names>B.</given-names>
          </string-name>
          <string-name>
            <surname>Ya</surname>
          </string-name>
          /, Bogatyrenko T. L.
          <article-title>A method for solving contact problems in the nonlinear theory of shells</article-title>
          .
          <source>Dokl. Ukrain Academy of Sciences. Ser A</source>
          <volume>1</volume>
          ;
          <article-title>(</article-title>
          <year>1986</year>
          ). pp
          <fpage>18</fpage>
          -
          <lpage>21</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <surname>Krysko</surname>
            <given-names>V.A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Koch</surname>
            <given-names>M.I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zhigalov</surname>
            <given-names>M.V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Krysko</surname>
            <given-names>A.V.</given-names>
          </string-name>
          “
          <source>Chaotic Phase Synchronization of Vibrations of Multilayer Beam Structures” Journal of Applied Mechanics and Technical Physics</source>
          .
          <year>2012</year>
          . Т.
          <volume>53</volume>
          . № 3. С.
          <volume>451</volume>
          -
          <fpage>459</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <given-names>J.</given-names>
            <surname>Awrejcewicz</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.V.</given-names>
            <surname>Zhigalov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V.A.</given-names>
            <surname>Krysko-jr.</surname>
          </string-name>
          , U. Nackenhorst,
          <string-name>
            <given-names>I.V.</given-names>
            <surname>Papkova</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.V.</given-names>
            <surname>Krysko</surname>
          </string-name>
          , '
          <article-title>Nonlinear dynamics and chaotic synchronization of contact interactions of multilayer beams'</article-title>
          , in: 'Dynamical Systems - Theory', Eds. J.
          <string-name>
            <surname>Awrejcewicz</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          <string-name>
            <surname>Kaźmierczak</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          <string-name>
            <surname>Olejnik</surname>
          </string-name>
          , J. Mrozowski, TU of Lodz Press,
          <year>2013</year>
          ,
          <fpage>283</fpage>
          -
          <lpage>292</lpage>
          (ISBN 978-83-7283-588-8)
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <surname>Osipov</surname>
            <given-names>G.V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pikovsky</surname>
            <given-names>A.S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Rosenblum</surname>
            <given-names>M.G.</given-names>
          </string-name>
          ,
          <source>Kurths J. Phys.rev. Lett</source>
          .
          <year>1997</year>
          . V. 55. P.
          <volume>2353</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <surname>Pikovsky</surname>
            <given-names>A.S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Rosenblum</surname>
            <given-names>M.G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kurths</surname>
            <given-names>J</given-names>
          </string-name>
          .
          <article-title>Synhronization: a Universal Cocept in Nonlinear Sciences</article-title>
          . Cambridge University Press,
          <year>2001</year>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>