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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Mathematical and computer modeling of endovenous laser treatment</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Andrey E. Kovtanyuk</string-name>
          <email>kovtanyuk.ae@dvfu.ru</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Alexander Yu. Chebotarev</string-name>
          <email>cheb@iam.dvo.ru</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anna V. Degtyareva</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Nikolai M. Park</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Far Eastern Federal University, Centre for Research and Education in Mathematics (CREM)</institution>
          ,
          <addr-line>8 Sukhanova St, Vladivostok, 690950, Russian Federation</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Institute for Applied Mathematics FEB RAS</institution>
          ,
          <addr-line>7 Radio St, Vladivostok, 690041, Russian Federation</addr-line>
        </aff>
      </contrib-group>
      <abstract>
        <p>An initial-boundary value problem for quasilinear equations of radiative-conductive heat transfer, simulating the process of endovenous laser ablation, is considered. The unique solvability of the problem is proved and an algorithm for finding its solution is proposed. The eficiency of the algorithm is illustrated by numerical experiments.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;numerical simulation</kwd>
        <kwd>endovenous laser ablation</kwd>
        <kwd>quasilinear equations of heat transfer</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>The endovenous laser ablation (EVLA) is an efective and popular treatment of varicose veins. During
EVLA a laser optical fiber is introduced into a damaged vein. Afterwards, the optical fiber
transmitting laser radiation is drawn out of the vein. The fiber tip emitting radiation is usually coated with
a carbonized layer, which splits the laser energy, such that a part of the energy is absorbed by the
carbonized layer with the release of heat, the other part is spent on radiation. The heat from the
carbonized layer is transmitted into blood by the conductive heat transfer. Heat transfer is significantly
intensified by the flow of bubbles formed on the hot fiber tip. The radiation entering into the blood
and the surrounding tissue is partially absorbed with the release of heat. As a result, the heat energy
generated by diferent mechanisms causes essential heating the vein, that leads to its obliteration
(closure).</p>
      <p>Optimization of radiation parameters during EVLA ensures successful vein obliteration with
minimum frequency and severity of complications. In other words, optimal radiation must provide a rather
high temperature inside the vein for its obliteration and simultaneously the generated temperature
ifeld must be relatively safe for the tissue surrounding the vein. The principal parameters influencing
the eficiency and safety of the laser ablation procedure are the laser power, radiation wavelength,
pullback speed of the optical fiber, and the ratio between the laser powers spent on radiation and
ifber tip (carbonized layer) heating. As a rule, the laser ablation is performed by a radiation with a
wavelength from 810 to 1950 nm. The suficiently widely used ranges of the pullback speed of the
ifber and laser radiation power are 1–3 mm/s and 5–15 W, respectively.</p>
      <p>The classic model describing the interaction between optical radiation and a biological tissue is a
reaction-difusion model including the radiation transfer and heat conduction equations [1, 2].
Correspondingly, the calculation of radiation and temperature fields involves finding the bulk density of
absorbed radiation energy from the radiation transfer equation and subsequent solving the heat
conductivity equation, in which the absorbed radiation energy form heat sources. The theoretical and
numerical analysis of reaction-difusion models describing various phenomena in physics, biology,
and ecology can be found in [3, 4, 5, 6]. The reaction-difusion models of heat transfer accounting
the radiation efects are studied in [7, 8]. In [9, 10, 11, 12], to simulate EVLA, the authors apply the
reaction-difusion heat transfer equation, where the bulk density of the absorbed energy of radiation
is calculated using an explicit formula for intensity of radiation induced by a point source in infinite
homogeneous medium.</p>
      <p>The principal efects, which are usually taken into account in EVLA modeling, are the conductive
heat transfer, radiation transfer and absorption with the release of heat, and heat transfer by the flow
of bubbles formed at the hot fiber tip. In the works [10, 11, 12], on the base of an estimation of
experimental data, heat transfer by the flow of bubbles is modelled by the use of a piecewise constant
heat conductivity coeficient depending on the temperature as follows: when the temperature at a
certain point reaches 95◦C and higher, the heat conductivity coeficient increases by 200 times. We
will use this approach in the model of the reaction-difusion describing process of EVLA. The
corresponding quasilinear initial-boundary value problem of EVLA is studied in the current work. The
unique solvability of the problem is proved and an algorithm for finding its solution is proposed. The
eficiency of the algorithm is illustrated by numerical examples. Theoretical and numerical analysis
of the considered model are also conducted in [13, 14], where extremal problems for the quasilinear
model of EVLA are studied.
2. Mathematical model of endovenous laser ablation
Let us formulate an initial-boundary value problem for the following equations modeling process of
EVLA in a bounded three-dimensional domain Ω with the boundary Γ =  Ω:
/ − div( ( )∇ ) −    =  1 ,</p>
      <p>
        −div( ∇ ) +    =  2 ,  ∈ Ω, 0 &lt;  &lt;  ,
 ( )   +  ( −   ) = 0,    + 0.5 = 0 on Γ,
 | =0 =  0.
(
        <xref ref-type="bibr" rid="ref1">1</xref>
        )
(
        <xref ref-type="bibr" rid="ref2">2</xref>
        )
(
        <xref ref-type="bibr" rid="ref3">3</xref>
        )
Here,  is the temperature,  is the radiation intensity averaged over all directions,  is the difusion
coeficient for optical radiation,   is the absorption coeficient,  ( ) is the thermal conductivity
coeficient,  (,  ) is the product of the specific heat capacity and the density of the medium,  is the
heat transfer coeficient,  1 describes the source power used on heating the fiber tip, and  2 is the
source power going to the radiation,  is the characteristic function of the fiber tip area divided by the
volume of the fiber tip. The functions   ,  0 define the boundary and initial temperature distributions,
respectively. By   we denote the derivative in the direction of outward normal  to the boundary Γ.
( ) 0 &lt;  0 ≤  ≤  1, | / | ≤  2,   = .
( ) 0 &lt;  0 ≤  ( ) ≤  1, | ′( )| ≤  2,  ∈ ℝ,   = .
      </p>
      <p>0,   ∈  ∞(Σ).</p>
      <p>We define a nonlinear operator  ∶ 
→  ′, using the equality valid for any , 
∈  :
( ( ),  ) = ( ( )∇, ∇ ) + ∫  
Γ = (∇ℎ( ), ∇ ) + ∫</p>
      <p>Γ.
Here, ℎ( ) = ∫  ( ) .</p>
      <p>Let  ∈  ∞(0,  ;  ′), (,  ) = ∫     Γ.</p>
      <p>In what follows, as the inner product in  , we will use the bilinear form (,  ) = (∇, ∇ )+∫</p>
      <sec id="sec-1-1">
        <title>The following weak formulation is valid for problem (4)–(5).</title>
        <sec id="sec-1-1-1">
          <title>The corresponding norm is equivalent to the standard norm of the space  .</title>
          <p>
            Definition. Function  ∈  2(0,  ;  ) is a weak solution of the problem (
            <xref ref-type="bibr" rid="ref4">4</xref>
            )–(
            <xref ref-type="bibr" rid="ref5">5</xref>
            ) if   ′ ∈  2(0,  ;  ′)
3. Solvability of the initial-boundary value problem
3.1. Quasilinear equation of heat transfer
          </p>
        </sec>
      </sec>
      <sec id="sec-1-2">
        <title>Let us consider the problem:</title>
        <p>In what follows, we assume that Ω is a Lipschitz bounded domain, Γ =  Ω  = Ω × (0,  ), Σ = Γ × (0,  ).
,
By   ,
1 ≤  ≤ ∞</p>
        <p>
          , we denote Lebesgue space, through  1 the Sobolev space 
the Lebesgue space of functions of the class   , defined on
(0,  ), with values in the Banach space
 .
=  2(Ω),  =  1(Ω), by  ′ we denote the dual space of  . The space  is identified with the
21, and by  
(0,  ;  )
space  ′, so that  ⊂ 
of the functional 
=  ′ ⊂  ′. We denote by ‖ ⋅ ‖ the standard norm in  , and by (, 
) the value
∈  ′ at the element  ∈  , which coincides with the inner product of  if  ∈  .
(
          <xref ref-type="bibr" rid="ref4">4</xref>
          )
(
          <xref ref-type="bibr" rid="ref5">5</xref>
          )
Hereinafter,  ′ =  / ,  =  +  .
        </p>
        <p>Note that ( 
)′ =  
′ +</p>
        <p>/
Therefore, the initial condition  (0) =  0
∈  2(0,  ;  ′). Then</p>
        <p>makes sense.</p>
        <p>′ +  ( ) = ,  (0) =  0.</p>
        <p>
          Theorem 1. Let conditions (i)–(iii) hold. Then the problem (
          <xref ref-type="bibr" rid="ref4">4</xref>
          )–(
          <xref ref-type="bibr" rid="ref5">5</xref>
          ) is solvable.
        </p>
        <p>
          Proof. Let us define the Galerkin approximations  
of a solution of the problem (
          <xref ref-type="bibr" rid="ref4">4</xref>
          )–(
          <xref ref-type="bibr" rid="ref5">5</xref>
          ) and
of the following Cauchy problem:
derive a priori estimates which are necessary for proving the solvability. In the space  , we consider
an orthonormal in 
basis  1,  2, … ,   = span{ 1, ...,   }. Let   ( ) ∈   ,  ∈ (0,  ), be a solution
        </p>
        <p>(  ′ +  (  ) − ,  ) = 0 ∀ ∈   ,   | =0 =  0 .</p>
        <sec id="sec-1-2-1">
          <title>Here,  0 is the orthogonal projection in  of the function  0 onto the subspace   .</title>
          <p>∈  2(0,  ;  ′) and hence  
∈  ([0,  ];  ′).</p>
          <p>Let  = min{ 0,  0} &gt; 0. Since
and integrate with respect to time from 0 to  . Then</p>
          <p>
            Let us derive a priori estimates which are necessary for proving the solvability. Put  =   in (
            <xref ref-type="bibr" rid="ref7">7</xref>
            )
‖    ‖2 + ∫ (
0

 ( ( ))∇  ( ), ∇  ( )) + ∫   2  Γ  =
          </p>
          <p>)
0

1
2
then, accounting for the conditions ( ), ( ), ( ), and the definition of the norm in  , we derive the
 0‖  ( )‖2 +  ∫ ‖  ( )‖2  ≤  +  2 ∫ ‖  ( )‖2.</p>
          <p>
            Here,  =  1‖ 0‖2 +  −1‖ ‖2 ′. By the Gronwall’s inequality, for ‖  ( )‖2, we obtain the estimate
The resulting inequality allows one to estimate the right-hand side in (
            <xref ref-type="bibr" rid="ref8">8</xref>
            ) and therefore
0

0


exp
 2 a.e. on (0,  ).
          </p>
          <p>0
2
 ∫ ‖  ( )‖  ≤  exp</p>
          <p>
            Here and below, in the proof of the theorem, by  we denote constants independent of . The obtained
estimates (
            <xref ref-type="bibr" rid="ref11">11</xref>
            ) allow us to assert that passing, if necessary, to a subsequence, there is a function  such
  → 
weakly in  2(0,  ;  ), ∗ –weakly in  ∞(0,  ;  ),
ℎ(  ) → 
weakly in  2(0,  ;  ). (
            <xref ref-type="bibr" rid="ref12">12</xref>
            )
that the limit function  ∈  2(0,  ;  ) is such that   ′ ∈  2(0,  ;  ′), and the equality
Convergence results (
            <xref ref-type="bibr" rid="ref12">12</xref>
            ) are suficient for passing to the limit as 
→ ∞ in the system (
            <xref ref-type="bibr" rid="ref7">7</xref>
            ) and proving
(  ′,  ) + (∇ , ∇ ) + ∫
          </p>
          <p>
            Γ = (,  ) ∀ ∈ 
and the initial condition hold. To prove that  is a weak solution of the problem (
            <xref ref-type="bibr" rid="ref4">4</xref>
            )–(
            <xref ref-type="bibr" rid="ref5">5</xref>
            ), it is suficient
to check that the equality  = ℎ( ) holds. We obtain an estimate guaranteeing the compactness of the
where
Accounting for the non-negativity of (∇ℎ(  ( )), ∇  ( )) + ∫   2 ( ) Γ, we obtain the inequality
  (,  ) = (∇ℎ(  ( )), ∇(  ( ) −   ( ))) + ∫    ( )(  ( ) −   ( )) Γ−
( ( ) +   (  ( ) −   ( )),   ( ) −   ( )).
          </p>
          <p>
            1
2
sequence   in  2( ). In the system (
            <xref ref-type="bibr" rid="ref7">7</xref>
            ), we put  =   ( ) −   ( ) and integrate with respect to  on
the interval (,  +  ) and with respect to  on (0,  −  ), assuming that  &gt; 0 is small enough. Then
1
          </p>
          <p>√</p>
          <p>),
2
‖ ( )‖2 ≤

 0
exp
 2 a.e. on (0,  ),  ∫ ‖ ( )‖2  ≤  exp
(14)
 ∞( ), then there are no other solutions of the problem.</p>
        </sec>
      </sec>
      <sec id="sec-1-3">
        <title>Let us show that the solution is unique in the class of functions with bounded gradient.</title>
        <p>
          Theorem 2. Let conditions (i)–(i ) hold. If  ∗ is a weak solution to problem (
          <xref ref-type="bibr" rid="ref4">4</xref>
          )–(
          <xref ref-type="bibr" rid="ref5">5</xref>
          ) such that ∇ ∗ ∈
  (,  ) ≤  1|(  ( ),   ( )) | + ( ( ),   ( ) −   ( )) + 2  2‖  ( ) −   ( ))‖2.
we have
Here,  1 = max{ 1, ‖ ‖ ∞(Γ)}. Therefore, taking into account the continuity of the embedding  ⊂
        </p>
        <p>To estimate the integrals of the terms depending on  , it is enough to change the order of integration.
Using the boundedness of the sequence   in  2(0,  ;  ), we obtain the estimate of equicontinuity:
∫ ‖  ( +  ) −   ( )‖  ≤ .
(13)
obtained in the proof of Theorem 1.</p>
      </sec>
      <sec id="sec-1-4">
        <title>Indeed, by virtue of equality</title>
        <p>2( ) and hence  = ℎ( ). The theorem is proved.</p>
        <sec id="sec-1-4-1">
          <title>From the estimate (13) (passing, if necessary, to a subsequence), it follows that</title>
          <p>Therefore, by virtue of the inequality |ℎ(  ) − ℎ( )| ≤  1|  −  |, we conclude that ℎ(  ) → ℎ( ) in
→  in  2( ).</p>
          <p>
            Remark. If  is an arbitrary weak solution of the problem (
            <xref ref-type="bibr" rid="ref4">4</xref>
            )–(
            <xref ref-type="bibr" rid="ref5">5</xref>
            ), then it satisfies the estimates
( ,  ) = (  ′,  ) + 2 (  ,  ),
1
of Theorem 1, we derive
where   = 
/ , the function 
→  ( ,
          </p>
          <p>
            )/ is integrable on (0,  ). Multiplying the first equation
in (
            <xref ref-type="bibr" rid="ref6">6</xref>
            ), in the sense of the inner product of  , by  and integrating with respect to time, as in the proof
Proof. Let  1 be another solution of the problem (
            <xref ref-type="bibr" rid="ref4">4</xref>
            )–(
            <xref ref-type="bibr" rid="ref5">5</xref>
            ),  =  1 −  ∗. Then
          </p>
          <p>′ +  ( 1) −  ( ∗) = 0,  (0) = 0.
to time. Then
We multiply the first equation, in the sense of the inner product of  , by  and integrate with respect
Using the constraints on the functions ,</p>
          <p>and their derivatives, we obtain the inequality
1</p>
          <p>0

0
2 ∫ ‖ ‖2 +  2‖∇ ∗‖ ∞( ) ∫ ‖ ‖‖∇ ‖.</p>
          <p>)
0</p>
          <p>0

0
1
4
 2</p>
          <p>=</p>
          <p>0
 2‖∇ ∗‖ ∞( )
.</p>
          <p>We take into account that ‖ ‖‖∇ ‖ ≤  ‖∇ ‖2 +</p>
          <p>
            ‖ ‖2 and estimate the last term assuming
Then it follows from Gronwall’s inequality that  = 0 and the solution  1 coincides with  ∗.
3.2. Initial-boundary value problem modeling EVLA
Let us reduce the problem (
            <xref ref-type="bibr" rid="ref1">1</xref>
            )–(
            <xref ref-type="bibr" rid="ref3">3</xref>
            ) to the problem (
            <xref ref-type="bibr" rid="ref4">4</xref>
            )–(
            <xref ref-type="bibr" rid="ref5">5</xref>
            ). For this purpose, we first consider the
boundary value problem
− div( ∇ ) +    =  ,  ∈ Ω,    + 0.5 = 0 on Γ.
(15)
          </p>
        </sec>
      </sec>
      <sec id="sec-1-5">
        <title>Let the following conditions hold:</title>
        <p>( ) 0 &lt;  0 ≤  ( ) ≤  1, 0 &lt;  0 ≤   ( ) ≤  1,  ∈ Ω.</p>
        <sec id="sec-1-5-1">
          <title>Let us define the operator  ∶</title>
          <p>→  ′,
(, 
) = ( ∇, ∇ ) + (  ,  ) + 0.5 ∫ 
Γ ∀ ∈  .</p>
        </sec>
      </sec>
      <sec id="sec-1-6">
        <title>The problem (1)–(3) is now reduced to problem (4)–(5) if we put</title>
        <p>→  is continuous.
equation 
operator  −1 ∶ 
It follows from the Lax-Milgram lemma that for any function  ∈  there is a unique solution of the
=  , which is a weak solution of the boundary value problem (15). Moreover, the inverse
 =  1 +  2   −1 ,  1,2 ∈ ℝ.</p>
        <p>
          Theorem 3. Let conditions (i)–(i ), (r) hold. Then there exists a solution of the problem (
          <xref ref-type="bibr" rid="ref1">1</xref>
          )–(
          <xref ref-type="bibr" rid="ref3">3</xref>
          ),
{,  } ∈  2(0,  ;  ) ∩  ∞(0,  ;  ) ×  ∞(0,  ;  ). If, in addition, ∇ ∈  ∞( ), then the solution is unique.
        </p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>4. Numerical simulation</title>
      <p>
        Let us present an iterative algorithm for solving the initial-boundary value problem (
        <xref ref-type="bibr" rid="ref1">1</xref>
        )–(
        <xref ref-type="bibr" rid="ref3">3</xref>
        ). At each
iteration of this algorithm, a linear initial-boundary value problem is solved:
Here,   −1,  = 1, 2, ... is the temperature field obtained at the previous iteration. The solvability of the
linear problem (16) is well known, and similarly to the proof of Theorem 1, the following estimates
are derived:
‖ ( )‖2 ≤


exp
 2
      </p>
      <p>
        This allows us to go to the limit in (16), concluding that  is a solution of the problem (
        <xref ref-type="bibr" rid="ref1">1</xref>
        )–(
        <xref ref-type="bibr" rid="ref3">3</xref>
        ).
      </p>
      <p>
        The eficiency of laser ablation can be estimated by the behavior of temperature profiles at
diferent points of the computational domain [10, 11, 12]. The analysis of temperature profiles provides the
possibility to estimate whether the temperature level inside the vein is suficient for obliteration and,
at the same time, whether the thermal efect outside the vein will be safe for living tissue. The
calculations based on Eqs. (
        <xref ref-type="bibr" rid="ref1">1</xref>
        )–(
        <xref ref-type="bibr" rid="ref3">3</xref>
        ) and for the computational domain presented in Fig. 1 are performed
with the optical and thermophysical problem parameters presented in [10, 11]. The parameters  
and  0 are equal to 37, and
      </p>
      <p>
        = 1. In all the calculations, the initial position of the optical fiber tip
corresponds to  = 5, and its motion velocity is 2 mm/s.
at four observation points (1.5, 10) (inner vein wall), (
        <xref ref-type="bibr" rid="ref10 ref2">2, 10</xref>
        ), (2.5, 10) (outer vein wall), and (3.5, 10)
(perivenous tissue). The source power is set as ( 1,  2) = (
        <xref ref-type="bibr" rid="ref3 ref7">3, 7</xref>
        ) (hereinafter, the power is given in
watts). As can be seen from these plots, the perivenous tissue temperature remains quite safe despite
a high temperature inside the vein.
wavelengths: 810 nm, 1064 nm, 1470 nm, and 1950 nm. The source power is set as ( 1,  2) = (
        <xref ref-type="bibr" rid="ref3 ref7">3, 7</xref>
        ) in
all cases. As can be seen from the figure, a change of the radiation wavelength has a significant efect
on the behavior of the temperature profile. It is possible to ensure the same boiling duration (when
the temperature is more than 95◦C) for temperature profiles corresponding to diferent wavelengths
by changing the radiation power as it is shown in Fig. 4. At the same time, the temperature level in
the perivenous tissue is quite safe. Here, in all cases, the ratio  1/ 2 remains unchanged as 3/7.
      </p>
      <p>As can be seen from the experiments, the use of computer simulation is a promising way to
determine the optimal radiation parameters that ensure an eficient and safe procedure of EVLA.</p>
    </sec>
    <sec id="sec-3">
      <title>Acknowledgments</title>
      <p>This work was supported by the Russian Foundation for Basic Research (project no. 20-01-00113 (a))
and by the Ministry of Science and Higher Education of the Russian Federation (contract no.
075-022020-1482-1, 21.04.2020)
outcomes, and issues for debate, Lasers in Medical Science 29 (2014) 393–403. doi:10.1007/
s10103-013-1480-5.
[13] A. E. Kovtanyuk, A. Y. Chebotarev, A. Astrakhantseva, A. Sushchenko, Optimal control of
endovenous laser ablation, Optics and Spectroscopy 128 (2020) 1508–1516. doi:10.1134/
S0030400X20090131.
[14] A. E. Kovtanyuk, A. Y. Chebotarev, A. Astrakhantseva, Inverse extremum problem for a model
of endovenous laser ablation, Journal of Inverse and Ill-Posed Problems (2021). doi:10.1515/
jiip-2020-0118.
60</p>
    </sec>
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