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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Development of Model Predictive Control Algorithm for Managing Deformation of Multilayered Soil Massif under Mass and Heat Transfer</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Nataliia Zhukovska</string-name>
          <email>n.a.zhukovska@nuwm.edu.ua</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Viktor Oleg Pinchuk</string-name>
          <email>o.l.pinchuk@nuwm.edu.ua</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>I. Horbachevsky Ternopil National Medical University</institution>
          ,
          <addr-line>12 Rus'ka St., Ternopil, 46001</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>National University of Water and Environmental Engineering</institution>
          ,
          <addr-line>11 Soborna St., Rivne, 33028</addr-line>
          ,
          <country country="UA">Ukraine</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>The study of soil foundation deformation processes is important in the context of intensive construction development. The stress-strain state of both buildings and the soil foundations on which they are built are interconnected. To ensure the operational reliability of structures, it is necessary to consider the displacement, stress, and strain values of soil arrays and their dynamic behavior. This article focuses on the spatial stress-strain state of a multilayered soil massif, considering the effect of mass and heat transfer during the filtration of salt solutions. The soil massif is shaped like a curved quadrangle, consisting of multiple layers with distinct physical, chemical, and elastic characteristics. One of the layers has a free surface, which is considered fixed. The mathematical model of the problem is based on solid-state mechanics approaches, including deformable body mechanics, porous media, filtration, and mass and heat transfer theory. The model comprises a system of equilibrium equations for soil displacement in Lame form, considering mass and heat transfer, convective diffusion equations in the presence of mass and heat transfer throughout the studied soil massif, and equations for normal and tangential strains and stresses. The model also accounts for equations of salt solutions filtration under non-isothermal conditions in water-saturated layers, equations of convective heat transfer in the entire field of study, as well as corresponding boundary conditions at the boundaries of the soil massif and ideal contact conjugation conditions for piezometric head, salt concentration, temperature, displacements, and stresses. The model takes into account the dependence of Lame coefficients and filtration coefficients on salt solution concentration and temperature during construction.</p>
      </abstract>
      <kwd-group>
        <kwd>1 Spatial stress-strain state</kwd>
        <kwd>free surface</kwd>
        <kwd>mass and heat transfer</kwd>
        <kwd>filtering multilayer soil mass</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Soil is a heterogeneous environment that naturally consists of multiple layers, such as sand, clay,
loam, humus, and chernozem [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. Previous studies have investigated the processes of filtration, mass
and heat transfer, and stress-strain state in soils in the presence of pure water [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. However, in natural
conditions, various saline solutions are also filtered, and the effect of temperature is present. Filtration
is slower in clay soil layers and faster in sand, indicating that these factors can affect the stress-strain
state of each layer of the soil massif. These processes can also affect the stability of facilities built on
such soils and result in unpredictable accidents and significant economic losses. Mathematical and
computer modeling can be used to study these processes, with three-dimensional modeling allowing
for an adequate description of physical processes in space and the possibility of future analysis [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ].
      </p>
      <p>
        There have been numerous studies conducted on multilayered soils and their deformation
behavior. One study [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] proposes a semi-analytical approach for calculating ground movements
caused by tunnel construction in multilayered clay soils. Another study [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] employs a three-layer
polygon model simulated with the finite element method, exploring the effects of hydraulic
conductivity, shear modulus, degree of saturation, molecular diffusion coefficient, and thickness of
each layer on multilayered systems. Nonlinear loading of large foundations on multilayered saturated
soils was investigated in [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], with their mathematical model revealing that the point of maximum
deformation is not necessarily in the center of the foundation, nor does it coincide with the point of
maximum load, as discussed in [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ]. Spatial deformation processes in multilayered soils involve three
displacement values, six normal and tangential strain values, and six normal and tangential stress
values. Therefore, the investigation of the stress-strain state of soil environments is of scientific
interest, and is the objective of the current study.
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. Formulation of the problem</title>
      <p>Let us consider the multilayered soil massif with a free surface in the three-dimensional case (see
Figure 1). The soil massif is shaped curvilinear quadrangle and occupies the  area, where
k n
  i*  i* , i*  i1 i , i*  ik1i . The number of layers in the soil massif is n . The layers are
numbered from bottom to top. In the area k there is a free surface  and it is considered
stationary. The layers of the soil massif located above  ( i* ), are in the natural state, and below
 ( i* ) are water-saturated.</p>
      <p>~
H1
x</p>
      <p>A1 </p>
      <p>n
K
A
2
1
z
0</p>
      <p>B1
L ~
n1
~
B 2
~
1
Ω
D</p>
      <p>D1
N</p>
      <p>C1
M</p>
      <p>~
C H2
y</p>
      <p>In the area  there are processes of stress-strain state, filtration of salts solutions in
nonisothermal conditions and heat and mass transfer. Moreover, the processes of filtration of salts
solutions and mass transfer occur only in water-saturated areas.</p>
      <p>We consider the linear theory of elasticity. The top and bottom of the area  are impermeable and
~
insulated. The sides of the soil massif are drained. There are water basins with water levels H1 and
~ ~ ~
H 2 ( H 1  H 2 ) on the sides AA1 B1 B , B1 BCC1 and AKND , DNMC respectively.</p>
      <p>Each layer of  has its own physicochemical and mechanical properties. Elastic parameters and
filtration coefficient in water-saturated layers ( i* ) depend on the concentration of salts solutions and
temperature, i  i (ci* ,Ti ),  i   i (ci* ,Ti ) , K i  K i (ci* , Ti ) , and depend on the temperature in the
in the natural state soil layers ( i* ),  i   i (Ti* ) ,  i   i (Ti* ) , K i  K i (Ti* ). Some of the most
common salts in nature, such as NaCl and KCl, which are extracted for the food industry (NaCl) and
used in the agricultural sector (KCl), were used as studies in salt solutions. The laws of Darcy, Fick
and Fourier are apply in the area  .</p>
    </sec>
    <sec id="sec-3">
      <title>3. Mathematical model of the problem</title>
      <p>
        The mathematical model of the spatial stress-strain state problem of multilayered soil massif at the
presence the filtration of salts solutions in non-isothermal conditions and mass and heat transfer in the
generally accepted designations has the following form [
        <xref ref-type="bibr" rid="ref1 ref10 ref11 ref14 ref15 ref2 ref3 ref7">1-3, 7, 10, 11, 14, 15</xref>
        ]:
      </p>
      <p>the system of equations of equilibrium in the form of Lame for soil massif displacements is
obtained on the basis of generalization of Hooke's law taking into account heat and mass transfer and
dependences of Lame and Young modulus coefficients on salts solutions concentration and
temperature


i (ci* ,Ti )Ui  i (ci* ,Ti )  i (ci* ,Ti )(i) 
x
i (ci* ,Ti ) (i)  2 i (ci* ,Ti ) Ui  i (ci* ,Ti )  Ui  Vi  </p>
      <p>x x x y  y x 
where X , i  1, n and the components of the mass forces in all layers of area  are calculated
by formulas
 dp1(i*) , X  i* , i  1, k,

X i   dx
 0, X  i* , i  k  1, n,
 dp2(i*) , X  i* , i  1, k,

Yi   dy
0, X  i* , i  k  1, n,</p>
      <p>Zi   z(vi*)  dpd3y(i*) , X  i* , i*  1, k,
 (рir*) ,</p>
      <p>X  i* , i*  k  1, n.</p>
      <p>Cauchy relations, expressing the dependencies of normal and tangential strains components on
displacement components
 x(i)  Uxi ,  y(i)  Vyi ,  z(i)  Wzi ,  x(iy)  12  Uyi  Vxi ,  x(iz)  12  Uzi  Wxi ,  y(iz)  12  Vzi  Wyi ,
the normal and tangential stresses based on the generalized Hooke's law in inverse form and the
law of parity of tangential stresses taking into account the dependences of Lame coefficients on salt
concentration and temperature
 x(i)  i (ci* ,Ti )(i)  2i (ci* ,Ti ) x(i)  3i (ci* ,Ti )  2i (ci* ,Ti )T(i)Ti ,
 y(i)  i (ci* ,Ti )(i)  2i (ci* ,Ti ) y(i)  3i (ci* ,Ti )  2i (ci* ,Ti )T(i)Ti ,
 z(i)  i (ci* ,Ti )(i)  2i (ci* ,Ti ) z(i)  3i (ci* ,Ti )  2i (ci* ,Ti )T(i)Ti ,</p>
      <p> x(yi)  2i (ci* ,Ti ) x(yi) ,  x(zi)  2 i (ci* ,Ti ) x(zi) ,  y(iz)  2 i (ci* ,Ti ) y(iz) , (4)
where (i)   x(i)   y(i)   z(i) , X , t  0 , i  1, n , i*  1, k , i*  k  1, n .
(1)
(2)
(3)</p>
      <p>Boundary and conjugation conditions for displacements and stresses taking into account the thermal
and chemical states of the soil massif are derived. Also the corresponding boundary value problem is
supplemented by convective diffusion and convection mass and heat transfer equations and the
generalized Darcy-Gersevanov law in the case of motion of salts solutions in the presence of a
temperature gradient and the equation of continuity of liquid and solid phases with appropriate
boundary and conjugation conditions for salts solutions concentrations, temperatures and piezometric
heads.</p>
      <p>
        We used the following dependences of the Young's deformation modulus and Lame coefficients for
the solution of KCl salts and temperature [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] and the following dependences of filtration coefficient
from filtering fluid concentration and temperature:
      </p>
      <p>E(c,T )  (a18  c2  a17  c  a16 ) T 2  (a15  c2  a14  c  a13 ) T  a12  с2  a11  с  a10 ,
where a18  1,179 105 , a17  7,755 10 4 , a16  0,024 , a15  1,713 103 , a14  0,138 , a13  17,539 ,
a12  0,198 , a11  30,741 , a10  6,546 103 ;</p>
      <p> (c,T )  (a28  c2  a27  c  a26 )  T 2  (a25  c2  a24  c  a23 )  T  a22  с2  a21  с  a20 ,
where a28  1,177 105 , a27  9,23 10 4 , a26  0,018 , a25  1,558 10 3 , a24  0,128 , a23  14,343 ,
a22  0,166 , a21  25,543 , a20  5,611 103 ;</p>
      <p> (c,T )  (a38  c2  a37  c  a36 )  T 2  (a35  c2  a34  c  a33 )  T  a32  с2  a31  с  a30 ,
where a38  1,242 10 5 , a37  1,983 10 3 , a36  0,084 , a35  1,310 3 , a34  0,191 , a33  12,748 ,
a32  0,085 , a31  13,816 , a30  2,533 103 ;</p>
      <p>k(c,T )  a0  a1c  a2c2  (a3  a4c  a5c2 )T  (a6  a7c  a8c2 )T 2,
where с , the meaning of filtering fluid concentration, g ; Т , temperature, ° С; a , coefficients of
l
approximing function which are determined as</p>
      <p>a0  0,028 , a1  6,37 10 4 , a2  6,329 10 7 , a3  2,42 10 3 , a4  4,241 10 5 , a5  7,744 10 8 ,
a6  2,306 10 5 , a7  1,005 10 6 , a8  4,307 10 9 .</p>
    </sec>
    <sec id="sec-4">
      <title>4. Computer modeling and results of numerical experiments</title>
      <p>
        The inverse method is chosen to solve the SSS problems of soil massif, according to which the
displacements of points are found first, then strains are found on the basis of Cauchy relations, and
stresses are found behind them with the help of Hooke's generalized law. The Gauss-Seidel method and
the sweep method were used to numerical solution of the SSS problems (1)-(4) with the corresponding
boundary and conjugation conditions and additional equations [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. We used finite-difference method
instead of finite element method [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ] for example.
      </p>
      <p>As an example, the spatial displacements, normal and tangential deformations and stresses in the
soil mass, consisting of three sub-areas (clay water saturated, sand water-saturated and soil in the
natural state (dry)) in the region   {X  (x, y, z) : 0  x  l1, 0  y  l2 , 0  z  l3}.</p>
      <p>The area  was taken in the form of a rectangular parallelepiped of length l1  10 m , thickness
l2  10 m and height l3  10 m . The free surface is at the level l3(2)  7 m , and under the area of clay
soil has a height l3(1)  3 m with the following initial data:
~
T1(X,t)  300C ,
~
T2 (X, t)  150C ,
~
H1(X)  10 m ,
~
H2 (X)  1 m ,
~
С1(X,t)  Сm  350
g
l
~ g ~
С2 (X,t)  8 , С0 (X,0)  8
l
l
g ~</p>
      <p>, T0 (X,0) 50C .</p>
      <p>When analyzing the obtained results, it is shown that the largest values of spatial displacements are
achieved in the subregions of water-saturated sandy soil. In the sub-areas of clay soil, the
displacements are smaller than in sandy water-saturated ones due to the slow passage of pollution
filtration and mass heat transfer.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusions</title>
      <p>The physical formulation of the problem of research of spatial deformation processes in a
multilayer filtering soil massif is formulated in the article and its mathematical model is constructed.
As a result of numerical solution and computer modeling of the required functions, displacements,
normal and tangential deformations and stresses were obtained, which made it possible to estimate
their values in different subregions of the soil massif.</p>
    </sec>
    <sec id="sec-6">
      <title>6. References</title>
    </sec>
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