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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>hp-Version of Collocation and Least Residuals Method in Mechanics of Laminated Composite Plates</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Sergey Golushko</string-name>
          <email>s.k.golushko@gmail.com</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>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Semyon Idimeshev</string-name>
          <email>idimeshev@gmail.com</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="aff4">4</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Vasiliy Shapeev</string-name>
          <email>vshapeev@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Academician M.A. Lavrentjev ave. 6</institution>
          ,
          <addr-line>Novosibirsk</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Academician Rzhanova ave. 6</institution>
          ,
          <addr-line>Novosibirsk</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Design Technological Institute of Digital Techniques</institution>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Institute of Computational Technologies</institution>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Institutskaya Str.</institution>
          <addr-line>4/1, Novosibirsk</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>Siberian Branch of the Russian Academy of Sciences</institution>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2016</year>
      </pub-date>
      <fpage>299</fpage>
      <lpage>311</lpage>
      <abstract>
        <p>A version of collocations and least residuals method (CLS) based on polynomial approximation of high degree (p - approach) was proposed and implemented. In rectangular domains collocation points are selected using the roots of Chebyshev polynomials and approximate solution is represented in the form of direct products of Chebyshev polynomials series. It was shown that the use of p - approach in the CLS method allows to obtain numerical solutions with high accuracy and to implement complex boundary conditions with no special techniques. The numerical method used to solve a problem of bending of laminated anisotropic rectangular plates within frameworks of classical laminated plate theory, first order shear deformation theory and Grigolyuk-Chulkov's broken line theory. Several specific example problems are solved, including fixed three-ply laminates with transversely isotropic layers under transverse uniform loading.</p>
      </abstract>
      <kwd-group>
        <kwd>Composite</kwd>
        <kwd>Collocations and least residuals method</kwd>
        <kwd>Chebyshev poly-</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Introduction
The collocation and least residuals method (CLS) is an efficient method for
numerial solution of boundary value problems both for systems of ordinary and
partial differential equations. It is based on the collocation method (CM) [1], with
approximate solution is represented as a linear combination of basis functions in
some functional space. To determine it unknown coefficients in CM residual of
equations  ( ) vanishes at given points (collocation points)
 (  ) = 0,

{

} – collocation points.</p>
      <p>
        (
        <xref ref-type="bibr" rid="ref1">1</xref>
        )
The main difference between CLS method and CM is the minimizing technique of
 ( ). In CLS method we minimize some functional of residual in the collocation
points [2, 3], instead of the condition (
        <xref ref-type="bibr" rid="ref1">1</xref>
        ). The CLS method is used to minimize
residual in  2 norm
︁∑

‖ (  )‖22 → min .
(
        <xref ref-type="bibr" rid="ref2">2</xref>
        )
      </p>
      <p>
        In CLS method the number of equations can exceed the number of unknown
coefficients in representation of the solution. The solutions of arising
overdetermined systems of linear algebraic equations (SLAE) are defined in the sense
of (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) (least squares). In comparison with CM (
        <xref ref-type="bibr" rid="ref1">1</xref>
        ) the obtained overdetermined
SLAE is often better conditioned and leads to less nonphysical oscillations in
numerical solutions. Similar regularization approaches are applied in the finite
element method (Least squares finite element methods) [4].
      </p>
      <p>
        In this paper, an approximate solution is represented as a linear combination
of polynomials of high degrees (p - approach) that is typical for spectral methods.
This allows to obtain numerical solutions of high accuracy at low computational
cost. Term (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) makes the implementation of p - approach more convenient in
CLS method when compared with CM. This modification based on p - approach
is called hp - version of CLS method.
      </p>
      <p>We will demonstrate the application of a method to solving problems of solid
mechanics – bending of laminated anisotropic rectangular plates. On a practical
level, for calculating the stress and displacement fields of such structures the
theories of plates are used. They lead to a smaller computational efforts compared
to three-dimentional elasticity formulation.</p>
      <p>
        Boundary value problems arising in a plate theories have a number of features
that present difficulties for many well-known numerical methods. First,
governing equations of plate theories may contain derivatives of high orders. Second,
boundary conditions may be quite complicated, for example, in a form of linear
combination of functions and their higher order derivatives. Third, equations of
the plate theory may contain small parameters in the derivatives. These features
cause serious difficulties for widely used finite differences and finite element
methods. The use of both p - approach and term (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) in hp - version of CLS method
may resolve these difficulties and obtain high accuracy solutions at relatively low
computational efforts.
2
      </p>
      <p>Formulation of Problem and Governing Equations
Let us consider a static bending of laminate composed of 3 layers of constant
thickness (Fig. 1). Layers are transversely isotropic with material symmetry axis
in the plate’s plane. Layers orientation scheme is
 1 =  3 = 0,
 2 = / 2,
where   is an angle measured counterclockwise from the  coordinate axis to
the  -th layer material symmetry axis.
x
b
z
a
q(x,y)
h
y
z
h
2
3
2
1
z2
z
3
z1
x
mensions in the directions  ,  ,  respectively,   —  -th layer lower surface coordinate,</p>
      <p>Engineering constants of transversely isotropic material are [5]
  
= 0.2 Mpsi,
 
=   

2
1 (︂  0 +

−</p>
      <p>=

,
− 
Here   – strains;  0(,  ),  0(,  ),  0(,  ) – central plane displacements.</p>
      <p>Constitutive equations for  -th layer are expressed by
⎛   ⎞</p>
      <p>⎜   ⎟⎠ = ⎜  12  
⎝ ⎝
22  26⎠⎟ ⎜⎝   ⎟ ,</p>
      <p>⎠
 16  
Coefficients   express in terms of the engineering constant as follows:
It is convenient to define the following quantities
 11 =
 12 =</p>
      <p>1 −  
 

 

1 −  
 
,
 

 22 =</p>
      <p>1 −</p>
      <p>,
,</p>
      <p>66 =   .</p>
      <p>3 ∫︁   +1
︁∑
  =</p>
      <p>︁∑
  =
 =1  
3 ∫︁   +1
 =1</p>
      <p>3
 =1
1 ∑︁
3</p>
      <p>3
 =1
︁∑
   =</p>
      <p>
        (  +1 −   ),
   2  =
  ( 3+1 −  3),
(
        <xref ref-type="bibr" rid="ref4">4</xref>
        )
(
        <xref ref-type="bibr" rid="ref5">5</xref>
        )
(
        <xref ref-type="bibr" rid="ref6">6</xref>
        )
where   – coordinates of layers lower surface (Fig. 1). Finaly governing equations
for considered problem within CLPT framework are given by
( 12 +  66)
( 12 +  66)

 
 
 2 0
 2 0
 4 0
2  2
+  11
+  22
 2 0
 2
 2 0
 2
 4 0
 4
+  66
+  66
 2 0
 2
 2 0
 2
= 0,
= 0,
 4 0
 4
      </p>
      <p>We consider two kinds of boundary conditions:
– clamped
– simply-supported




normal about central surface:   (, ) and   (, ). The strains are obtained by
  =

 0 +</p>
      <p>,
  =
︂(  0 +

 0︂)



  =
 0 +</p>
      <p>,
+  ︂(   +</p>
      <p>︂)
  ,

  =

 0 +   ,</p>
      <p>=
 0 +   ,   = 0.</p>
      <p>
        Constitutive equations of FSDT are obtained by adding to (
        <xref ref-type="bibr" rid="ref4">4</xref>
        ) expressions for
the shear stresses
︃(   ︃)
 
=
︃(
      </p>
      <p>44  45︃)(︃
 45  55
  )︃ ,
,  2 = ︂( cos 
−sin  cos  ,
sin  )︂
where stiffness coefficients are express by engineering constants</p>
      <p>44 =   ,  55 =   .
Governing equations for FSDT can be written as
erties of each layer are considered separately. For this purpose, in each layer the
rotations of transverse normal about central surface  
(,  ) and  
(,  ) are
defined. It can be assumed that the GCT is a generalization of the FSDT that
takes into account transverse shear stresses in each layer separately.</p>
      <p>Expressions for geometrical equations in GCT have the form


where</p>
      <p>︂)
 0
︁∑


=
=
 0 +
 0 +
+
=  
3
 =1
+
 


︁∑
︁∑
3
 =1
3
 =1
 
 

︃(  
  + ( −   −1)</p>
      <p>,
  + ( −   −1)</p>
      <p>,
+
  )︃</p>
      <p>+ ( −   −1)
, 


=  
+
,</p>
      <p>= 0,

+
  )︃</p>
      <p>,
Boundary conditions for clamped edges in GCT are ( = 1, 2, 3)
 0 = 0,  0 = 0,  0 = 0,   = 0,   = 0,</p>
      <p>Because of awkward form, governing equations of GCT are not presented.
Detailed description of the theory can be found in [7]. It is necessary to note,
that plate theories are approximations to elasticity theory and bring about their
own errors which are important to estimate.
3</p>
      <p>hp - Version of CLS Method
Implementation aspects of CLS method are similar to the CM. Consider a general
boundary value problem for a linear elliptic system in a rectangular domain
 = [0,  ] × [0,  ]:</p>
      <p>(,  ) =  (,  ),
 
 (,  ) =  (,  ),
(,  ) ∈ ,</p>
      <p>Let us define a grid with non-overlapping rectangular cells   ( = 1, . . .  ).
In each cell   we introduce local variables ( 1 ,  2 ), which are associated with
global variables (,  ) in the Cartesian coordinate system by
 1 =
 −  *
 1
,  2 =
 −  *
 2
,
further.
where 2 1 , 2 2 — sizes of cell in  and  directions, ( * ,  * ) — the coordinates
of the cell centers. Local variables are varying in canonical interval  1 ∈ [−1, 1],
 2 ∈ [−1, 1]. The upper index  , that indicates the cell’s number, will be omitted</p>
      <p>In this version of CLS method approximate solution in the cell is represented
in form of direct product of single variable basis functions :
 ( 1,  2) =  ∑︁ 1−1  ︁∑ 2−1
 1=0  2=0
  1 2   1 ( 1)  2 ( 2).</p>
      <p>
        (
        <xref ref-type="bibr" rid="ref7">7</xref>
        )
Functions   are chosen as the Chebyshev polynomials of the first kind  
  1 ( 1) =   1 ( 1),
  2 ( 2) =   2 ( 2).
      </p>
      <p>In previous paper [8] we used cardinal functions in Lagrange-like form
  1 ( 1) = ∏︁
 1−1
 ̸= 1</p>
      <p>1 − ( 1)</p>
      <p>=0 ( 1) 1 − ( 1)
,
  2 ( 2) = ∏︁
 2−1
 =0
 ̸= 2</p>
      <p>2 − ( 2)</p>
      <p>
        ( 2) 2 − ( 2)
,
(
        <xref ref-type="bibr" rid="ref8">8</xref>
        )
where (︀ ( 1)

, ( 2)
      </p>
      <p>
        ︀) are local coordinates of collocation points. But in
practice polynomials (
        <xref ref-type="bibr" rid="ref8">8</xref>
        ) require a large number of arithmetic operations and lead to
complex expressions when differentiating. In this sense, Chebyshev polynomials
are more convenient choice.
      </p>
      <p>
        To determine the unknown coefficients in representation (
        <xref ref-type="bibr" rid="ref7">7</xref>
        ) for each cell let
us write down the equation of three types
– boundary equations at given point (︀  1
,  2 ︀) , on boundary   , adjacent
– matching conditions on interface between neighbour cells at given points
– collocation equations at the collocation point (︀  1
,  2 ︀)
(
        <xref ref-type="bibr" rid="ref9">9</xref>
        )
(
        <xref ref-type="bibr" rid="ref10">10</xref>
        )
(11)
,  2
)
 
 ( 1
,  2
) =  

 
( 1
,  2
),
Here
      </p>
      <p>– solution defined in neighbour cell    .</p>
      <p>Matching conditions</p>
      <p>usually require the continuity of the solutions and the
necessary number of its derivatives along the normal to the boundary of the cell.</p>
      <p>In this version of CLS method the local coordinates of collocation points are
roots of Chebyshev polynomials ( 1 = 1, . . . ,  1,  2 = 1, . . . ,  2)
︀( ( 1) 1 , ( 2) 2</p>
      <p>︀) = ( 11 ,  22 ),
spectively. By the same way we define (︀  1
boundaries ( 1 = 1, . . . ,  1,  2 = 1, . . . ,  2)
where  11 and  22 – roots of Chebyshev polynomials of  1 and  2 degree
re,  2
︀) and ( 1
,  2
) on cell
(−1,  22 ),
(1,  22 ),
( 11 , −1),
( 11 , 1).</p>
      <p>
        Thus, for  1 2 unknown coefficients in cell we use  1 2 collocation
equations appended by equations on cell boundary. Thus, in hp - version of CLS
method corresponding SLAE becomes overdetermined. In this version of method
approximate solution form does not satisfy to boundary and matching conditions
identically, so residual  ( ) (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) must contain not only collocation equations, but
boundary conditions (
        <xref ref-type="bibr" rid="ref10">10</xref>
        ) and matching conditions (11) too. In particular, this
allows us to consider the boundary conditions in complex form.
      </p>
      <p>
        To solve the overdetermined linear systems in the least squares sense (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) we
use
      </p>
      <p>factorization of its matrix, implemented by Householder method. In the
case of large linear systems we use domain decomposition method [9]. This allows
to reduce the solution of the problem in whole region to iterative process through
subdomains with computational complexity is much smaller than the original
problem for the region. For linear systems in a subdomain we use Householder
method again. In this case special matching conditions between subdomains
are used. For example, the continuity of function and its first derivative at the
boundary of the cell   can be written as


 +  1
=   
+  1 
  
,
where  is solution in the cell at the current iteration;   
— solution in the
neighbor cell;</p>
      <p>— the outer normal to the boundary   . For plate theories,
that may contain derivatives up to the 4th order, we can additionally require
the continuity of a linear combination of the second and third derivatives of the
approximate solution:</p>
      <p>The choice of weights  1,  2 can affect the properties of the numerical solutions
and speed of convergence of the iterative process.
4</p>
      <p>Numerical Experiments
In all numerical experiments a single cell that coincides with the entire domain
is used. Further we will consider only square plates  =  = 1 m.</p>
      <p>
        To demonstrate the capabilities of hp - version of CLS method let us consider
the problem with the known exact solution. The last equation of the system (
        <xref ref-type="bibr" rid="ref6">6</xref>
        ) is
similar to the Kirchhoff-Love plate theory equation for bending of a homogeneous
orthotropic plates
      </p>
      <p>
        Consider 3-ply simply-supported square laminate under uniform transverse
load  0 with stiffness coefficients defined by (
        <xref ref-type="bibr" rid="ref3">3</xref>
        ). This problem can be solved by
Fourier method [10]. In this case maximum deflection is observed in the center of
the plate and if ℎ = 0.01 m, then the deflection value for Fourier method solution
(sum of first 2500 members) is
 * =
 0(0.5, 0.5)
 0
      </p>
      <p>Deflections in the center of the plate are calculated by hp – version of CLS method
are shown in Table 1.</p>
      <p>
        Table 1 demonstrates high accuracy of numerical results, obtained by hp –
version of CLS method even for the differential equation with derivatives of
4-th order of the unknown functions. Thus, hp – version of CLS method has no
difficulties when working with differential equations containing derivatives of
high orders like (
        <xref ref-type="bibr" rid="ref3">3</xref>
        ).
      </p>
      <p>Consider another formulation of the problem. Let us use the free edge
conditions on the one of the edges ( = 1) in the previous problem.</p>
      <p>
        These boundary conditions by the use of term (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) implements with no additional
effort in the CLS method. Fig. 2 shows the deformed shape of the plate with the
free edge.
      </p>
      <p>Now let us consider the bending of clamped 3-ply laminates with different
relative thickness ℎ/ , as described in Section 2. Stress and displacement fields
calculation for such plates will be carried out within framework of three theories
described above.
Brief analysis of solution shows that  
prevails in the stress state of outer
layers (Fig. 3). And maximum absolute values are observed in the vicinity of the
clamped edges ( = 0, 1). Similar conclusion are true for the middle layer of the
plate and component   , which is associated with an orientation of transversely
isotropic material.</p>
      <p>Further we will use the following normalized quantities
¯
=
 
 0 2
,</p>
      <p>,
.</p>
      <p>out in the framework of the CLPT, FSDT and GCT plate theories. Sign (%) is used
for relative percentage deviation from GCT.</p>
    </sec>
    <sec id="sec-2">
      <title>FSDT</title>
    </sec>
    <sec id="sec-3">
      <title>CLPT FSDT (%) CLPT (%)</title>
      <p>mum absolute values. We assume GCT as the most accurate among considered
theory, because its hypothesis is the most suitable in given structure [8, 7].
Therefore, we will treat it as a reference.</p>
      <p>GCT
0.975
Despite the simplicity, the CLPT may be used for very thin laminated plates.
If the 5% deviations from GCL are admissible, CLPT can be applied for ℎ/ &lt;
0.02 case. More accurate results are obtained within the framework of FSDT.
It can be used for plates with aspect ratio ℎ/ &lt; 0.05. For thicker plates GCT
theory differs significantly.</p>
      <p>In presented calculations all functions are approximated with  1 =  2 = 17
that allowed to get three guaranteed digits for the maximum deflection. In this
case, the CLPT is required to determine 17 · 17 · 3 = 867 unknown coefficients,
FSDT – 17 · 17 · 5 = 1445, and GCT – 2601. It is interesting that for ℎ/ &lt; 0.02
CLPT results do not differ significantly from those of FSDT. In particular, it
means that for plates with ℎ/ &lt; 0.02 CLPT is preferable, because of lower
computational efforts.</p>
      <p>Fig. 4 shows the distribution of stresses   and   along the  coordinate
(thickness) for different points (,  ): in the center of the plate and on the border
where they reach the maximum values. The absolute maximum stresses values
are observed at the outer sutfaces of layers. And the absolute values at the edges
of the plate exceed values at the center of the plate a few times, that is true for
both the stress tensor components.</p>
      <p>
        Presented numerical results shows that hp - version of CLS method can be
successfully applied to problems of mechanics of laminates anisotropic
rectangular plates within framework the various plates theories. Term (
        <xref ref-type="bibr" rid="ref2">2</xref>
        ) allows us to
consider a wide class of boundary value problems including complex boundary
conditions. Moreover p - approach allows to obtain high accuracy of numerical
solutions at low computational efforts.
      </p>
    </sec>
  </body>
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