<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    jamp
   </journal-id>
   <journal-title-group>
    <journal-title>
     Journal of Applied Mathematics and Physics
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2327-4352
   </issn>
   <issn publication-format="print">
    2327-4379
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/jamp.2025.136114
   </article-id>
   <article-id pub-id-type="publisher-id">
    jamp-143410
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Physics 
     </subject>
     <subject>
       Mathematics
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Comparison of Hyperelastic Models for Analysis of Human and Pig Skins Behavior
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Adji
      </surname>
      <given-names>
       Bone
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Madahan Bien-Aime Liman
      </surname>
      <given-names>
       Kaoye
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Blaise Bale
      </surname>
      <given-names>
       Baidi
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff3"> 
      <sup>3</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Jean-Bosco
      </surname>
      <given-names>
       Samon
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aDepartment of Physics, Faculty of Science, University of Ngaoundéré, Ngaoundéré, Cameroon
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aDepartment of Mechanical Engineering, National School of Agro-Industrial Sciences (ENSAI), University of Ngaoundéré, Ngaoundéré, Cameroon
    </addr-line> 
   </aff> 
   <aff id="aff3">
    <addr-line>
     aDepartment of Physics, Faculty of Science, University of Maroua, Maroua, Cameroon
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     12
    </day> 
    <month>
     06
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    13
   </volume> 
   <issue>
    06
   </issue>
   <fpage>
    2045
   </fpage>
   <lpage>
    2062
   </lpage>
   <history>
    <date date-type="received">
     <day>
      17,
     </day>
     <month>
      April
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      17,
     </day>
     <month>
      April
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      17,
     </day>
     <month>
      June
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    The study of the mechanical behavior of skin tissue is essential for various biomedical applications, ranging from reconstructive surgery to the design of medical devices. This work compares hyperelastic energy models to characterize the mechanical behavior of human and porcine skin tissue. The analysis is based on experimental data by Gunner et al. and Lim et al., obtained from uniaxial extension tests of human and porcine skin respectively. The Beda-Chevalier step-by-step approach is combined with non-linear least squares to identify the rheological parameters of five hyperelastic energy models: Mooney-Rivlin, Yeoh, Ogden, Fung and Veronda-Westmann. The comparison between theoretical results and experimental data shows that, apart from the partial Mooney-Rivlin model, the other models offer good accuracy in representing the non-linearity of skin tissue. In particular, the Yeoh, Ogden and Veronda-Westmann models have the smallest mean errors, with values ranging from 0.029% to 0.127% for all the experimental data considered in this work. The results and conclusions provided demonstrate the importance of this study and its contribution to the choice of a hyperelastic model for skin tissue modelling, which has direct implications for biomechanics and clinical applications.
   </abstract>
   <kwd-group> 
    <kwd>
     Hyperelastic Models
    </kwd> 
    <kwd>
      Uniaxial Extension
    </kwd> 
    <kwd>
      Beda-Chevalier Method
    </kwd> 
    <kwd>
      Human and Porcine Skin Tissue
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>The skin covers almost the entire body and is the largest organ after the skeleton and muscles. Being very supple, the skin allows unequalled freedom of movement and the ability to grip objects, permits a multitude of exchanges with the outside world, forms a physical barrier that protects the organs against external aggression (mechanical, chemical, microbial, sunlight, etc.), regulates temperature and performs various hormonal functions. From an architectural point of view, the skin, whether human or animal, is a complex biological structure essentially made up of three layers: the epidermis, the dermis and the hypodermis <xref ref-type="bibr" rid="scirp.143410-1">
     [1]
    </xref>. This structural complexity gives the skin diverse mechanical properties, described in the literature as: hyperelasticity, non-linearity <xref ref-type="bibr" rid="scirp.143410-1">
     [1]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-5">
     [5]
    </xref>, viscoelasticity <xref ref-type="bibr" rid="scirp.143410-6">
     [6]
    </xref> <xref ref-type="bibr" rid="scirp.143410-7">
     [7]
    </xref>, anisotropy <xref ref-type="bibr" rid="scirp.143410-8">
     [8]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-10">
     [10]
    </xref> and pre-tension in the natural state <xref ref-type="bibr" rid="scirp.143410-11">
     [11]
    </xref> <xref ref-type="bibr" rid="scirp.143410-12">
     [12]
    </xref>.</p>
   <p>Knowledge of the mechanical behavior of the skin has long attracted the interest of several research specialties such as dermatology, cosmetology, surgery and biomechanics, particularly for digital modelling in surgery, the design of prostheses and tissue engineering. Plastic and reconstructive surgery, in particular, is the field most concerned with the mechanical properties of the skin, where the optimization of surgical procedures is becoming increasingly stringent. When the skin is damaged in an accident, for example, skin continuity has to be reconstituted. This becomes particularly difficult when a significant amount of skin has been lost, as the surrounding skin must be extended to cover the wound <xref ref-type="bibr" rid="scirp.143410-13">
     [13]
    </xref>. In such circumstances, the mechanical properties of the skin are a key feature, in determining its level of extensibility. Wound closure will be much easier with soft, elastic skin than with rigid, inextensible skin <xref ref-type="bibr" rid="scirp.143410-14">
     [14]
    </xref>. More often than not, the skin is assessed by the clinician using his or her senses, in particular touch and sight, which do not provide precise information on the mechanical behavior of the skin and more often than not lead to heterogeneous results. The development of devices and methods for objectively assessing the mechanical properties of the skin would make diagnosis more rational, safer and therefore more beneficial.</p>
   <p>Various mechanical techniques and procedures have been used to study the mechanical properties of skin, including: tensile tests (uniaxial or multiaxial) <xref ref-type="bibr" rid="scirp.143410-15">
     [15]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-17">
     [17]
    </xref>, extensometry tests <xref ref-type="bibr" rid="scirp.143410-18">
     [18]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-21">
     [21]
    </xref>, torsion tests <xref ref-type="bibr" rid="scirp.143410-22">
     [22]
    </xref> <xref ref-type="bibr" rid="scirp.143410-23">
     [23]
    </xref>, indentation tests <xref ref-type="bibr" rid="scirp.143410-24">
     [24]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-26">
     [26]
    </xref> and suction tests <xref ref-type="bibr" rid="scirp.143410-27">
     [27]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-29">
     [29]
    </xref>. These various experimental techniques have enabled us to acquire considerable knowledge about the mechanical properties of the skin, but the results obtained need to be validated by rigorous mathematical modelling involving hyperelastic energy models <xref ref-type="bibr" rid="scirp.143410-30">
     [30]
    </xref> <xref ref-type="bibr" rid="scirp.143410-31">
     [31]
    </xref>. Nevertheless, despite the progress made in modelling the mechanical behavior of skin tissue and the abundance of existing hyperelastic models, there are still uncertainties regarding the choice of the most appropriate model to represent the mechanical behavior of skin tissue. Indeed, while there are a variety of models used to characterize the skin, there is no standard model for modelling skin tissue.</p>
   <p>The aim of this work is to compare several commonly used hyperelastic models (Mooney-Rivlin, Yeoh, Ogden, Fung and Veronda-Westmann) to characterize the behavior of human and pig skin. The Beda-Chevalier stepwise approach is combined with non-linear least squares to obtain the analytical responses of the different models. The results obtained with each model are compared with experimental data from extension tests, in order to assess the suitability of the models for describing the mechanical behavior of skin tissue, identify the model offering the best fit to the experimental data and propose recommendations for biomechanical applications.</p>
  </sec><sec id="s2">
   <title>2. Continuum Mechanics Theory and Constitutive Equations in Large Deformations</title>
   <p>In this section, we review a number of concepts in continuum mechanics that lead to the formulation of behavior laws in large deformations.</p>
   <p>Let us consider the deformation of a soft solid and denote F the deformation gradient tensor. The behavior law of these types of solids, described as hyperelastic, is generally derived from a hyperelastic energy potential W. For isotropic materials (e.g., rubbers), the deformation energy function can be represented in terms of the invariants ( 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         3 
       </mn> 
      </msub> 
     </mrow> 
    </math>) of the right Cauchy-Green tensor C or the eigenvalues of the deformation gradient tensor F, called principal extensions ( 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         3 
       </mn> 
      </msub> 
     </mrow> 
    </math>).</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        W 
      </mi> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         ( 
       </mo> 
       <mrow> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
       <mo>
         ) 
       </mo> 
      </mrow> 
      <mo>
        = 
      </mo> 
      <mi>
        W 
      </mi> 
      <mrow> 
       <mo>
         ( 
       </mo> 
       <mrow> 
        <msub> 
         <mi>
           λ 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           λ 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
        <mo>
          , 
        </mo> 
        <msub> 
         <mi>
           λ 
         </mi> 
         <mn>
           3 
         </mn> 
        </msub> 
       </mrow> 
       <mo>
         ) 
       </mo> 
      </mrow> 
     </mrow> 
    </math>(1)</p>
   <p>The deformation gradient tensor F is given by:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mrow> 
        <mo>
          ∂ 
        </mo> 
        <mstyle mathvariant="bold" mathsize="normal"> 
         <mi>
           x 
         </mi> 
        </mstyle> 
       </mrow> 
       <mrow> 
        <mo>
          ∂ 
        </mo> 
        <mstyle mathvariant="bold" mathsize="normal"> 
         <mi>
           X 
         </mi> 
        </mstyle> 
       </mrow> 
      </mfrac> 
      <mo>
        = 
      </mo> 
      <mi>
        G 
      </mi> 
      <mi>
        r 
      </mi> 
      <mi>
        a 
      </mi> 
      <mi>
        d 
      </mi> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         x 
       </mi> 
      </mstyle> 
     </mrow> 
    </math>(2)</p>
   <p>The right Cauchy-Green tensor C is obtained from F by the relation:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         C 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <msup> 
       <mstyle mathvariant="bold" mathsize="normal"> 
        <mi>
          F 
        </mi> 
       </mstyle> 
       <mi>
         t 
       </mi> 
      </msup> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
     </mrow> 
    </math> (3)</p>
   <p>And the left Cauchy-Green tensor B:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         B 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
      <msup> 
       <mstyle mathvariant="bold" mathsize="normal"> 
        <mi>
          F 
        </mi> 
       </mstyle> 
       <mi>
         t 
       </mi> 
      </msup> 
     </mrow> 
    </math> (4)</p>
   <p>The invariants ( 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         3 
       </mn> 
      </msub> 
     </mrow> 
    </math>) associated with C are given by:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mi>
            t 
          </mi> 
          <mi>
            r 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mstyle mathvariant="bold" mathsize="normal"> 
            <mi>
              C 
            </mi> 
           </mstyle> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <msup> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mi>
               t 
             </mi> 
             <mi>
               r 
             </mi> 
             <mrow> 
              <mo>
                ( 
              </mo> 
              <mstyle mathvariant="bold" mathsize="normal"> 
               <mi>
                 C 
               </mi> 
              </mstyle> 
              <mo>
                ) 
              </mo> 
             </mrow> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mo>
            − 
          </mo> 
          <mi>
            t 
          </mi> 
          <mi>
            r 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msup> 
             <mstyle mathvariant="bold" mathsize="normal"> 
              <mi>
                C 
              </mi> 
             </mstyle> 
             <mn>
               2 
             </mn> 
            </msup> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mi>
            det 
          </mi> 
          <mstyle mathvariant="bold" mathsize="normal"> 
           <mi>
             C 
           </mi> 
          </mstyle> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math>(5)</p>
   <p>To establish the behavior laws, we consider a unit cube deforming into a parallelepiped of dimensions 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
     </mrow> 
    </math> et 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         3 
       </mn> 
      </msub> 
     </mrow> 
    </math>, keeping its sides parallel to the sides of the undeformed cube shown in <xref ref-type="fig" rid="fig1">
     Figure 1
    </xref> below <xref ref-type="bibr" rid="scirp.143410-32">
     [32]
    </xref>.</p>
   <fig id="fig1" position="float">
    <label>Figure 1</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Figure 1. Deformation of an elementary cube into a parallelepiped.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId34.jpeg?20250620110713" />
   </fig>
   <p>The deformation gradient tensor F for the corresponding transformation is written as:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               λ 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               λ 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msub> 
             <mi>
               λ 
             </mi> 
             <mn>
               3 
             </mn> 
            </msub> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math> (6)</p>
   <p>By introducing the expression for the deformation gradient tensor F given in Equations (6) into (3) and (4), we obtain the right and left Cauchy-Green tensors C and B respectively as:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         C 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <msup> 
       <mstyle mathvariant="bold" mathsize="normal"> 
        <mi>
          F 
        </mi> 
       </mstyle> 
       <mi>
         t 
       </mi> 
      </msup> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msubsup> 
             <mi>
               λ 
             </mi> 
             <mn>
               1 
             </mn> 
             <mn>
               2 
             </mn> 
            </msubsup> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msubsup> 
             <mi>
               λ 
             </mi> 
             <mn>
               2 
             </mn> 
             <mn>
               2 
             </mn> 
            </msubsup> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msubsup> 
             <mi>
               λ 
             </mi> 
             <mn>
               3 
             </mn> 
             <mn>
               2 
             </mn> 
            </msubsup> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math> (7)</p>
   <p>And</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         B 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
      <msup> 
       <mstyle mathvariant="bold" mathsize="normal"> 
        <mi>
          F 
        </mi> 
       </mstyle> 
       <mi>
         t 
       </mi> 
      </msup> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msubsup> 
             <mi>
               λ 
             </mi> 
             <mn>
               1 
             </mn> 
             <mn>
               2 
             </mn> 
            </msubsup> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msubsup> 
             <mi>
               λ 
             </mi> 
             <mn>
               2 
             </mn> 
             <mn>
               2 
             </mn> 
            </msubsup> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <msubsup> 
             <mi>
               λ 
             </mi> 
             <mn>
               3 
             </mn> 
             <mn>
               2 
             </mn> 
            </msubsup> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math>(8)</p>
   <p>From (7) we derive the invariants 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        , 
      </mo> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
     </mrow> 
    </math> and 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         I 
       </mi> 
       <mn>
         3 
       </mn> 
      </msub> 
     </mrow> 
    </math> of C:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mi>
            t 
          </mi> 
          <mi>
            r 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mstyle mathvariant="bold" mathsize="normal"> 
            <mi>
              C 
            </mi> 
           </mstyle> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            = 
          </mo> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             1 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <mo>
            + 
          </mo> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             2 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <mo>
            + 
          </mo> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             3 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <msup> 
           <mrow> 
            <mo>
              ( 
            </mo> 
            <mrow> 
             <mi>
               t 
             </mi> 
             <mi>
               r 
             </mi> 
             <mrow> 
              <mo>
                ( 
              </mo> 
              <mstyle mathvariant="bold" mathsize="normal"> 
               <mi>
                 C 
               </mi> 
              </mstyle> 
              <mo>
                ) 
              </mo> 
             </mrow> 
            </mrow> 
            <mo>
              ) 
            </mo> 
           </mrow> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mo>
            − 
          </mo> 
          <mi>
            t 
          </mi> 
          <mi>
            r 
          </mi> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msup> 
             <mstyle mathvariant="bold" mathsize="normal"> 
              <mi>
                C 
              </mi> 
             </mstyle> 
             <mn>
               2 
             </mn> 
            </msup> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            = 
          </mo> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             1 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             2 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <mo>
            + 
          </mo> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             1 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             3 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <mo>
            + 
          </mo> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             2 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             3 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             3 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mi>
            det 
          </mi> 
          <mstyle mathvariant="bold" mathsize="normal"> 
           <mi>
             C 
           </mi> 
          </mstyle> 
          <mo>
            = 
          </mo> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             1 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             2 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
          <msubsup> 
           <mi>
             λ 
           </mi> 
           <mn>
             3 
           </mn> 
           <mn>
             2 
           </mn> 
          </msubsup> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math>(9)</p>
   <p>In uniaxial extension, the specimen is stretched along one of the directions of the axes, the other free facets of the specimen are not subjected to external forces and are in a state of zero stress.</p>
   <p>Considering the reference frame linked to the specimen and following the direction of extension, the main elongations for the case of uniaxial extension can be written as:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         1 
       </mn> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mi>
        λ 
      </mi> 
      <mo>
        , 
      </mo> 
      <mtext>
          
      </mtext> 
      <mtext>
          
      </mtext> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         2 
       </mn> 
      </msub> 
      <mo>
        = 
      </mo> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mn>
         3 
       </mn> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mn>
         1 
       </mn> 
       <mrow> 
        <msqrt> 
         <mi>
           λ 
         </mi> 
        </msqrt> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math> (10)</p>
   <p>The first two invariants of the deformation gradient tensor can be written as Equation (11) below:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <msup> 
           <mi>
             λ 
           </mi> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mn>
             2 
           </mn> 
           <mi>
             λ 
           </mi> 
          </mfrac> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mn>
            2 
          </mn> 
          <mi>
            λ 
          </mi> 
          <mo>
            + 
          </mo> 
          <mfrac> 
           <mn>
             1 
           </mn> 
           <mrow> 
            <msup> 
             <mi>
               λ 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
           </mrow> 
          </mfrac> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math> (11)</p>
   <p>By replacing the main extensions given in Equation (10) in the formulation (6), we obtain the expression of the deformation gradient tensor for the uniaxial deformation mode:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mi>
             λ 
           </mi> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mrow> 
              <msqrt> 
               <mi>
                 λ 
               </mi> 
              </msqrt> 
             </mrow> 
            </mfrac> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mrow> 
              <msqrt> 
               <mi>
                 λ 
               </mi> 
              </msqrt> 
             </mrow> 
            </mfrac> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math> (12)</p>
   <p>The left Cauchy-Green tensor B is deduced from the deformation gradient tensor in Equation (12):</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         B 
       </mi> 
      </mstyle> 
      <mo>
        = 
      </mo> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         F 
       </mi> 
      </mstyle> 
      <msup> 
       <mstyle mathvariant="bold" mathsize="normal"> 
        <mi>
          F 
        </mi> 
       </mstyle> 
       <mtext>
         T 
       </mtext> 
      </msup> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msup> 
             <mi>
               λ 
             </mi> 
             <mn>
               2 
             </mn> 
            </msup> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mi>
               λ 
             </mi> 
            </mfrac> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mi>
               λ 
             </mi> 
            </mfrac> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mo>
        ⇒ 
      </mo> 
      <mtext>
          
      </mtext> 
      <msup> 
       <mstyle mathvariant="bold" mathsize="normal"> 
        <mi>
          B 
        </mi> 
       </mstyle> 
       <mn>
         2 
       </mn> 
      </msup> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mtable> 
         <mtr> 
          <mtd> 
           <mrow> 
            <msup> 
             <mi>
               λ 
             </mi> 
             <mn>
               4 
             </mn> 
            </msup> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mrow> 
              <msup> 
               <mi>
                 λ 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msup> 
             </mrow> 
            </mfrac> 
           </mrow> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
         </mtr> 
         <mtr> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mn>
             0 
           </mn> 
          </mtd> 
          <mtd> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mrow> 
              <msup> 
               <mi>
                 λ 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msup> 
             </mrow> 
            </mfrac> 
           </mrow> 
          </mtd> 
         </mtr> 
        </mtable> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
     </mrow> 
    </math> (13)</p>
   <p>In the Eulerian formulation, the expression for the stress is given by:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        σ 
      </mi> 
      <mo>
        = 
      </mo> 
      <mrow> 
       <mo>
         [ 
       </mo> 
       <mrow> 
        <mrow> 
         <mo>
           ( 
         </mo> 
         <mrow> 
          <mfrac> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <mi>
              W 
            </mi> 
           </mrow> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
          <mfrac> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <mi>
              W 
            </mi> 
           </mrow> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
         </mrow> 
         <mo>
           ) 
         </mo> 
        </mrow> 
        <mstyle mathvariant="bold" mathsize="normal"> 
         <mi>
           B 
         </mi> 
        </mstyle> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <mi>
            W 
          </mi> 
         </mrow> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <msup> 
         <mstyle mathvariant="bold" mathsize="normal"> 
          <mi>
            B 
          </mi> 
         </mstyle> 
         <mn>
           2 
         </mn> 
        </msup> 
       </mrow> 
       <mo>
         ] 
       </mo> 
      </mrow> 
      <mo>
        − 
      </mo> 
      <mi>
        p 
      </mi> 
      <mstyle mathvariant="bold" mathsize="normal"> 
       <mi>
         I 
       </mi> 
      </mstyle> 
     </mrow> 
    </math> (14)</p>
   <p>By replacing B and B<sup>2</sup> in Equation (13) and the invariants in Equation (11) in Equation (14), we obtain the components of the Cauchy stress tensor in the case of uniaxial extension:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mrow> 
       <mo>
         { 
       </mo> 
       <mtable columnalign="left"> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             σ 
           </mi> 
           <mrow> 
            <mn>
              11 
            </mn> 
           </mrow> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mn>
            2 
          </mn> 
          <msup> 
           <mi>
             λ 
           </mi> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mfrac> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <mi>
              W 
            </mi> 
           </mrow> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mo>
            + 
          </mo> 
          <mn>
            4 
          </mn> 
          <mi>
            λ 
          </mi> 
          <mfrac> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <mi>
              W 
            </mi> 
           </mrow> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mo>
            − 
          </mo> 
          <mi>
            p 
          </mi> 
         </mtd> 
        </mtr> 
        <mtr> 
         <mtd> 
          <msub> 
           <mi>
             σ 
           </mi> 
           <mrow> 
            <mn>
              22 
            </mn> 
           </mrow> 
          </msub> 
          <mo>
            = 
          </mo> 
          <msub> 
           <mi>
             σ 
           </mi> 
           <mrow> 
            <mn>
              33 
            </mn> 
           </mrow> 
          </msub> 
          <mo>
            = 
          </mo> 
          <mfrac> 
           <mn>
             2 
           </mn> 
           <mi>
             λ 
           </mi> 
          </mfrac> 
          <mfrac> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <mi>
              W 
            </mi> 
           </mrow> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mo>
            + 
          </mo> 
          <mn>
            2 
          </mn> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mrow> 
              <msup> 
               <mi>
                 λ 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msup> 
             </mrow> 
            </mfrac> 
            <mo>
              + 
            </mo> 
            <mi>
              λ 
            </mi> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mfrac> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <mi>
              W 
            </mi> 
           </mrow> 
           <mrow> 
            <mo>
              ∂ 
            </mo> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
           </mrow> 
          </mfrac> 
          <mo>
            − 
          </mo> 
          <mi>
            p 
          </mi> 
         </mtd> 
        </mtr> 
       </mtable> 
      </mrow> 
     </mrow> 
    </math> (15)</p>
   <p>Since the state of stress associated with this mode of deformation is plane, i.e. 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mrow> 
        <mn>
          22 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mrow> 
        <mn>
          33 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mn>
        0 
      </mn> 
     </mrow> 
    </math>, we determine the pressure p from the second equation of the system (15):</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        p 
      </mi> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mn>
         2 
       </mn> 
       <mi>
         λ 
       </mi> 
      </mfrac> 
      <mfrac> 
       <mrow> 
        <mo>
          ∂ 
        </mo> 
        <mi>
          W 
        </mi> 
       </mrow> 
       <mrow> 
        <mo>
          ∂ 
        </mo> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mn>
           1 
         </mn> 
        </msub> 
       </mrow> 
      </mfrac> 
      <mo>
        + 
      </mo> 
      <mn>
        2 
      </mn> 
      <mrow> 
       <mo>
         ( 
       </mo> 
       <mrow> 
        <mfrac> 
         <mn>
           1 
         </mn> 
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          <msup> 
           <mi>
             λ 
           </mi> 
           <mn>
             2 
           </mn> 
          </msup> 
         </mrow> 
        </mfrac> 
        <mo>
          + 
        </mo> 
        <mi>
          λ 
        </mi> 
       </mrow> 
       <mo>
         ) 
       </mo> 
      </mrow> 
      <mfrac> 
       <mrow> 
        <mo>
          ∂ 
        </mo> 
        <mi>
          W 
        </mi> 
       </mrow> 
       <mrow> 
        <mo>
          ∂ 
        </mo> 
        <msub> 
         <mi>
           I 
         </mi> 
         <mn>
           2 
         </mn> 
        </msub> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math> (16)</p>
   <p>By replacing p in the first equation of the system (15) we obtain the following behavior law for the case of uniaxial extension:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mrow> 
        <mn>
          11 
        </mn> 
       </mrow> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mi>
        σ 
      </mi> 
      <mo>
        = 
      </mo> 
      <mn>
        2 
      </mn> 
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       <mo>
         ( 
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         <mi>
           λ 
         </mi> 
         <mn>
           2 
         </mn> 
        </msup> 
        <mo>
          − 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mi>
           λ 
         </mi> 
        </mfrac> 
       </mrow> 
       <mo>
         ) 
       </mo> 
      </mrow> 
      <mrow> 
       <mo>
         ( 
       </mo> 
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        <mfrac> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <mi>
            W 
          </mi> 
         </mrow> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mo>
          + 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mi>
           λ 
         </mi> 
        </mfrac> 
        <mfrac> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <mi>
            W 
          </mi> 
         </mrow> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
       </mrow> 
       <mo>
         ) 
       </mo> 
      </mrow> 
     </mrow> 
    </math> (17)</p>
   <p>The associated nominal stress is:</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref> 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mi>
         n 
       </mi> 
      </msub> 
      <mo>
        = 
      </mo> 
      <mn>
        2 
      </mn> 
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       <mo>
         ( 
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           1 
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           </mi> 
           <mn>
             2 
           </mn> 
          </msup> 
         </mrow> 
        </mfrac> 
       </mrow> 
       <mo>
         ) 
       </mo> 
      </mrow> 
      <mrow> 
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         ( 
       </mo> 
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          <mo>
            ∂ 
          </mo> 
          <mi>
            W 
          </mi> 
         </mrow> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             1 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
        <mo>
          + 
        </mo> 
        <mfrac> 
         <mn>
           1 
         </mn> 
         <mi>
           λ 
         </mi> 
        </mfrac> 
        <mfrac> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <mi>
            W 
          </mi> 
         </mrow> 
         <mrow> 
          <mo>
            ∂ 
          </mo> 
          <msub> 
           <mi>
             I 
           </mi> 
           <mn>
             2 
           </mn> 
          </msub> 
         </mrow> 
        </mfrac> 
       </mrow> 
       <mo>
         ) 
       </mo> 
      </mrow> 
     </mrow> 
    </math> (18)</p>
   <p>Having laid the theoretical foundations of the mechanics of continuous media in large deformations and presented the general constitutive equations that govern the behavior of materials, we now need to look at the models. These models enable the behavior of materials to be translated into concrete terms, using appropriate mathematical laws, as a function of their nature and the stresses to which they are subjected. They are an essential step in the development of reliable numerical simulations and the interpretation of mechanical phenomena observed in large deformations.</p>
  </sec><sec id="s3">
   <title>3. Constitutive Hyperelastic Models</title>
   <p>Because of the structural complexity of skin tissue and its highly non-linear behavior, the continuum mechanics approach, namely the theory of hyperelasticity, involving energy models has been used extensively for its modelling. However, despite a wide variety of deformation energy functions being formulated, the problem of choosing a model that best assesses the behavior of skin tissue remains. Thus, the choice of an energy model is fundamentally guided by a number of criteria, including the number of parameters to be identified, the form of the energy (polynomial, exponential or power, partial or complete, etc.), the extensive use in biomechanical literature and the ability to adapt to the experimental data <xref ref-type="bibr" rid="scirp.143410-33">
     [33]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-35">
     [35]
    </xref>.</p>
   <p>Considering these criteria, the models of Mooney-Rivlin, Yeoh, Ogden, Fung, and Veronda-Westmann have been chosen in this article.</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref>This section presents the different energy models used in this work and the related behavior laws. The different formulations of these models are summarized in <xref ref-type="table" rid="table1">
     Table 1
    </xref> below.</p>
   <table-wrap id="table1">
    <label>
     <xref ref-type="table" rid="table1">
      Table 1
     </xref></label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Table 1. Hyperelastic energy models and their behavior laws.</title>
    </caption>
    <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
     <tr> 
      <td class="custom-bottom-td acenter" width="22.22%"><p style="text-align:center">Model</p></td> 
      <td class="custom-bottom-td acenter" width="37.75%"><p style="text-align:center">Strain energy function</p></td> 
      <td class="custom-bottom-td acenter" width="40.02%"><p style="text-align:center">Behavior law</p></td> 
     </tr> 
     <tr> 
      <td class="custom-top-td acenter" width="22.22%"><p style="text-align:center">Mooney-Rivlin</p></td> 
      <td class="custom-top-td acenter" width="37.75%"><p style="text-align:center"> 
        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             W 
           </mi> 
           <mrow> 
            <mi>
              M 
            </mi> 
            <mi>
              R 
            </mi> 
           </mrow> 
          </msub> 
          <mo>
            = 
          </mo> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              10 
            </mn> 
           </mrow> 
          </msub> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               1 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <mn>
              3 
            </mn> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              01 
            </mn> 
           </mrow> 
          </msub> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               I 
             </mi> 
             <mn>
               2 
             </mn> 
            </msub> 
            <mo>
              − 
            </mo> 
            <mn>
              3 
            </mn> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </math></p><p style="text-align:center"> 
        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              10 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
        </math> and 
        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              01 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
        </math>, parameters to be identified</p></td> 
      <td class="custom-top-td acenter" width="40.02%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <mi>
            σ 
          </mi> 
          <mo>
            = 
          </mo> 
          <mn>
            2 
          </mn> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <mi>
              λ 
            </mi> 
            <mo>
              − 
            </mo> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mrow> 
              <msup> 
               <mi>
                 λ 
               </mi> 
               <mn>
                 2 
               </mn> 
              </msup> 
             </mrow> 
            </mfrac> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
            <msub> 
             <mi>
               C 
             </mi> 
             <mrow> 
              <mn>
                10 
              </mn> 
             </mrow> 
            </msub> 
            <mo>
              + 
            </mo> 
            <mfrac> 
             <mn>
               1 
             </mn> 
             <mi>
               λ 
             </mi> 
            </mfrac> 
            <msub> 
             <mi>
               C 
             </mi> 
             <mrow> 
              <mn>
                01 
              </mn> 
             </mrow> 
            </msub> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </math></p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="22.22%"><p style="text-align:center">Yeoh</p></td> 
      <td class="acenter" width="37.75%"><p style="text-align:center"> 
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            = 
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              10 
            </mn> 
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             ( 
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           <mrow> 
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             </mi> 
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               1 
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            </msub> 
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              3 
            </mn> 
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           <mo>
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           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              20 
            </mn> 
           </mrow> 
          </msub> 
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           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
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               </mi> 
               <mn>
                 1 
               </mn> 
              </msub> 
              <mo>
                − 
              </mo> 
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                3 
              </mn> 
             </mrow> 
             <mo>
               ) 
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            </mrow> 
           </mrow> 
           <mn>
             2 
           </mn> 
          </msup> 
          <mo>
            + 
          </mo> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              30 
            </mn> 
           </mrow> 
          </msub> 
          <msup> 
           <mrow> 
            <mrow> 
             <mo>
               ( 
             </mo> 
             <mrow> 
              <msub> 
               <mi>
                 I 
               </mi> 
               <mn>
                 1 
               </mn> 
              </msub> 
              <mo>
                − 
              </mo> 
              <mn>
                3 
              </mn> 
             </mrow> 
             <mo>
               ) 
             </mo> 
            </mrow> 
           </mrow> 
           <mn>
             3 
           </mn> 
          </msup> 
         </mrow> 
        </math></p><p style="text-align:center"> 
        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              10 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
        </math>, 
        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              20 
            </mn> 
           </mrow> 
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         </mrow> 
        </math> and 
        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
           <mi>
             C 
           </mi> 
           <mrow> 
            <mn>
              30 
            </mn> 
           </mrow> 
          </msub> 
         </mrow> 
        </math> are the three parameters</p></td> 
      <td class="acenter" width="40.02%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <mi>
            σ 
          </mi> 
          <mo>
            = 
          </mo> 
          <mn>
            2 
          </mn> 
          <mrow> 
           <mo>
             ( 
           </mo> 
           <mrow> 
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              λ 
            </mi> 
            <mo>
              − 
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             <mn>
               1 
             </mn> 
             <mrow> 
              <msup> 
               <mi>
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               </mi> 
               <mn>
                 2 
               </mn> 
              </msup> 
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            </mfrac> 
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           <mo>
             ) 
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             ( 
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              </mn> 
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                20 
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                3 
              </mn> 
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              3 
            </mn> 
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             <mi>
               C 
             </mi> 
             <mrow> 
              <mn>
                30 
              </mn> 
             </mrow> 
            </msub> 
            <msup> 
             <mrow> 
              <mrow> 
               <mo>
                 ( 
               </mo> 
               <mrow> 
                <msub> 
                 <mi>
                   I 
                 </mi> 
                 <mn>
                   1 
                 </mn> 
                </msub> 
                <mo>
                  − 
                </mo> 
                <mn>
                  3 
                </mn> 
               </mrow> 
               <mo>
                 ) 
               </mo> 
              </mrow> 
             </mrow> 
             <mn>
               2 
             </mn> 
            </msup> 
           </mrow> 
           <mo>
             ) 
           </mo> 
          </mrow> 
         </mrow> 
        </math></p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="22.22%"><p style="text-align:center">Ogden</p></td> 
      <td class="acenter" width="37.75%"><p style="text-align:center"> 
        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
          <msub> 
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        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
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        </math>: characteristic parameters</p></td> 
      <td class="acenter" width="40.02%"><p style="text-align:center"> 
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     </tr> 
     <tr> 
      <td class="acenter" width="22.22%"><p style="text-align:center">Fung</p></td> 
      <td class="acenter" width="37.75%"><p style="text-align:center"> 
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        <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           C 
         </mi> 
        </math> and 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           β 
         </mi> 
        </math>: the model parameters.</p></td> 
      <td class="acenter" width="40.02%"><p style="text-align:center"> 
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        </math></p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="22.22%"><p style="text-align:center">Veronda-Westmann</p></td> 
      <td class="acenter" width="37.75%"><p style="text-align:center"> 
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        </math> and 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           β 
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        </math>: characteristic properties</p></td> 
      <td class="acenter" width="40.02%"><p style="text-align:center"> 
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     </tr> 
    </table>
   </table-wrap>
   <p>The development and formulation of constitutive models are based on theoretical hypotheses that must be confronted with the physical reality of materials. In order to validate these models or adjust their parameters, it is essential to rely on experimental data. These data not only allow us to characterize the actual behavior of materials, but also to calibrate and assess the relevance of the models. The following section therefore presents the experimental data that will serve as a reference for the analysis of the energy models presented here.</p>
  </sec><sec id="s4">
   <title>4. Experimental from Human and Porcine Skin</title>
   <p>To examine the effectiveness or failure of the different models considered in this work, we choose two sets of experimental data from the literature.</p>
   <p>The first set of data comes from Gunner et al. <xref ref-type="bibr" rid="scirp.143410-36">
     [36]
    </xref>, who applied their version of the extensometer to healthy skin in vivo in the human armpit. The tongues of their instrument were 20 mm long and 10 mm wide, and were initially spaced 10 mm apart. They presented time-force and time-extension data that were digitized and converted to nominal stress as a function of extension assuming an initial thickness of 1 mm and an initial width equal to the width of the extensometer tabs (10 mm) <xref ref-type="bibr" rid="scirp.143410-37">
     [37]
    </xref>.</p>
   <p>The second set of data is from Lim et al. <xref ref-type="bibr" rid="scirp.143410-38">
     [38]
    </xref> who carried out uniaxial extension tests on the dorsal part of the pig. The specimens were 40 mm long, 25 mm wide and 2 mm thick. They were divided into two groups according to the directions of loading: one group of specimens was cut in the longitudinal direction of the pig’s spine. The other group was cut perpendicular to the pig’s spine. An MTS 810 testing machine was used to perform the quasi-static tensile experiments. The tensile load and displacement were measured directly by a load cell with a capacity of 220.24 N (50 lbf) and an extensometer of ±1.25 mm, respectively.</p>
   <p>The experimental data of Gunner et al. <xref ref-type="bibr" rid="scirp.143410-36">
     [36]
    </xref> and Lim et al. <xref ref-type="bibr" rid="scirp.143410-38">
     [38]
    </xref> from uniaxial extension tests on human and porcine skin were chosen because of the methodological quality of their experimental protocols and their recognized relevance for the comparative study of the mechanical properties of skin tissues. The use of uniaxial extension data to characterize skin tissue is explained by the experimental simplicity of this type of test, its ability to provide precise information on mechanical behavior in a given direction, and its relevance as a first approximation of the mechanical properties of soft tissues. In addition, uniaxial extension provides stress-strain curves that can be used to efficiently adjust constitutive models, while being more reproducible and less expensive than other stress modes such as biaxial or shear tests. However, the future integration of data from biaxial tensile or shear tests is essential to rigorously assess the validity of the models, particularly in areas where the real stresses are complex.</p>
   <p>The experimental data presented constitute an essential basis for identifying the rheological parameters of the materials studied. The behavior laws formulated from the models must be fed with parameters that reflect the actual mechanical properties of the material. The next step is, therefore, to use the experimental data to identify the characteristic parameters of the material, using appropriate adjustment and optimization techniques.</p>
  </sec><sec id="s5">
   <title>5. Identification of Rheological Parameters</title>
   <p>Identifying the rheological parameters of a hyperelastic model is an essential step in describing the behavior of a hyperelastic material. It consists of matching a theoretical solution 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mrow> 
        <mtext>
          the 
        </mtext> 
       </mrow> 
      </msub> 
     </mrow> 
    </math> resulting from a hyperelastic energy model with the experimental data represented by the pair of points ( 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         λ 
       </mi> 
       <mrow> 
        <mi>
          exp 
        </mi> 
       </mrow> 
      </msub> 
     </mrow> 
    </math>, 
    <math xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mrow> 
        <mi>
          exp 
        </mi> 
       </mrow> 
      </msub> 
     </mrow> 
    </math>).</p>
   <p>In the literature, several methods have been adopted to identify the parameters of a hyperelastic energy model. These include the least squares method <xref ref-type="bibr" rid="scirp.143410-39">
     [39]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-41">
     [41]
    </xref>, the Levenberg-Marquard method <xref ref-type="bibr" rid="scirp.143410-34">
     [34]
    </xref> <xref ref-type="bibr" rid="scirp.143410-42">
     [42]
    </xref>, the Beda-Chevalier method <xref ref-type="bibr" rid="scirp.143410-39">
     [39]
    </xref> <xref ref-type="bibr" rid="scirp.143410-43">
     [43]
    </xref> <xref ref-type="bibr" rid="scirp.143410-44">
     [44]
    </xref>, the genetic algorithm method <xref ref-type="bibr" rid="scirp.143410-45">
     [45]
    </xref> <xref ref-type="bibr" rid="scirp.143410-46">
     [46]
    </xref>, the particle swarm optimisation algorithm <xref ref-type="bibr" rid="scirp.143410-47">
     [47]
    </xref>, etc… In this work, we use the Beda-chevalier method coupled with the method of least squares to identify the rheological parameters of the various models selected. The challenge of combining these two methods lies in the fact that each individual method has limitations or approximations that can lead to less accurate results. By combining these two methods, we can take advantage of their respective benefits and reduce the errors inherent in each method.</p>
   <p>The identification process is, therefore, based on a two-stage methodological approach:</p>
   <p>1) The parameters are first identified using the Beda-Chevalier method and introduced into the behavior law of the corresponding model:</p>
   <p>2) We apply the least squares method to refine the results obtained by the Beda-Chevalier method.</p>
   <p>These identification stages are summarized in the flow chart below.</p>
   <fig id="fig2" position="float">
    <label>Figure 2</label>
    <caption>
     <title>Figure 2. Principle for identifying rheological parameters.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId115.jpeg?20250620110717" />
   </fig>
   <p>Once the rheological parameters have been identified from the experimental data, the constitutive models can be used to simulate the behavior of the material and assess their predictive capacity. The following section is devoted to the presentation and analysis of the results obtained. These results make it possible to assess the relevance of the models used, to measure any discrepancies and to consider avenues for improvement.</p>
  </sec><sec id="s6">
   <title>6. Results</title>
   <p>This section deals with the presentation and analysis of the results obtained. The results presented here are those obtained on the experimental data of Gunner et al. (human skin) and the data of Lim et al. (pig skin) in simple extension. <xref ref-type="table" rid="table2">
     Table 2
    </xref> reconciles the values of the parameters of the different models identified by the Beda-Chevalier method combined with least squares.</p>
   <table-wrap id="table2">
    <label>
     <xref ref-type="table" rid="table2">
      Table 2
     </xref></label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Table 2. Values of the rheological parameters of the various hyperelastic models obtained from human and pig skin data.</title>
    </caption>
    <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
     <tr> 
      <td class="custom-bottom-td acenter" width="23.09%"><p style="text-align:center">Models</p></td> 
      <td class="custom-bottom-td acenter" width="13.36%"><p style="text-align:center">Parameters</p></td> 
      <td class="custom-bottom-td acenter" width="18.59%"><p style="text-align:center">Gunner et al. data</p></td> 
      <td class="custom-bottom-td acenter" width="19.16%"><p style="text-align:center">Lim et al. data (Perpendicular to spine)</p></td> 
      <td class="custom-bottom-td acenter" width="15.54%"><p style="text-align:center">Lim et al. data (Parallel to spine)</p></td> 
      <td class="custom-bottom-td acenter" width="10.25%"><p style="text-align:center">Unit</p></td> 
     </tr> 
     <tr> 
      <td rowspan="2" class="custom-top-td acenter" width="23.09%"><p style="text-align:center">Mooney-Rivlin</p></td> 
      <td class="custom-top-td acenter" width="13.36%"><p style="text-align:center">C<sub>10</sub></p></td> 
      <td class="custom-top-td acenter" width="18.59%"><p style="text-align:center">330.2</p></td> 
      <td class="custom-top-td acenter" width="19.16%"><p style="text-align:center">18.34</p></td> 
      <td class="custom-top-td acenter" width="15.54%"><p style="text-align:center">26.7</p></td> 
      <td class="custom-top-td acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td class="custom-bottom-td acenter" width="13.36%"><p style="text-align:center">C<sub>01</sub></p></td> 
      <td class="custom-bottom-td acenter" width="18.59%"><p style="text-align:center">9.124 × 10<sup>−</sup><sup>6</sup></p></td> 
      <td class="custom-bottom-td acenter" width="19.16%"><p style="text-align:center">1.828 × 10<sup>−</sup><sup>7</sup></p></td> 
      <td class="custom-bottom-td acenter" width="15.54%"><p style="text-align:center">2.271 × 10<sup>−</sup><sup>8</sup></p></td> 
      <td class="custom-bottom-td acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td rowspan="3" class="custom-top-td acenter" width="23.09%"><p style="text-align:center">Yeoh</p></td> 
      <td class="custom-top-td acenter" width="13.36%"><p style="text-align:center">C<sub>10</sub></p></td> 
      <td class="custom-top-td acenter" width="18.59%"><p style="text-align:center">91.69</p></td> 
      <td class="custom-top-td acenter" width="19.16%"><p style="text-align:center">2.000</p></td> 
      <td class="custom-top-td acenter" width="15.54%"><p style="text-align:center">8.462</p></td> 
      <td class="custom-top-td acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.36%"><p style="text-align:center">C<sub>20</sub></p></td> 
      <td class="acenter" width="18.59%"><p style="text-align:center">917</p></td> 
      <td class="acenter" width="19.16%"><p style="text-align:center">3.062</p></td> 
      <td class="acenter" width="15.54%"><p style="text-align:center">16.76</p></td> 
      <td class="acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td class="custom-bottom-td acenter" width="13.36%"><p style="text-align:center">C<sub>30</sub></p></td> 
      <td class="custom-bottom-td acenter" width="18.59%"><p style="text-align:center">1.484 × 10<sup>−</sup><sup>5</sup></p></td> 
      <td class="custom-bottom-td acenter" width="19.16%"><p style="text-align:center">0.2057</p></td> 
      <td class="custom-bottom-td acenter" width="15.54%"><p style="text-align:center">0.9145</p></td> 
      <td class="custom-bottom-td acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td rowspan="2" class="custom-top-td acenter" width="23.09%"><p style="text-align:center">Ogden</p></td> 
      <td class="custom-top-td acenter" width="13.36%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           α 
         </mi> 
        </math></p></td> 
      <td class="custom-top-td acenter" width="18.59%"><p style="text-align:center">12.92</p></td> 
      <td class="custom-top-td acenter" width="19.16%"><p style="text-align:center">6.014</p></td> 
      <td class="custom-top-td acenter" width="15.54%"><p style="text-align:center">7.32</p></td> 
      <td class="custom-top-td acenter" width="10.25%"><p style="text-align:center">/</p></td> 
     </tr> 
     <tr> 
      <td class="custom-bottom-td acenter" width="13.36%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           μ 
         </mi> 
        </math></p></td> 
      <td class="custom-bottom-td acenter" width="18.59%"><p style="text-align:center">33.33</p></td> 
      <td class="custom-bottom-td acenter" width="19.16%"><p style="text-align:center">1.788</p></td> 
      <td class="custom-bottom-td acenter" width="15.54%"><p style="text-align:center">4.722</p></td> 
      <td class="custom-bottom-td acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td rowspan="2" class="custom-top-td acenter" width="23.09%"><p style="text-align:center">Fung</p></td> 
      <td class="custom-top-td acenter" width="13.36%"><p style="text-align:center">C</p></td> 
      <td class="custom-top-td acenter" width="18.59%"><p style="text-align:center">300</p></td> 
      <td class="custom-top-td acenter" width="19.16%"><p style="text-align:center">12.07</p></td> 
      <td class="custom-top-td acenter" width="15.54%"><p style="text-align:center">24.6</p></td> 
      <td class="custom-top-td acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td class="custom-bottom-td acenter" width="13.36%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           β 
         </mi> 
        </math></p></td> 
      <td class="custom-bottom-td acenter" width="18.59%"><p style="text-align:center">5.797</p></td> 
      <td class="custom-bottom-td acenter" width="19.16%"><p style="text-align:center">0.4798</p></td> 
      <td class="custom-bottom-td acenter" width="15.54%"><p style="text-align:center">1.413</p></td> 
      <td class="custom-bottom-td acenter" width="10.25%"><p style="text-align:center">/</p></td> 
     </tr> 
     <tr> 
      <td rowspan="3" class="custom-top-td acenter" width="23.09%"><p style="text-align:center">Veronda-Westmann</p></td> 
      <td class="custom-top-td acenter" width="13.36%"><p style="text-align:center">C<sub>1</sub></p></td> 
      <td class="custom-top-td acenter" width="18.59%"><p style="text-align:center">737.7</p></td> 
      <td class="custom-top-td acenter" width="19.16%"><p style="text-align:center">43.92</p></td> 
      <td class="custom-top-td acenter" width="15.54%"><p style="text-align:center">38.93</p></td> 
      <td class="custom-top-td acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.36%"><p style="text-align:center">C<sub>2</sub></p></td> 
      <td class="acenter" width="18.59%"><p style="text-align:center">859.5</p></td> 
      <td class="acenter" width="19.16%"><p style="text-align:center">14.39</p></td> 
      <td class="acenter" width="15.54%"><p style="text-align:center">22.33</p></td> 
      <td class="acenter" width="10.25%"><p style="text-align:center">kPa</p></td> 
     </tr> 
     <tr> 
      <td class="acenter" width="13.36%"><p style="text-align:center"> 
        <math xmlns="http://www.w3.org/1998/Math/MathML"> <mi>
           β 
         </mi> 
        </math></p></td> 
      <td class="acenter" width="18.59%"><p style="text-align:center">1.201</p></td> 
      <td class="acenter" width="19.16%"><p style="text-align:center">0.2987</p></td> 
      <td class="acenter" width="15.54%"><p style="text-align:center">0.7321</p></td> 
      <td class="acenter" width="10.25%"><p style="text-align:center">/</p></td> 
     </tr> 
    </table>
   </table-wrap>
   <p>The ability of the different models whose behavior laws are defined in section 3 to predict the behavior of human and porcine skin tissues is evaluated in this part of the work. By replacing the different values of the rheological parameters summarized in the table above in these behavior laws, we obtain the stress-strain curves of the different models, in comparison with the experimental data, represented in <xref ref-type="fig" rid="figFigures 3-5">
     Figures 3-5
    </xref>.</p>
   <p>The results presented provide qualitative information on the behavior of human and porcine skin tissue. It is now necessary to analyze these results, in order to discuss the consistency between the theoretical responses and the experimental data. The following section provides a critical discussion of the results, highlighting the strong points, the discrepancies observed and the implications for modelling skin tissue under large deformations.</p>
   <fig id="fig3" position="float">
    <label>Figure 3</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Figure 3. Hyperelastic models prediction compared to human skin data from Gunner et al. <xref ref-type="bibr" rid="scirp.143410-46">
       [46]
      </xref>.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId124.jpeg?20250620110718" />
   </fig>
   <fig id="fig4" position="float">
    <label>Figure 4</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Figure 4. Hyperelastic models prediction compared to pig skin data (perpendicular to spine) from Lim et al.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId125.jpeg?20250620110718" />
   </fig>
   <fig id="fig5" position="float">
    <label>Figure 5</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Figure 5. Hyperelastic models prediction compared to pig skin data (parallel to spine) from Lim et al.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId126.jpeg?20250620110717" />
   </fig>
  </sec><sec id="s7">
   <title>7. Discussion</title>
   <p>The results obtained are processed by analyzing the various relative errors between the experimental data and the theoretical responses of the five hyperelastic models used in this work. This analysis consists of highlighting the model with the minimum deviation from the data, in order to identify the most suitable model for each skin tissue. We calculate the relative error on the basis of the relationship below:</p>
   <p>
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <mi>
        E 
      </mi> 
      <mi>
        r 
      </mi> 
      <mi>
        r 
      </mi> 
      <mi>
        o 
      </mi> 
      <mi>
        r 
      </mi> 
      <mo>
        = 
      </mo> 
      <mfrac> 
       <mrow> 
        <mrow> 
         <mo>
           | 
         </mo> 
         <mrow> 
          <msub> 
           <mi>
             σ 
           </mi> 
           <mrow> 
            <mi>
              exp 
            </mi> 
           </mrow> 
          </msub> 
          <mo>
            − 
          </mo> 
          <msub> 
           <mi>
             σ 
           </mi> 
           <mrow> 
            <mtext>
              the 
            </mtext> 
           </mrow> 
          </msub> 
         </mrow> 
         <mo>
           | 
         </mo> 
        </mrow> 
       </mrow> 
       <mrow> 
        <msub> 
         <mi>
           σ 
         </mi> 
         <mrow> 
          <mi>
            exp 
          </mi> 
         </mrow> 
        </msub> 
       </mrow> 
      </mfrac> 
     </mrow> 
    </math>(19)</p>
   <p>where 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mrow> 
        <mi>
          exp 
        </mi> 
       </mrow> 
      </msub> 
     </mrow> 
    </math> represents the experimental data and 
    <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"> <mrow> 
      <msub> 
       <mi>
         σ 
       </mi> 
       <mrow> 
        <mtext>
          the 
        </mtext> 
       </mrow> 
      </msub> 
     </mrow> 
    </math> the theoretical response of the model.</p>
   <p>
    <xref ref-type="fig" rid="figFigures 6-8">
     Figures 6-8
    </xref> show the error curves illustrating the differences between the analytical responses and the experimental skin tissue data.</p>
   <p>Examination of <xref ref-type="fig" rid="figFigures 3-5">
     Figures 3-5
    </xref> shows that both types of tissue (human and porcine) exhibit the non-linear behavior typical of biological materials, represented by a J-shape. Human skin exhibits greater tensile stiffness, while porcine skin tissue shows greater deformability. This observation can be interpreted by the fact that in human skin, collagen fibers, which are stiffer than elastin fibers, are directly stressed. Thus, because of their high rigidity, collagen fibers deform very little under high stress, allowing human skin to deform less than pig skin. It should also be noted that collagen fibers have a non-negligible influence on the overall stiffness of the material in large deformation, which is closely linked to the parameters of the models. This justifies the disparity in the parameters obtained for the two tissues, summarized in <xref ref-type="table" rid="table2">
     Table 2
    </xref>.</p>
   <p>Concerning the fit of the hyperelastic models, <xref ref-type="fig" rid="fig6">
     Figure 6
    </xref> shows that with the data from Gunner et al. <xref ref-type="bibr" rid="scirp.143410-36">
     [36]
    </xref>, the relative errors are of the order of 0% to 6%:</p>
   <fig id="fig6" position="float">
    <label>Figure 6</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Figure 6. Relative error between the experimental data of Gunner et al. and the theoretical responses.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId133.jpeg?20250620110719" />
   </fig>
   <fig id="fig7" position="float">
    <label>Figure 7</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Figure 7. Relative error between the experimental data of Lim et al. (perpendicular to the spine) and the theoretical responses.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId134.jpeg?20250620110720" />
   </fig>
   <fig id="fig8" position="float">
    <label>Figure 8</label>
    <caption>
     <title>
      <xref ref-type="bibr" rid="scirp.143410-"></xref>Figure 8. Relative error between the experimental data of Lim et al. (parallel to the spine) and the theoretical responses.</title>
    </caption>
    <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1724171-rId135.jpeg?20250620110719" />
   </fig>
   <p>The values presented in <xref ref-type="table" rid="table2">
     Table 2
    </xref> allow the last four models to correlate better with the data, as the errors determined for these models are insignificant. Analysis of the different errors confirms the results in <xref ref-type="fig" rid="fig3">
     Figure 3
    </xref>, which show that these four models correlate well with the experimental data. Furthermore, the inability of the Mooney-Rivlin model to describe the behavior of this material is due, on the one hand, to its partial nature and, on the other hand, to the linear aspect of the behavioral law of this energy model. These results corroborate those obtained by Martins et al. <xref ref-type="bibr" rid="scirp.143410-34">
     [34]
    </xref> on rubbers and biological tissues.</p>
   <p>
    <xref ref-type="fig" rid="fig7">
     Figure 7
    </xref> and <xref ref-type="fig" rid="fig8">
     Figure 8
    </xref> show the relative errors between the Lim et al. <xref ref-type="bibr" rid="scirp.143410-38">
     [38]
    </xref> data obtained for loads perpendicular and parallel to the pig’s spine and the analytical responses. For the Mooney-Rivlin model, we obtain maximum errors of 5.7% and 2.4% respectively for the directions perpendicular and parallel to the pig’s spine. These discrepancies may explain once again the poorer performance of this model (<xref ref-type="fig" rid="fig4">
     Figure 4
    </xref> and <xref ref-type="fig" rid="fig5">
     Figure 5
    </xref>).</p>
   <p>We also observe that for the Lim et al. <xref ref-type="bibr" rid="scirp.143410-38">
     [38]
    </xref> data (<xref ref-type="fig" rid="fig7">
     Figure 7
    </xref> and <xref ref-type="fig" rid="fig8">
     Figure 8
    </xref>), the minimum errors are obtained with the Yeoh, Ogden and Veronda-Westmann models. We, therefore, agree with Cora Wex et al. <xref ref-type="bibr" rid="scirp.143410-33">
     [33]
    </xref> and Martins et al. <xref ref-type="bibr" rid="scirp.143410-34">
     [34]
    </xref> that in all biological tissues, models with exponential or polynomial formulae fit the experimental data better. However, the number of parameters has a considerable influence on the performance of a model when fitted to experimental data <xref ref-type="bibr" rid="scirp.143410-33">
     [33]
    </xref>-<xref ref-type="bibr" rid="scirp.143410-35">
     [35]
    </xref>.</p>
   <p>The relative error curves obtained for each of the hyperelastic models studied (Mooney-Rivlin, Yeoh, Ogden, Fung and Veronda-Westmann) made it possible to visually analyze the goodness of fit of these models in relation to the experimental data of Gunner et al. <xref ref-type="bibr" rid="scirp.143410-36">
     [36]
    </xref> and Lim et al. <xref ref-type="bibr" rid="scirp.143410-38">
     [38]
    </xref>. However, visual analysis alone is not sufficient to quantify precisely the discrepancies between the models and the experimental observations. Therefore, the relative errors were averaged over all the experimental points for each model, making it possible to obtain a comparative table of overall performance and to identify the best-performing models in terms of fit to the experimental data.</p>
   <p>
    <xref ref-type="bibr" rid="scirp.143410-"></xref>Table 3. Summary table of average relative errors.</p>
   <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
    <tr> 
     <td class="custom-bottom-td acenter" width="18.74%"><p style="text-align:center">Model</p></td> 
     <td class="custom-bottom-td acenter" width="27.09%"><p style="text-align:center">Error (%) compared with data from Gunner et al. (human skin)</p></td> 
     <td class="custom-bottom-td acenter" width="27.09%"><p style="text-align:center">Error (%) with respect to Lim et al. data (perpendicular to the pig’s spine)</p></td> 
     <td class="custom-bottom-td acenter" width="27.09%"><p style="text-align:center">Error (%) with respect to Lim et al. data (parallel to the pig’s spine)</p></td> 
    </tr> 
    <tr> 
     <td class="custom-top-td acenter" width="18.74%"><p style="text-align:center">Mooney-Rivlin</p></td> 
     <td class="custom-top-td acenter" width="27.09%"><p style="text-align:center">0.954</p></td> 
     <td class="custom-top-td acenter" width="27.09%"><p style="text-align:center">1.660</p></td> 
     <td class="custom-top-td acenter" width="27.09%"><p style="text-align:center">0.746</p></td> 
    </tr> 
    <tr> 
     <td class="acenter" width="18.74%"><p style="text-align:center">Yeoh</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.0882</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.074</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.051</p></td> 
    </tr> 
    <tr> 
     <td class="acenter" width="18.74%"><p style="text-align:center">Ogden</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.123</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.042</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.0834</p></td> 
    </tr> 
    <tr> 
     <td class="acenter" width="18.74%"><p style="text-align:center">Fung</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.240</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.300</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.127</p></td> 
    </tr> 
    <tr> 
     <td class="acenter" width="18.74%"><p style="text-align:center">Veronda-Westmann</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.02901</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.143</p></td> 
     <td class="acenter" width="27.09%"><p style="text-align:center">0.067</p></td> 
    </tr> 
   </table>
   <p>Analysis of the values summarized in <xref ref-type="table" rid="table3">
     Table 3
    </xref> shows that the Yeoh, Ogden and Veronda-Westmann models have the best overall performance, with the lowest relative errors in the two tissue cases. This consistency in results suggests that these models are suitable for accurate modelling of the hyperelastic behavior of the tissues under consideration.</p>
  </sec><sec id="s8">
   <title>8. Conclusion</title>
   <p>The aim of the research presented in this manuscript is to compare and describe the ability of models to characterize the mechanical behavior of human and porcine skin tissue. The identification methods used in this work enabled us to obtain satisfactory results. The analysis and interpretation of the various results show that the polynomial or exponential models, particularly those based on the Fung, Yeoh, Ogden and Veronda-Westmann formulation, offer a very good correlation for all the experimental data. In particular, the last three models performed remarkably well for all three experimental data sets, with the smallest errors. On the other hand, the Mooney-Rivlin model performed less well due to its simple formulation, which limits its applicability to the entire deformation domain of human and pig skin tissue. Furthermore, although pig skin is frequently used as a substitute model for human skin, significant differences were observed in the estimated mechanical parameters, thus influencing the choice of the most suitable model for each skin tissue. The various results presented in this work could further refine our understanding and prediction of the behavior of skin tissue, and help us to choose a suitable model for biomedical and clinical applications.</p>
  </sec>
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