<?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">OJPC</journal-id><journal-title-group><journal-title>Open Journal of Physical Chemistry</journal-title></journal-title-group><issn pub-type="epub">2162-1969</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ojpc.2017.72005</article-id><article-id pub-id-type="publisher-id">OJPC-76164</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Chemistry&amp;Materials Science</subject></subj-group></article-categories><title-group><article-title>
 
 
  Simplified Coarse-Grained Dynamic Model for Real Gases
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Panagis</surname><given-names>G. Papadopoulos</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Christopher</surname><given-names>G. Koutitas</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>Yannis</surname><given-names>N. Dimitropoulos</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>Elias</surname><given-names>C. Aifantis</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Department of Civil Engineering, Aristotle University of Thessaloniki, Thessaloniki, Greece</addr-line></aff><aff id="aff2"><addr-line>Department of Chemistry, University of Ioannina, Ioannina, Greece</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>panaggpapad@yahoo.gr(PGP)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>11</day><month>05</month><year>2017</year></pub-date><volume>07</volume><issue>02</issue><fpage>50</fpage><lpage>71</lpage><history><date date-type="received"><day>April</day>	<month>13,</month>	<year>2017</year></date><date date-type="rev-recd"><day>Accepted:</day>	<month>May</month>	<year>13,</year>	</date><date date-type="accepted"><day>May</day>	<month>16,</month>	<year>2017</year></date></history><permissions><copyright-statement>&#169; 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><p>
 
 
  A simplified model is proposed for an easy understanding of the coarse-grained technique and for achieving a first approximation to the behavior of gases. A mole of a gas substance, within a cubic container, is represented by six particles symmetrically moving. The impacts of particles on container walls, the inter-particle collisions, as well as the volume of particles and the inter-particle attractive forces, obeying a Lennard-Jones curve, are taken into account. Thanks to the symmetry, the problem is reduced to the nonlinear dynamic analysis of a SDOF oscillator, which is numerically solved by a step-by-step time integration algorithm. Five applications of proposed model, on Carbon Dioxide, are presented: 1) Ideal gas in STP conditions. 2) Real gas in STP conditions. 3) Condensation for small molar volume. 4) Critical point. 5) Iso-kinetic energy curves and iso-therms in the critical point region. Results of the proposed model are compared with test data and results of the Van der Waals model for real gases.
 
</p></abstract><kwd-group><kwd>Real Gases</kwd><kwd> Coarse-Grained Molecular Dynamics</kwd><kwd> Particles Volume</kwd><kwd> Inter-Particle Attractive Forces</kwd><kwd> Lennard-Jones Curve</kwd><kwd> Step-by-Step Time Integration Algorithm</kwd><kwd> Condensation</kwd><kwd> Critical Point</kwd><kwd> Iso-Kinetic Energy Curves</kwd><kwd> Iso-Therms</kwd><kwd> Van der Waals Model</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Recently, in Computational Chemistry, the coarse-grained molecular dynamics technique is often used, by which millions of molecules are represented by a few hundred particles [<xref ref-type="bibr" rid="scirp.76164-ref1">1</xref>] - [<xref ref-type="bibr" rid="scirp.76164-ref13">13</xref>] . For example, if a mole of a gas substance is simulated by a thousand particles, by use of Avogadro number, it is noticed that every particle represents about 6 &#215; 10<sup>20</sup> molecules. By this technique, the computational handling of chemical problems becomes possible and usually a satisfactory approximation to observed behavior is achieved.</p><p>If we consider an amount of a gas substance, represented by a few particles, first in a large container (<xref ref-type="fig" rid="fig1">Figure 1</xref>(a)) and then in a small container (<xref ref-type="fig" rid="fig1">Figure 1</xref>(b)), the following two observations can be made [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] :</p><p>1. In the large container of <xref ref-type="fig" rid="fig1">Figure 1</xref>(a), the volume of particles is not significant, compared with the volume of the container. On the contrary, in the small container of <xref ref-type="fig" rid="fig1">Figure 1</xref>(b), the volume of particles is significant.</p><p>2. In the large container of <xref ref-type="fig" rid="fig1">Figure 1</xref>(a), the mean distance between a couple of particles is large, so, as well known from Physical Chemistry [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] and described by Lennard-Jones curve [<xref ref-type="bibr" rid="scirp.76164-ref15">15</xref>] , the inter-particle attractive forces result small up to negligible. On the contrary, in the small container, the mean distance, between a couple of particles, is small, so the inter-particle attractive forces exhibit significant values.</p><p>For the above two reasons, for a quite large molar volume, as in <xref ref-type="fig" rid="fig1">Figure 1</xref>(a), the volumes of particles and the inter-particle attractive forces can be ignored. So, the amount of gas substance under consideration obeys the ideal gas laws.</p><p>On the contrary, for a small molar volume, as in <xref ref-type="fig" rid="fig1">Figure 1</xref>(b), the particles volumes and the inter-particle attractive forces must be taken into account. That is, we have a real gas, which significantly deviates from the behavior of ideal gases.</p><p>J. D. van der Waals [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] , by taking into account the molecular volumes and the inter-molecular attractive forces, developed a semi-rational, semi-empirical model, which is simple and exhibits a satisfactory approximation to the observed behavior of real gases.</p><p>The kinetic behavior of gases, ideal and real ones, is often described by the Maxwell-Boltzmann stochastic model [<xref ref-type="bibr" rid="scirp.76164-ref17">17</xref>] . The stochastic models are accurate but complicated. On the other hand, they obey some required symmetries. And it is recognized [<xref ref-type="bibr" rid="scirp.76164-ref18">18</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref19">19</xref>] that, alternatively to a stochastic model, a symmetric deterministic model can be used, which is much simpler, but usually exhibits satisfactory approximation to test data.</p><fig id="fig1"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref></label><caption><title> An amount of a gas substance, represented by a few particles. (a) In a large container; (b) In a small container</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x2.png"/></fig><p>Also, a very coarse-grained model can be used, that is consisting of very few, very large particles. This is similar to the concept of fundamental vibration mode of structural dynamics. Where there exist a lot of high vibration modes (with small periods and usually small amplitudes, too), which are of negligible interest, but complicate the computation and require a very small time steplength. Whereas, the fundamental vibration mode is the simplest mode and, at the same time, the most representative of the dynamic behavior of the structure.</p><p>In the present work, such a symmetric deterministic model is proposed for real gases, which is very coarse-grained, that is, it consists of very few - very large particles, and is compared to corresponding test data [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] , as well as to results of the Van der Waals model [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] for real gases.</p><p>In the recent literature on the coarse-grained technique [<xref ref-type="bibr" rid="scirp.76164-ref1">1</xref>] - [<xref ref-type="bibr" rid="scirp.76164-ref13">13</xref>] , advanced models are proposed, for the accurate description of the behavior of real materials, which can be used in the Design. Whereas, the proposed here simplified model, aims to an easy understanding, of the coarse-grained technique, by researchers of other than Chemistry fields and to a first approximation to the behavior of gases.</p></sec><sec id="s2"><title>2. Proposed Model</title><p>A mole of a gas substance is considered, within a cubic container of side L (<xref ref-type="fig" rid="fig2">Figure 2</xref>), represented by six equal spherical particles, each one with mass m = M/6, where M molar mass. A reference axes system Ixyz is considered, with origin I at the center of cube and the axes x, y, z parallel to the principal directions of cube. The centers of the six particles are located on the axes x, y, z, initially at the middles of distances of I from the centers of six faces of cube, that is they have initial coordinates <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x3.png" xlink:type="simple"/></inline-formula> (<xref ref-type="fig" rid="fig2">Figure 2</xref>).</p><p>We assume that the six particles move symmetrically. So, by considering the plane Iyz (<xref ref-type="fig" rid="fig3">Figure 3</xref>(a)), what happens in this plane, the same happens in the planes Ixy, Ixz, too.</p><fig id="fig2"  position="float"><label><xref ref-type="fig" rid="fig2">Figure 2</xref></label><caption><title> Initial positions <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x5.png" xlink:type="simple"/></inline-formula> of the six particles of proposed model in the cubic container of side L</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x4.png"/></fig><fig-group id="fig3"><label><xref ref-type="fig" rid="fig3">Figure 3</xref></label><caption><title> The three successive characteristic states of the particles of proposed model, within the plane Ixy (a) of the container; (b) Initial state; (c) Impacts of particles on container walls; (d) Inter-particle collisions in the central region of the container. The arrows represent instantaneous velocities of the particles.</title></caption><fig id ="fig3_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x6.png"/></fig></fig-group><p>The particles are initially provided with equal speeds directed outwards. And they pass successively through three characteristic states: 1) Initial state (<xref ref-type="fig" rid="fig3">Figure 3</xref>(b)). 2) Impacts of particles on container walls (<xref ref-type="fig" rid="fig3">Figure 3</xref>(c)), where their speeds are inversed. 3) Inter-particle collisions, in the central region of the container, where again their speeds are inversed.</p><p>Obviously, all the six particles, as they move symmetrically, they pass simultaneously from the above three characteristic states.</p><p>The mutual repulsive forces F between a particle and a container wall (<xref ref-type="fig" rid="fig4">Figure 4</xref>(a)) are described by the repulsive part of a Lennard-Jones curve [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref15">15</xref>] (<xref ref-type="fig" rid="fig4">Figure 4</xref>(b)). If the perpendicular distance <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x7.png" xlink:type="simple"/></inline-formula> of the center of particle from container wall is quite large:</p><disp-formula id="scirp.76164-formula109"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x8.png"  xlink:type="simple"/></disp-formula><p>where D diameter of particle and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x9.png" xlink:type="simple"/></inline-formula>, then</p><disp-formula id="scirp.76164-formula110"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x10.png"  xlink:type="simple"/></disp-formula><p>that is no force F is developed between the particle and the wall.</p><p>On the contrary, if <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x11.png" xlink:type="simple"/></inline-formula> is quite small:</p><disp-formula id="scirp.76164-formula111"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x12.png"  xlink:type="simple"/></disp-formula><p>a mutual repulsive force F is developed between particle and wall, given by the equation (<xref ref-type="fig" rid="fig4">Figure 4</xref>(b)):</p><disp-formula id="scirp.76164-formula112"><label>(1)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/3-1230280x13.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x14.png" xlink:type="simple"/></inline-formula> and the determination of force coefficient F<sub>0</sub> of Lennard-Jones curve is described in the following Section 4.1.</p><p>The mutual forces F, attractive or repulsive, between any couple of particles, with a distance <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x15.png" xlink:type="simple"/></inline-formula> of their centers (<xref ref-type="fig" rid="fig5">Figure 5</xref>(a)), are described by the Lennard-Jones curve of <xref ref-type="fig" rid="fig5">Figure 5</xref>(b). In <xref ref-type="fig" rid="fig5">Figure 5</xref>(c) is shown enlarged the attractive part of this Lennard-Jones curve, because of the significance of attractive forces.</p><p>For any distance <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x16.png" xlink:type="simple"/></inline-formula> of the centers of two particles, their mutual force F is given by the following equation, corresponding to the Lennard-Jones curves of <xref ref-type="fig" rid="fig5">Figure 5</xref>(b) and <xref ref-type="fig" rid="fig5">Figure 5</xref>(c):</p><fig-group id="fig4"><label><xref ref-type="fig" rid="fig4">Figure 4</xref></label><caption><title> (a) Perpendicular distance <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x18.png" xlink:type="simple"/></inline-formula> of a particle from container wall and mutual repulsive force F between particle and wall; (b) Repulsive part of a Lennard-Jones curve describing the function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x19.png" xlink:type="simple"/></inline-formula>.</title></caption><fig id ="fig4_1"><label> (b)</label><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x17.png"/></fig></fig-group><fig id="fig5"  position="float"><label><xref ref-type="fig" rid="fig5">Figure 5</xref></label><caption><title> (a) Distance <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x21.png" xlink:type="simple"/></inline-formula> and mutual inter-particle force F, attractive (+) or repulsive (−), between a couple of particles; (b) Lennard-Jones curve describing the function<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x21.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x22.png" xlink:type="simple"/></inline-formula>; (c) The Lennard-Jones curve with enlarged its attractive part</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x20.png"/></fig><disp-formula id="scirp.76164-formula113"><label>(2)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/3-1230280x23.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x24.png" xlink:type="simple"/></inline-formula></p><p>Thanks to the symmetrical movement of all the six particles, it is enough to study the movement of only one particle, let choose that on right part of axis Iy of <xref ref-type="fig" rid="fig2">Figure 2</xref> and name it R (right), as shown in <xref ref-type="fig" rid="fig6">Figure 6</xref>. If the distance of this particle from container wall at right is quite small<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x25.png" xlink:type="simple"/></inline-formula>, then the mutual particle-wall repulsive force is activated, according to <xref ref-type="fig" rid="fig4">Figure 4</xref> and equation (1), and let call this force F<sub>w</sub>.</p><p>At left of <xref ref-type="fig" rid="fig6">Figure 6</xref>, the particle R interacts with the other five particles of the model. The relative position of point R under consideration with respect to four of these particles, F, B, O, U (front, back, over, under) is symmetric. So, the horizontal resultant F<sub>4</sub> of the four equal forces (attractive or repulsive), by which the points F, B, O, U act on point R is, according to <xref ref-type="fig" rid="fig5">Figure 5</xref> and <xref ref-type="fig" rid="fig6">Figure 6</xref> and Equation (2):</p><fig id="fig6"  position="float"><label><xref ref-type="fig" rid="fig6">Figure 6</xref></label><caption><title> The particle R under consideration is moving on axis Iy. At right, it reaches up to impact with container wall. At left, it interacts with all the other five particles: (F, B, O, U) and L</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x26.png"/></fig><disp-formula id="scirp.76164-formula114"><label>(3)</label><graphic position="anchor" xlink:href="http://html.scirp.org/file/3-1230280x27.png"  xlink:type="simple"/></disp-formula><p>where <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x28.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x28.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x29.png" xlink:type="simple"/></inline-formula>.</p><p>Finally, the left particle L acts on particle R, by an, always attractive, force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x30.png" xlink:type="simple"/></inline-formula>, which is given by <xref ref-type="fig" rid="fig5">Figure 5</xref> and <xref ref-type="fig" rid="fig6">Figure 6</xref> and Equation (2), with<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x30.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x31.png" xlink:type="simple"/></inline-formula>.</p><p>So, the horizontal force on particle R, due to inter-particle action, is</p><disp-formula id="scirp.76164-formula115"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x32.png"  xlink:type="simple"/></disp-formula><p>and the total horizontal force on particle R, due to inter-particle action and impact on wall is,</p><disp-formula id="scirp.76164-formula116"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x33.png"  xlink:type="simple"/></disp-formula><p>and the acceleration of particle R, under consideration, is, at any instant,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x34.png" xlink:type="simple"/></inline-formula>.</p></sec><sec id="s3"><title>3. Step-by-Step Algorithm</title><p>It has been described, in the previous Section 2, how the proposed model is reduced, thanks to the symmetric movement of its six particles, to the study of the movement of the single particle R (<xref ref-type="fig" rid="fig6">Figure 6</xref>). So, the problem is reduced to the nonlinear dynamic analysis of a SDOF (single degree of freedom) oscillator, which can be solved numerically by a step-by-step time integration algorithm.</p><p>For this purpose, the algorithm of trapezoidal rule (or Newmark algorithm of constant average acceleration) is chosen, combined with a predictor-corrector technique, with two corrections per step [<xref ref-type="bibr" rid="scirp.76164-ref21">21</xref>] , which has been proved simple and effective.</p><sec id="s3_1"><title>3.1. Flow-Chart</title><p>The flow-chart of the proposed algorithm is shown in <xref ref-type="fig" rid="fig7">Figure 7</xref> and is briefly described below.</p><p>First, the constant input data are read: particle mass m and diameter D, force coefficient <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x35.png" xlink:type="simple"/></inline-formula> of L-J (Lennard-Jones) curve, side L of cubic container, time step-length <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x35.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x36.png" xlink:type="simple"/></inline-formula> of the algorithm.</p><p>The initial conditions are read: position y, temperature T and speed v of the particle R under consideration. The initial speed v results from initial temperature T, by a thermodynamic postulate, which will be described in following section 4.1.</p><p>The subroutine L-J (Lennard-Jones) is called, which, from the initial position y of the particle, determines the initial forces <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x37.png" xlink:type="simple"/></inline-formula> and<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x38.png" xlink:type="simple"/></inline-formula>, acting on it, and its initial acceleration<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x37.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x38.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x39.png" xlink:type="simple"/></inline-formula>.</p><fig id="fig7"  position="float"><label><xref ref-type="fig" rid="fig7">Figure 7</xref></label><caption><title> Flow-chart of the proposed step-by-step time integration algorithm</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x40.png"/></fig><p>Within each step of the algorithm, first the steps counter n is increased by 1 and time t by<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x41.png" xlink:type="simple"/></inline-formula>.</p><p>Then, the prediction is performed, which determines the predicted values <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x42.png" xlink:type="simple"/></inline-formula> of state variables and the subroutine L-J is called, which, from the given <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x43.png" xlink:type="simple"/></inline-formula> determines the predicted acceleration<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x42.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x43.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x44.png" xlink:type="simple"/></inline-formula>.</p><p>The first correction, by trapezoidal rule, determines the first corrections <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x45.png" xlink:type="simple"/></inline-formula> of the state variables. The subroutine L-J, from<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x46.png" xlink:type="simple"/></inline-formula>, finds the first correction of acceleration<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x45.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x46.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x47.png" xlink:type="simple"/></inline-formula>.</p><p>The second and final correction finds the final values of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x48.png" xlink:type="simple"/></inline-formula>, for present step, and the subroutine L-J, from y, determines the final forces<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x49.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x50.png" xlink:type="simple"/></inline-formula>and acceleration<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x48.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x49.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x50.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x51.png" xlink:type="simple"/></inline-formula>, for present step.</p><p>The output, of present step of algorithm, is printed: steps counter n, time t, position y and speed v of the particle, forces <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x52.png" xlink:type="simple"/></inline-formula> due to inter-particle action and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x53.png" xlink:type="simple"/></inline-formula> due to impact on wall, instantaneous total kinetic energy, for all six particles<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x52.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x53.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x54.png" xlink:type="simple"/></inline-formula>, where M = 6 m.</p><p>At the end of step of algorithm, three summations are made: The present force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x55.png" xlink:type="simple"/></inline-formula>, due to inter-particle action, is summed to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x56.png" xlink:type="simple"/></inline-formula>. The present<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x57.png" xlink:type="simple"/></inline-formula>, due to impact on wall is summed to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x58.png" xlink:type="simple"/></inline-formula>. The present second power of speed <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x59.png" xlink:type="simple"/></inline-formula> is summed to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x55.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x56.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x57.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x58.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x59.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x60.png" xlink:type="simple"/></inline-formula>.</p><p>Then, if the first cycle of oscillation has not yet been completed, we continue with the next step of the algorithm.</p><p>When the first cycle of oscillation is completed, by returning to the initial state, if we continued the algorithm, everything would be repeated the same, with only a small algorithmic damping. So, the algorithm is interrupted and the global output data are printed, which are:</p><p>1) Mean inter-particle force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x61.png" xlink:type="simple"/></inline-formula>.</p><p>2) Mean particle-wall impact force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x62.png" xlink:type="simple"/></inline-formula>.</p><p>It results<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x63.png" xlink:type="simple"/></inline-formula>, as is due for global equilibrium.</p><p>3) Pressure on wall<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x64.png" xlink:type="simple"/></inline-formula>, in Pascals = N/m<sup>2</sup>, which, divided by 101,325 N/m<sup>2</sup>, turns to atm units.</p><p>4) Mean 2nd power of speed<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x65.png" xlink:type="simple"/></inline-formula>, and mean (rms) speed <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x65.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x66.png" xlink:type="simple"/></inline-formula> which, for small molar volumes, results significantly lower than the initial speed.</p><p>5) Mean total kinetic energy <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x67.png" xlink:type="simple"/></inline-formula> in Joules = N&#215;m.</p></sec><sec id="s3_2"><title>3.2. Computer Program</title><p>Based on the step-by-step time integration algorithm, described in the previous section 3.1. and the flow-chart of <xref ref-type="fig" rid="fig7">Figure 7</xref>, a simple and short computer program has been developed, with only about 45 Fortran instructions for the main program of step-by-step algorithm and only about 25 Fortran instructions for the L-J (Lennard-Jones) subroutine, that is totally only about 70 Fortran instructions.</p><p>The program is written in the version Force 2.0 of Fortran, whose compiler is free available, even in Internet caf&#233;s.</p></sec></sec><sec id="s4"><title>4. Applications</title><p>The proposed simplified coarse-grained dynamic model for real gases is applied on Carbon Dioxide (CO<sub>2</sub>), which exhibits a particular behavior in Critical point region, as it condensates for rather high temperatures, slightly lower than<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x68.png" xlink:type="simple"/></inline-formula>.</p><p>From the next Section 4.1, it is apparent that, in order to calibrate the proposed model on other gases, the following data are required: molar mass, incompressibility limit of molar volume, as well as temperature, pressure and molar volume at the Critical Point.</p><sec id="s4_1"><title>4.1. Determination of Parameters</title><p>The numerical values of parameters of proposed model are determined below, which will be used in the following applications:</p><p>1) The mass of a particle is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x69.png" xlink:type="simple"/></inline-formula>, where M = 0.044 kgr is the molar mass of Carbon Dioxide.</p><p>2) The diameter D of a particle is determined on the basis of criterion of in- compressibility of closely-packed equal spherical particles, as shown in <xref ref-type="fig" rid="fig8">Figure 8</xref>. According to experimental evidence [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] , the in-compressibility limit of molar volume, for Carbon Dioxide, is about V = 50 cm<sup>3</sup>, which corresponds to a cubic container with side L = 3.684 cm. In <xref ref-type="fig" rid="fig8">Figure 8</xref>, the spherical particles of proposed model are shown, closely -packed in such a small container. The inter-particle distances are 1.1225D and the particle-wall distances are 1.1225D/2, as, for smaller distances, mutual repulsive forces begin to develop (see <xref ref-type="fig" rid="fig4">Figure 4</xref> and <xref ref-type="fig" rid="fig5">Figure 5</xref>). So, on the basis of configuration of <xref ref-type="fig" rid="fig8">Figure 8</xref>, the following inequality must be valid:</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x70.png" xlink:type="simple"/></inline-formula>from which<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x70.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x71.png" xlink:type="simple"/></inline-formula>and a value D = 1.35 cm is chosen.</p><fig id="fig8"  position="float"><label><xref ref-type="fig" rid="fig8">Figure 8</xref></label><caption><title> Closely-packed particles of proposed model, in a small container, in the limit of in-compressibility of Carbon Dioxide, according to experimental evidence [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] </title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x72.png"/></fig><p>3) The force coefficient <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x73.png" xlink:type="simple"/></inline-formula> of Lennard-Jones curve (Equations (1) and (2)) is determined by calibration of proposed model on the Critical point of Carbon Dioxide. For a cubic container with the critical volume<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x74.png" xlink:type="simple"/></inline-formula>, that is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x75.png" xlink:type="simple"/></inline-formula> and for the critical temperature<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x76.png" xlink:type="simple"/></inline-formula>, according to test data [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] , various values of <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x77.png" xlink:type="simple"/></inline-formula> are tried, until to achieve a value of pressure, with satisfactory approximation to the experimental critical pressure of CO<sub>2</sub>,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x78.png" xlink:type="simple"/></inline-formula>. In this way, a value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x73.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x74.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x75.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x76.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x77.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x78.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x79.png" xlink:type="simple"/></inline-formula> is obtained. Application on Critical point is described in Section 4.5.</p><p>4) For the side L of cubic container, in STP (standard temperature-pressure) conditions, the value <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x80.png" xlink:type="simple"/></inline-formula> is chosen, which corresponds to a volume V = 22.414 liters. And, in the Critical point region of CO<sub>2</sub>, values of L ranging from 4.0cm up to 9.0 cm are used, which correspond to container volumes V = L<sup>3</sup> ranging from 64 cm<sup>3</sup> up to 729 cm<sup>3</sup>.</p><p>5) The time step-length <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x81.png" xlink:type="simple"/></inline-formula> of the proposed step-by-step integration algorithm can be determined on the basis of the accuracy criterion of the algorithm [<xref ref-type="bibr" rid="scirp.76164-ref21">21</xref>] ,</p><disp-formula id="scirp.76164-formula117"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x82.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x83.png" xlink:type="simple"/></inline-formula>.</p><p>A maximum stiffness <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x84.png" xlink:type="simple"/></inline-formula> appears in two cases: inter-particle collision (<xref ref-type="fig" rid="fig5">Figure 5</xref> and <xref ref-type="fig" rid="fig6">Figure 6</xref> and Equation (3)) and particle-wall impact (<xref ref-type="fig" rid="fig4">Figure 4</xref> and Equation (1)). By linearization of branch AK in the Lennard-Jones curves in <xref ref-type="fig" rid="fig4">Figure 4</xref>(b) and <xref ref-type="fig" rid="fig5">Figure 5</xref>(b), the stiffness of the above two cases can be determined on the basis of <xref ref-type="fig" rid="fig9">Figure 9</xref>(a) and <xref ref-type="fig" rid="fig9">Figure 9</xref>(b), respectively. It is observed that both give the same value of stiffness, represented by <xref ref-type="fig" rid="fig9">Figure 9</xref>(c), which is</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x85.png" xlink:type="simple"/></inline-formula>So,<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x85.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x86.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x87.png" xlink:type="simple"/></inline-formula>and the time step-length of the algorithm must be, for accuracy [<xref ref-type="bibr" rid="scirp.76164-ref21">21</xref>] :</p><disp-formula id="scirp.76164-formula118"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x88.png"  xlink:type="simple"/></disp-formula><fig id="fig9"  position="float"><label><xref ref-type="fig" rid="fig9">Figure 9</xref></label><caption><title> (a) Maximum stiffness at inter-particle collision; (b) Maximum stiffness at particle-wall impact; (c) Common maximum stiffness K<sub>max</sub> of both above cases</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x89.png"/></fig><p>However, the cost, from using a further shorter time step-length <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x90.png" xlink:type="simple"/></inline-formula> of the algorithm, is negligible, as the computing time, for the first oscillation cycle of the model, is only a few seconds. So, a <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x90.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x91.png" xlink:type="simple"/></inline-formula> is chosen, much shorter than that required by the above accuracy criterion of the algorithm, so that to achieve more accuracy.</p><p>6) The initial position of the particle R under consideration is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x92.png" xlink:type="simple"/></inline-formula>, where L side of cubic container, as mentioned in Section 2 and according to <xref ref-type="fig" rid="fig2">Figure 2</xref> and <xref ref-type="fig" rid="fig6">Figure 6</xref>.</p><p>7) Initial temperatures, ranging from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x93.png" xlink:type="simple"/></inline-formula> in liquid phase region up to <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x93.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x94.png" xlink:type="simple"/></inline-formula> in gas phase region, are used.</p><p>8) The initial speed<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x95.png" xlink:type="simple"/></inline-formula>, of the particle under consideration, is obtained from the initial temperature T<sub>0</sub>, by the thermodynamic postulate:</p><disp-formula id="scirp.76164-formula119"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x96.png"  xlink:type="simple"/></disp-formula><p>where R = 8.3144 Joules<sup>−1</sup>∙K<sup>−1</sup> is the value of gas constant for ideal gases. However, for small molar volumes, through the oscillation of the particle, the speed v is significantly reduced, which implies mean values of R much smaller than the initial one, as will be shown in the applications.</p></sec><sec id="s4_2"><title>4.2. First Application. STP Conditions. Ideal Gas</title><p>A mole of Carbon Dioxide is considered, within a cubic container of side L = 28.195 cm, that is volume<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x97.png" xlink:type="simple"/></inline-formula>, with an initial temperature</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x98.png" xlink:type="simple"/></inline-formula>, thus an initial speed of the particle <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x98.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x99.png" xlink:type="simple"/></inline-formula></p><p>In this first application, point particles are assumed, that is with zero volume, and the inter-particle attractive forces are ignored. So, we have an ideal gas. This case is simple, so it will be solved by hand.</p><p>Within the first cycle of oscillation, the particle, starting from the position <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x100.png" xlink:type="simple"/></inline-formula> (<xref ref-type="fig" rid="fig6">Figure 6</xref>), goes to impact on wall at right, where the speed is reversed. Then, an inter-particle collision occurs at left, where the speed is again reversed and the particle returns to the initial position. So, the particle runs twice the distance L/2 (<xref ref-type="fig" rid="fig6">Figure 6</xref>), with the constant speed v = 393.5 m/sec and the period of oscillation is</p><disp-formula id="scirp.76164-formula120"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x101.png"  xlink:type="simple"/></disp-formula><p>In <xref ref-type="fig" rid="fig1">Figure 1</xref>0(a), a sketch of the large container, with the point particles (of zero volume), in the initial state is shown, with the speeds directing outwards. In Figures 10(b)-(f), for the first oscillation cycle, the variations, with respect to time t, of five quantities, are presented: (b). Position y of the particle. (c). Speed v. (d). Inter-particle impulse<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x102.png" xlink:type="simple"/></inline-formula>. (e). Particle-wall impulse<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x102.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x103.png" xlink:type="simple"/></inline-formula>. (f). Total kinetic energy, for all six particles,</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x104.png" xlink:type="simple"/></inline-formula>where M = 6 m.</p><fig id="fig10"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>0</label><caption><title> First application. STP conditions. Ideal gas. (a) Large container of side L = 28.195 cm with point-particles in the initial state. In the following diagrams, variations of five quantities, with respect to time t; (b) Position y of the particle; (c) Speed v; (d) Inter-particle impulse<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x106.png" xlink:type="simple"/></inline-formula>; (e) Particle-wall impulse<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x107.png" xlink:type="simple"/></inline-formula>; (f) Total kinetic energy<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x106.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x107.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x108.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x105.png"/></fig><p>At inter-particle collision and particle-wall impact, the impulse-momentum conservation equation can be written:</p><disp-formula id="scirp.76164-formula121"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x109.png"  xlink:type="simple"/></disp-formula><p>Here, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x110.png" xlink:type="simple"/></inline-formula>(tends to zero) and <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x111.png" xlink:type="simple"/></inline-formula> (tend to infinity). How- ever, as everyone, of the two above impulses, occurs once in an oscillation cycle, we can obtain the finite mean values of forces<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x112.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x110.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x111.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x112.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x113.png" xlink:type="simple"/></inline-formula>, by simply dividing the above impulses by the period τ:</p><disp-formula id="scirp.76164-formula122"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x114.png"  xlink:type="simple"/></disp-formula><p>where<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x115.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x115.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x116.png" xlink:type="simple"/></inline-formula>are opposite, as is due for equilibrium, and are noted in <xref ref-type="fig" rid="fig1">Figure 1</xref>0(d) and <xref ref-type="fig" rid="fig1">Figure 1</xref>0(e), respectively.</p><p>The pressure on the wall is</p><disp-formula id="scirp.76164-formula123"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x117.png"  xlink:type="simple"/></disp-formula><p>as was expected for an ideal gas in STP conditions.</p><p>As the speed is constant, the total kinetic energy is, at any instant,</p><disp-formula id="scirp.76164-formula124"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x118.png"  xlink:type="simple"/></disp-formula><p>The potential energy is</p><disp-formula id="scirp.76164-formula125"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x119.png"  xlink:type="simple"/></disp-formula><p>and the thermodynamic quantity is</p><disp-formula id="scirp.76164-formula126"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x120.png"  xlink:type="simple"/></disp-formula><p>It is observed that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x121.png" xlink:type="simple"/></inline-formula> as is due for an ideal gas. That is, the proposed model describes accurately the behavior of an ideal gas.</p></sec><sec id="s4_3"><title>4.3. Second Application. STP Conditions. Real Gas</title><p>The same input data, of the previous first application, in STP conditions, are again considered, that is a cubic container with side L = 28.195 cm, thus volume<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x122.png" xlink:type="simple"/></inline-formula>, and initial temperature<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x123.png" xlink:type="simple"/></inline-formula>, thus initial speed of the particle<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x124.png" xlink:type="simple"/></inline-formula>. However, now, the volume of particles, with diameter D = 1.35 cm, and the inter-particle attractive forces, described by a Lennard-Jones curve (<xref ref-type="fig" rid="fig5">Figure 5</xref>, Equation (2)), with a force coefficient <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x122.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x123.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x124.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x125.png" xlink:type="simple"/></inline-formula>, are taken into account. So, we have a real gas, and the proposed step-by-step time integration algorithm is used, in order to follow the oscillation of the particle.</p><p>In <xref ref-type="fig" rid="fig1">Figure 1</xref>1(a), is shown the large container of side L = 28.195 cm, with the particles of diameter D = 1.35 cm, in the initial conditions. In the Figures 11(b)-(f), are presented, within the first oscillation cycle, the variations, with respect to time t, of five quantities: b) position y of the particle. c) speed v. d) inter-particle force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x126.png" xlink:type="simple"/></inline-formula>. e) particle-wall force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x127.png" xlink:type="simple"/></inline-formula>. f) total kinetic energy <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x128.png" xlink:type="simple"/></inline-formula>, n = 6312 steps of the algorithm have been performed, within the first oscillation cycle, with a time-steplength<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x129.png" xlink:type="simple"/></inline-formula>, thus the period is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x126.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x127.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x128.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x129.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x130.png" xlink:type="simple"/></inline-formula>.</p><p>The mean inter-particle force is</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x131.png" xlink:type="simple"/></inline-formula>and the mean particle-wall force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x132.png" xlink:type="simple"/></inline-formula>It is observed that<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x133.png" xlink:type="simple"/></inline-formula>, as is due for global equilibrium. The mean forces<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x134.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x135.png" xlink:type="simple"/></inline-formula>are noted in the <xref ref-type="fig" rid="fig1">Figure 1</xref>1(d) and <xref ref-type="fig" rid="fig1">Figure 1</xref>1(e), respectively.The pressure on the wall is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x136.png" xlink:type="simple"/></inline-formula>that is, it slightly deviates from the ideal gas value.The mean 2<sup>nd</sup> power of speed is<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x131.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x132.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x133.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x134.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x135.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x136.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x137.png" xlink:type="simple"/></inline-formula></p><fig id="fig11"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>1</label><caption><title> Second application. STP conditions. Real gas. (a) Large container of side L = 28.195 cm with particles of diameter D = 1.35 cm, in the initial state. In the following diagrams, variations of five quantities with respect to time t; (b) Position y of the particle; (c) Speed v; (d) Inter-particle force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x139.png" xlink:type="simple"/></inline-formula>; (e) Particle-wall force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x140.png" xlink:type="simple"/></inline-formula>; (f) Total kinetic energy<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x139.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x140.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x141.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x138.png"/></fig><p>So, the mean (rms) speed is</p><disp-formula id="scirp.76164-formula127"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x142.png"  xlink:type="simple"/></disp-formula><p>that is, slightly larger than initial speed.</p><p>And the mean kinetic energy is</p><disp-formula id="scirp.76164-formula128"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x143.png"  xlink:type="simple"/></disp-formula><p>that is, it slightly deviates from the corresponding value of ideal gas. The mean kinetic energy is noted on the diagram K.E.-t of <xref ref-type="fig" rid="fig1">Figure 1</xref>1(f), for comparison.</p></sec><sec id="s4_4"><title>4.4. Third Application. Condensation for Small Molar Volume</title><p>A small cubic container with side L = 4.55 cm, thus molar volume <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x144.png" xlink:type="simple"/></inline-formula>, is considered, the same as in the Critical point of Carbon Dioxide, according to test data [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] . And a low initial temperature<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x145.png" xlink:type="simple"/></inline-formula>, which implies a low initial speed of the particle <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x144.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x145.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x146.png" xlink:type="simple"/></inline-formula> A sketch of the small container, with the particles of diameter D=1.35cm, in the initial state, is shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>2(a).</p><fig id="fig12"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>2</label><caption><title> Third application. Condensation for small molar volume. (a) Small container of side L = 4.55 cm with particles of diameter D = 1.35 cm, in the initial state. In the following diagrams, variations of four quantities, with respect to time t; (b) Position y of the particle; (c) Speed v; (d) Inter-particle force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x148.png" xlink:type="simple"/></inline-formula>; (e) Total kinetic energy<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x148.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x149.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x147.png"/></fig><p>The application run by the proposed step-by-step algorithm, with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x150.png" xlink:type="simple"/></inline-formula>. The first oscillation cycle was completed in 475 steps, thus the period is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x150.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x151.png" xlink:type="simple"/></inline-formula></p><p>In Figures 12(b)-(e), the variations, with respect to time t, of four quantities, are presented: b) position y of the particle. c) speed v. d) inter-particle force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x152.png" xlink:type="simple"/></inline-formula>. e) total kinetic energy <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x152.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x153.png" xlink:type="simple"/></inline-formula></p><p>In the present application, because of the low initial temperature, thus low initial speed and kinetic energy, too, the inter-particle attractive forces <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x154.png" xlink:type="simple"/></inline-formula> overcome the kinetic energy of the particle, thus preventing it from reaching to impact on the wall. So zero particle-wall forces <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x154.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x155.png" xlink:type="simple"/></inline-formula> and zero pressure P result, which mean that a liquid phase exists.</p><p>Because of the zero particle-wall forces, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x156.png" xlink:type="simple"/></inline-formula>, the sum of inter-particle forces results zero, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x156.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x157.png" xlink:type="simple"/></inline-formula>, for equilibrium, as noted in the <xref ref-type="fig" rid="fig1">Figure 1</xref>2(d).</p><p>The mean 2<sup>nd</sup> power of speed results</p><disp-formula id="scirp.76164-formula129"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x158.png"  xlink:type="simple"/></disp-formula><p>thus the mean (rms) speed is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x159.png" xlink:type="simple"/></inline-formula> significantly smaller than the initial speed. Finally, the mean kinetic energy results</p><disp-formula id="scirp.76164-formula130"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x160.png"  xlink:type="simple"/></disp-formula><p>which is noted on the diagram K.E.-t of <xref ref-type="fig" rid="fig1">Figure 1</xref>2(e), for comparison.</p></sec><sec id="s4_5"><title>4.5. Fourth Application. Critical Point</title><p>The same small cubic container of side L = 4.55 cm of previous application is considered, which implies a volume <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x161.png" xlink:type="simple"/></inline-formula>known, from experiments, as the critical molar volume of Carbon Dioxide [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] . And the initial critical temperature <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x161.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x162.png" xlink:type="simple"/></inline-formula> is provided, which implies an initial particle speed</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x163.png" xlink:type="simple"/></inline-formula>In <xref ref-type="fig" rid="fig1">Figure 1</xref>3(a), a sketch of the above small container, of side L = 4.55 cm, is shown, with the particles of diameter D = 1.35 cm, in the initial state, with the speeds directed outwards.</p><fig id="fig13"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>3</label><caption><title> Fourth application. Critical point. (a) The small container of side L = 4.55 cm with particles of diameter D = 1.35 cm, in the initial state. In the following diagrams, variations of five quantities with respect to time t; (b) Position y of the particle; (c) Speed v; (d) Inter-particle force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x165.png" xlink:type="simple"/></inline-formula>; (e) Particle-wall force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x166.png" xlink:type="simple"/></inline-formula>; (f) Total kinetic energy <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x165.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x166.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x167.png" xlink:type="simple"/></inline-formula></title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x164.png"/></fig><p>The application run by the proposed step-by-step algorithm, with <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x168.png" xlink:type="simple"/></inline-formula> The first oscillation cycle was completed in 562 steps, so the period is <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x168.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x169.png" xlink:type="simple"/></inline-formula></p><p>In Figures 13(b)-(f), the variations, with respect to time t, of five quantities, are presented: b. position y of the particle. c. speed v. d. inter-particle force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x170.png" xlink:type="simple"/></inline-formula>. e. particle-wall force<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x171.png" xlink:type="simple"/></inline-formula>. f. total kinetic energy <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x170.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x171.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x172.png" xlink:type="simple"/></inline-formula></p><p>The mean inter-particle force results <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x173.png" xlink:type="simple"/></inline-formula> The mean particle-wall force results <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x173.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x174.png" xlink:type="simple"/></inline-formula></p><p>It is observed that <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x175.png" xlink:type="simple"/></inline-formula> as is due for global equilibrium. The mean forces<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x176.png" xlink:type="simple"/></inline-formula>, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x175.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x176.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x177.png" xlink:type="simple"/></inline-formula>are noted on the diagrams F<sub>i</sub> − t, F<sub>w</sub> − t of <xref ref-type="fig" rid="fig1">Figure 1</xref>3(d) and <xref ref-type="fig" rid="fig1">Figure 1</xref>3(e), respectively.</p><p>The pressure on the wall is</p><disp-formula id="scirp.76164-formula131"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x178.png"  xlink:type="simple"/></disp-formula><p>close to the experimental critical pressure <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x179.png" xlink:type="simple"/></inline-formula> [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] .</p><p>The mean 2<sup>nd</sup> power of speed is</p><disp-formula id="scirp.76164-formula132"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x180.png"  xlink:type="simple"/></disp-formula><p>Thus, the mean (rms) speed results</p><disp-formula id="scirp.76164-formula133"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x181.png"  xlink:type="simple"/></disp-formula><p>much smaller than the initial speed.</p><p>The mean kinetic energy results</p><disp-formula id="scirp.76164-formula134"><graphic  xlink:href="http://html.scirp.org/file/3-1230280x182.png"  xlink:type="simple"/></disp-formula><p>which is noted on the diagram K.E.-t of <xref ref-type="fig" rid="fig1">Figure 1</xref>3(f), for comparison.</p><p>The above mean kinetic energy <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x183.png" xlink:type="simple"/></inline-formula> corresponds to a value of gas constant R = 2.856 Joules mole<sup>−1</sup>∙K<sup>−1</sup>, as obtained by equating <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x183.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x184.png" xlink:type="simple"/></inline-formula> The present value of R is much smaller than the value R = 8.3144 of ideal gases. This will be discussed in the fifth application of next section 4.6.</p><p>The present application is adapted to the Critical point by its initial temperature<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x185.png" xlink:type="simple"/></inline-formula>, which is the critical temperature of Carbon Dioxide, according to test data [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] . In the fifth application of next Section 4.6. The Critical point of CO<sub>2</sub> will be determined in two different ways: By the group of iso- kinetic energy curves of <xref ref-type="fig" rid="fig1">Figure 1</xref>4 and by the group of iso-therms of <xref ref-type="fig" rid="fig1">Figure 1</xref>6. Both cases are close to the Critical point of present application.</p></sec><sec id="s4_6"><title>4.6. Fifth Application. Iso-Kinetic Energy Curves in the Critical Point Region</title><p>For side of cubic container ranging from L = 4.0 cm up to 9.0 cm, with a step<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x186.png" xlink:type="simple"/></inline-formula>, that is, volume V = L<sup>3</sup> ranging from 64 cm<sup>3</sup> up to 729 cm<sup>3</sup>. And for initial temperature ranging from <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x187.png" xlink:type="simple"/></inline-formula> up to<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x188.png" xlink:type="simple"/></inline-formula>, with a step<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x186.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x187.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x188.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x189.png" xlink:type="simple"/></inline-formula>, thus, for initial speed ranging from</p><p><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x190.png" xlink:type="simple"/></inline-formula>up to 459.8 m/sec, for every couple of L, T<sub>0</sub>, the corresponding pressure P and mean kinetic energy <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x190.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x191.png" xlink:type="simple"/></inline-formula> have been determined. Every point</p><fig id="fig14"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>4</label><caption><title> Fifth application. Iso-kinetic energy curves <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x193.png" xlink:type="simple"/></inline-formula> in the Critical Point region of Carbon Dioxide obtained by the proposed model. C.P. = Critical Point. In the drawning of successive curves, between 1100 and 1400 Joules the step is 50 Joules, between 1400 and 1800 Joules the step is 100 Joules, between 1800 and 3000 Joules the step is 200 Joules</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x192.png"/></fig><p>(V, P) was placed on the volume-pressure plane, with the corresponding <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x194.png" xlink:type="simple"/></inline-formula> noted on it.</p><p>Then, by linear interpolation between successive values of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x195.png" xlink:type="simple"/></inline-formula>, iso-kinetic energy curves, for rounded values of<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x196.png" xlink:type="simple"/></inline-formula>, were obtained, as shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>4, for <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x195.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x196.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x197.png" xlink:type="simple"/></inline-formula> ranging from 1100 Joules up to 3000 Joules.</p><p>It is observed that, under the iso-kinetic energy curve of 1100 Joules, a Liquid phase exists, with zero pressures. Between the curve of 1100 Joules and the Critical curve of 1300 Joules, a Vapor phase exists with low pressures. And above the Critical curve, a Gas phase exists, with high pressures. That is, the Critical iso-<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x198.png" xlink:type="simple"/></inline-formula> curve of 1300 Joules is the boundary between the Vapor and Gas phases.</p><p>By placing the above iso-kinetic energy curves of proposed model on the same P-V (pressure-molar volume) plane, together with the corresponding iso-therms of test data of Eastman-Rollefson [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] and those of Van der Waals model [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] and, by equating, at points of intersection of iso-<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x199.png" xlink:type="simple"/></inline-formula> curves with iso- therms, <inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x199.png" xlink:type="simple"/></inline-formula><inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x200.png" xlink:type="simple"/></inline-formula>values of gas constant R are obtained. And a variation of R values, in the Critical point region of Carbon Dioxide is revealed. Both, test data of Eastman-Rollefson and results of Van der Waals model exhibit similar trends, as regards this variation.</p><p>It is observed that the gas constant R exhibits values, in Critical point region, ranging from 2.85 Joules mole<sup>−1</sup>∙K<sup>−1</sup> up to 5.0, much smaller than the well- known value 8.3144, which is approximately valid for large molar volumes and accurately valid for ideal gases. The obtained variation of R values is described by the graph of <xref ref-type="fig" rid="fig1">Figure 1</xref>5.</p><fig id="fig15"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>5</label><caption><title> Variation of gas constant R values in the Critical Point region of Carbon Dioxide, obtained by comparison of iso-<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x202.png" xlink:type="simple"/></inline-formula> curves of proposed model of <xref ref-type="fig" rid="fig1">Figure 1</xref>4 with corresponding iso-therms of Eastman-Rollefson tests [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] and those of Van der Waals model [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] </title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x201.png"/></fig><p>With the help of this graph, the iso-kinetic energy curves of proposed model, of <xref ref-type="fig" rid="fig1">Figure 1</xref>4, have been transformed to the iso-therms shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>6, for temperatures ranging from T = 250 K up to 400 K with a step<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x203.png" xlink:type="simple"/></inline-formula>.</p><p>The above iso-therms of proposed model are compared with corresponding ones of the test data of Eastman-Rollefson [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] , in <xref ref-type="fig" rid="fig1">Figure 1</xref>7, as well as with those of Van der Waals model [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] , in <xref ref-type="fig" rid="fig1">Figure 1</xref>8.</p><p>It is observed, in the <xref ref-type="fig" rid="fig1">Figure 1</xref>7 and <xref ref-type="fig" rid="fig1">Figure 1</xref>8, that the proposed model better represents the wave-shaped isotherms of the Van der Waals model, in the Vapor region, than the horizontal linear isotherms of the test data by Eastman?Rollef- son. Also, the proposed model approximates better the larger incompressibility limit of the molar volume given by the Van der Waals model (<xref ref-type="fig" rid="fig1">Figure 1</xref>8), than the smaller one of the test data by Eastman-Rollefson (<xref ref-type="fig" rid="fig1">Figure 1</xref>7).</p></sec></sec><sec id="s5"><title>5. Conclusions</title><p>A simplified coarse-grained dynamic model, for real gases, is proposed. Five applications of this model, on Carbon Dioxide, are presented:</p><p>1) In STP conditions, by ignoring particle volume and inter-particle attractive forces, the proposed model accurately represents the behavior of an ideal gas.</p><p>2) Again in STP conditions, but taking into account the particles volume and inter-particle attractive forces, the proposed model slightly deviates from the behavior of an ideal gas, as was expected.</p><p>3) For a small molar volume and a low initial temperature, the inter-particle attractive forces overcome the initial kinetic energy of particles and prevent them from reaching at impact with container wall. So, a Liquid phase exists, with zero pressure.</p><fig id="fig16"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>6</label><caption><title> Iso-therms of proposed model in Critical Point region of Carbon Dioxide, obtained from transformation of iso-<inline-formula><inline-graphic xlink:href="http://html.scirp.org/file/3-1230280x205.png" xlink:type="simple"/></inline-formula> curves of proposed model of <xref ref-type="fig" rid="fig1">Figure 1</xref>4, by use of variation of gas constant R values of <xref ref-type="fig" rid="fig1">Figure 1</xref>5. C.P.: Critical Point</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x204.png"/></fig><fig id="fig17"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>7</label><caption><title> Comparison of iso-therms of proposed model to corresponding ones of Eastman-Rollefson tests [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] , in the Critical Point region of Carbon Dioxide</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x206.png"/></fig><fig id="fig18"  position="float"><label><xref ref-type="fig" rid="fig1">Figure 1</xref>8</label><caption><title> Comparison of iso-therms of proposed model with corresponding ones of Van der Waals model [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] in the Critical Point region of Carbon Dioxide</title></caption><graphic mimetype="image"   position="float"  xlink:type="simple"  xlink:href="http://html.scirp.org/file/3-1230280x207.png"/></fig><p>4) At the Critical point of Carbon Dioxide, the proposed model closely predicts the values of critical molar volume, temperature and pressure, known from experiments [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] .</p><p>5) Iso-kinetic energy curves have been determined, by the proposed model, in the Critical point region of Carbon Dioxide. By comparing these iso-kinetic energy curves to corresponding iso-therms of test data by Eastman-Rollefson [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref20">20</xref>] and to those of Van der Waals model [<xref ref-type="bibr" rid="scirp.76164-ref14">14</xref>] [<xref ref-type="bibr" rid="scirp.76164-ref16">16</xref>] , a variation of values of gas constant R, in Critical point region, is revealed, ranging from 2.85 up to 5.0 Joules mole<sup>−1</sup>∙K<sup>−1</sup>. With the help of this variation of values of R, the iso-kinetic energy curves of proposed model are transformed to iso-therms, which are compared to corresponding ones of test data by Eastman-Rollefson, as well as to iso-therms of Van der Waals model. And a better agreement is achieved between the proposed model and the Van der Waals model, as shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>8, as regards a larger in-compressible molar volume and particularly the wave-shaped iso-therms in the Vapor region.</p><p>The above five numerical experiments show that the proposed simplified model can approximate the observed behavior of real gases.</p><p>In the present work, in order to achieve simplicity, the accuracy is reduced. However, if a refined version of the proposed model, with more particles, is developed, the accuracy can be improved.</p></sec><sec id="s6"><title>Cite this paper</title><p>Papadopoulos, P.G., Koutitas, C.G., Dimitropoulos, Y.N. and Aifantis, E.C. (2017) Simplified Coarse- Grained Dynamic Model for Real Gases. Open Journal of Physical Chemistry, 7, 50-71. https://doi.org/10.4236/ojpc.2017.72005</p></sec></body><back><ref-list><title>References</title><ref id="scirp.76164-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">Müller, E.A. and Jackson, G. (2014) Force-Field Parameters from the SAFT-γ Equation of State for Use in Coarse-Grained Molecular Simulation. Annual Review of Chemical and Biomolecular Engineering, 5, 405-427.  
https://doi.org/10.1146/annurev-chembioeng-061312-103314</mixed-citation></ref><ref id="scirp.76164-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">Herdes, C., Totton, T.S. and Müller, E.A. (2015) Coarse-Grained Force Field for the Molecular Simulation of Natural Gases and Condensates. Fluid Phase Equilibria 406, 91-100. https://doi.org/10.1016/j.fluid.2015.07.014</mixed-citation></ref><ref id="scirp.76164-ref3"><label>3</label><mixed-citation publication-type="other" xlink:type="simple">Mejía, A., Herdes, C. and Müller, E.A. (2014) Force Fields for Coarse-Grained Molecular Simulations from a Corresponding States Correlation. Industrial &amp; Engineering Chemistry Research, 53, 4131-4141. https://doi.org/10.1021/ie404247e</mixed-citation></ref><ref id="scirp.76164-ref4"><label>4</label><mixed-citation publication-type="other" xlink:type="simple">Avendano, C., Lafitte, T., Galindo, A., Adjiman, C.S., Jackson, G. and Müller, E.A. (2011) Saft-γ Force Field for the simulation of Molecular Fluids. 1. A Single-Site Coarse-Grained Model for Carbon Dioxide. The Journal of Physical Chemistry, 115, 11154-11169. https://doi.org/10.1021/jp204908d</mixed-citation></ref><ref id="scirp.76164-ref5"><label>5</label><mixed-citation publication-type="other" xlink:type="simple">Matteo, B., Oettel, M.M., Yelash, L. and Binder, K. (2009) (SI) Structure and Pair Correlations of a Simple Coarse-Grained Model for Super-Critical Carbon Dioxide. Molecular Physics, 107, 1-24.</mixed-citation></ref><ref id="scirp.76164-ref6"><label>6</label><mixed-citation publication-type="other" xlink:type="simple">Yelash, L., Müller, M., Paul, W. and Binder, K. (2006) How Well Can Coarse-Grained Models of Real Polymers Describe their Structure? The Case of Polybutadiene. Journal of Chemical Theory and Computation, 2, 588-597.  
https://doi.org/10.1021/ct0502099</mixed-citation></ref><ref id="scirp.76164-ref7"><label>7</label><mixed-citation publication-type="other" xlink:type="simple">Theodorakis, P.E., Müller, E.A., Richard, V.K. and Matar. O.K. (2015) Superspreading: Mechanisms and Molecular Design. Langmuir, 31, 2304-2309. 
https://doi.org/10.1021/la5044798</mixed-citation></ref><ref id="scirp.76164-ref8"><label>8</label><mixed-citation publication-type="other" xlink:type="simple">Adolfo, B.P., Cieplak, M. and Theodorakis, P.E. (2017) Combining the MARTINI and Structure-Based Coarse-Grained Approaches for the Molecular Dynamics Studies of Conformational Transitions in Proteins. Journal of Chemical Theory and Computations, 13, 1366-1374. https://doi.org/10.1021/acs.jctc.6b00986</mixed-citation></ref><ref id="scirp.76164-ref9"><label>9</label><mixed-citation publication-type="other" xlink:type="simple">Kmiecik, S., Gront, D., Kolinski, M., Wieteska, L.A., Dawid, E. and Kolinski, A. (2016) Coarse-Grained Protein Models and Their Applications. Chemical Reviews, 116, 7896-7936. https://doi.org/10.1021/acs.chemrev.6b00163</mixed-citation></ref><ref id="scirp.76164-ref10"><label>10</label><mixed-citation publication-type="other" xlink:type="simple">James, F., Dama, A.V., Sinitskiy, M.C., Weare, J., Roux, B., Aaron, R., Gregory, D. and Voth, A. (2013) The Theory of Ultra-Coarse-Graining. 1. General Principles. Journal of Chemical Theory and Computation, 9, 2466-2480.</mixed-citation></ref><ref id="scirp.76164-ref11"><label>11</label><mixed-citation publication-type="other" xlink:type="simple">Darlyan, A., James, F., Dama, A., Sinitskiy, G. and Voth, A. (2014) The Theory of Ultra-Coarse-Graining. 2. Numerical Implementation. Journal of Chemical Theory and Computation, 10, 5265-5275. https://doi.org/10.1021/ct500834t</mixed-citation></ref><ref id="scirp.76164-ref12"><label>12</label><mixed-citation publication-type="other" xlink:type="simple">James, F., Jaehyeok, D.J. and Voth, G.A. (2017) The Theory of Ultra-Coarse-Graining. 3. Coarse-Grained Sites with Rapid Local Equilibrium of Internal States. Journal of Chemical Theory and Computation, 13, 1010-1022.</mixed-citation></ref><ref id="scirp.76164-ref13"><label>13</label><mixed-citation publication-type="other" xlink:type="simple">Sanghi, T. And Aluru, N.R. (2012) Coarse-Grained Potential Models for Structural Prediction of Carbon Dioxide (CO2) in Confined Environments. The Journal of Chemical Physics, 136, 1-23. https://doi.org/10.1063/1.3674979</mixed-citation></ref><ref id="scirp.76164-ref14"><label>14</label><mixed-citation publication-type="other" xlink:type="simple">Barrow, G.M. (1997) Physical Chemistry. McGraw-Hill, New York.</mixed-citation></ref><ref id="scirp.76164-ref15"><label>15</label><mixed-citation publication-type="other" xlink:type="simple">Wikipedia (2017) Lennard-Jones Potential.</mixed-citation></ref><ref id="scirp.76164-ref16"><label>16</label><mixed-citation publication-type="other" xlink:type="simple">Wikipedia (2017) Wan der Waals Equation.</mixed-citation></ref><ref id="scirp.76164-ref17"><label>17</label><mixed-citation publication-type="other" xlink:type="simple">Wikipedia (2017) Maxwell-Boltzmann Distribution.</mixed-citation></ref><ref id="scirp.76164-ref18"><label>18</label><mixed-citation publication-type="other" xlink:type="simple">Dougill, J.W. (1983) Path Dependence and General Theory for the Progressively Fracturing Solid. Proceedings of the Royal Society of London. Series A, Mathematical and Physical Sciences, 390, 341-351.</mixed-citation></ref><ref id="scirp.76164-ref19"><label>19</label><mixed-citation publication-type="other" xlink:type="simple">Papadopoulos, P.G. (1984) Biaxial Network Constitutive Model. Journal of Engineering Mechanics Division, 110, 449-464.  
https://doi.org/10.1061/(ASCE)0733-9399(1984)110:3(449)</mixed-citation></ref><ref id="scirp.76164-ref20"><label>20</label><mixed-citation publication-type="other" xlink:type="simple">Eastman, E.D. and Rollefson. G.K. (1947) Physical Chemistry. Mc Graw-Hill, New York.</mixed-citation></ref><ref id="scirp.76164-ref21"><label>21</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>Papadopoulos</surname><given-names> P.G. </given-names></name>,<etal>et al</etal>. (<year>1984</year>)<article-title>A Simple Algorithm for Nonlinear Dynamic Analysis of Networks</article-title><source> Computers and Structures</source><volume> 18</volume>,<fpage> 1</fpage>-<lpage>8</lpage>.<pub-id pub-id-type="doi"></pub-id></mixed-citation></ref></ref-list></back></article>