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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">743296</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2021.743296</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Study on Hydrate Phase Equilibrium Diagram of Methane Containing System Based on Thermodynamic Model</article-title>
<alt-title alt-title-type="left-running-head">Liang et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Hydrate Phase Equilibrium Diagram</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Liang</surname>
<given-names>Hao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Duan</surname>
<given-names>Yonggang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pei</surname>
<given-names>Jun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1260989/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Na</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation, Southwest Petroleum University, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>CNOOC (China) Co., Ltd. Hainan, <addr-line>Haikou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>State Key Laboratory of Natural Gas Hydrate, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/758835/overview">Bamidele Victor Ayodele</ext-link>, Universiti Tenaga Nasional, Malaysia</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/78755/overview">Chang-Yu Sun</ext-link>, China University of Petroleum, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/985843/overview">May Ali Alsaffar</ext-link>, University of Technology,&#x20;Iraq</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jun Pei, <email>asharey@yeah.net</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Advanced Clean Fuel Technologies, a section of the journal Frontiers in Energy Research</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>9</volume>
<elocation-id>743296</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Liang, Duan, Pei and Wei.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Liang, Duan, Pei and Wei</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Natural gas hydrate is a potential energy source in the future, which widely occurs in nature and industrial activities, and its formation and decomposition are identified by phase equilibrium. The calculation of multicomponent gas phase equilibrium is more complex than that of single component gas, which depends on the accurate model characterized by enthalpy and free energy. Based on the Kvamme-Tanaka statistical thermodynamic model, theoretical and experimental methods were used to predict and verify the phase equilibrium of pure methane hydrate and carbon dioxide hydrate in the temperature range of 273.17&#x2013;289.05&#xa0;K. The phase equilibrium curves of methane-containing gases such as CH<sub>4</sub>&#x2b;CO<sub>2</sub>,CH<sub>4</sub>&#x2b;C<sub>2</sub>H<sub>6</sub>,CH<sub>4</sub>&#x2b;H<sub>2</sub>S and CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S under different mole fractions were drawn and analyzed, and the decomposition or formation enthalpy and free energy of hydrate were calculated. The results show that, the phase equilibrium curves of the methane containing systems is mainly related to the guest molecule type and the composition of gas. The evolution law of phase equilibrium pressure of different gases varies with composition and temperature, and the phase splitting of CO<sub>2</sub> at the quadruple point affects the phase equilibrium conditions. Due to the consideration of the interaction between the motion of guest molecules and the vibration of crystal lattice, the model exhibits a good performance, which is quantified in terms of mean square error (MSE) with respect to the experimental data. The magnitudes of MSE percent are respectively 1.2, 4.8, 15.12 and 9.20&#xa0;MPa<sup>2</sup> for CH<sub>4</sub>&#x2b;CO<sub>2</sub>, CH<sub>4</sub>&#x2b;C<sub>2</sub>H<sub>6</sub>, CH<sub>4</sub>&#x2b;H<sub>2</sub>S and CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S systems, and the values are as low as 3.57 and 1.32&#xa0;MPa<sup>2</sup> for pure methane and carbon dioxide, respectively. This study provides engineers and researchers who want to consult the diagrams at any time with some new and accurate experimental data, calculated results and phase equilibrium curves. The research results are of great significance to the development and utilization of gas hydrate and the flow safety prediction of gas gathering and transportation.</p>
</abstract>
<kwd-group>
<kwd>hydrate</kwd>
<kwd>methane</kwd>
<kwd>thermodynamics</kwd>
<kwd>phase equilibrium</kwd>
<kwd>enthalpy</kwd>
<kwd>free energy</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Natural gas hydrate (NGH) is a solid clathrate crystal material composed of water cages, which contain molecules such as hydrocarbons, carbon dioxide, hydrogen sulfide and other molecules, in which methane is the dominant gas (<xref ref-type="bibr" rid="B49">Vedachalam et&#x20;al., 2015</xref>). Different structures of NGH can be formed by the reaction of water and gas molecules under certain conditions such as temperature, pressure, gas saturation, water salinity and pH value, etc (<xref ref-type="bibr" rid="B24">Makogon, 1997</xref>; <xref ref-type="bibr" rid="B8">Darbouret et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B25">Makogon, 2010</xref>; <xref ref-type="bibr" rid="B4">Babu et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B5">Babu et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B50">Veluswamy et&#x20;al., 2016</xref>; <xref ref-type="bibr" rid="B3">Anwar et&#x20;al., 2018</xref>). NGH is a potential alternative energy with tremendous reserves, which occurs in permafrost and marine sediments. Collett et&#x20;al. estimate that the amount of natural gas stored in hydrate reservoirs in the world is between 2.8&#xd7;10<sup>5</sup> and 8&#x20;&#xd7; 108&#xa0;m<sup>3</sup> at standard conditions, which is a fairly high value (<xref ref-type="bibr" rid="B7">Collett, 2009</xref>). Therefore, it has attracted great attention in Japan, China, South Korea, India and other countries with relatively scarce resources, where researchers are more interested in hydrates than in the United&#x20;States, Canada and Europe in recent years (<xref ref-type="bibr" rid="B55">Zhao et&#x20;al., 2019</xref>). Although some hydrate production tests have been carried out all over the world, there is no efficient and safe exploitation method at present, and the exploitation of NGH still faces many basic research problems (<xref ref-type="bibr" rid="B23">Liu et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Ye et&#x20;al., 2020</xref>). The academia pay close attention to the phase equilibrium research of NGH, and the related work has been applied in many fields such as energy, chemical industry, bioengineering and environmental protection (<xref ref-type="bibr" rid="B36">Qorbani, 2017</xref>).</p>
<p>NGH widely occurs in the natural environment or in the process of oil and gas production and transportation, and its formation and decomposition are identified by phase equilibrium. How to describe all the complex phases and components quantitatively in a model is a question that people have been trying to answer for many years. Since the first hydrate phase equilibrium model was established based on statistical thermodynamic (<xref ref-type="bibr" rid="B48">van der Waals and Platteeuw, 1959</xref>), other scholars have proposed more accurate prediction models, most of which are based on van der Waals and Platteeuw&#x2019;s theory (vdW-P model). For instance, Parrish and Prausnitz used an empirical correlation to calculate the Langmuir constant, which greatly simplified the application of van der Waals- Platteeuw model (<xref ref-type="bibr" rid="B35">Parrish and Prausnitz, 1972</xref>). To overcome the disadvantage of Parrish-Prausnitz model in predicting the pressure of asymmetric mixtures, Ng and Robinson modified the chemical potential of water in hydrate phase, which improved the prediction results (<xref ref-type="bibr" rid="B32">Ng and Robinson, 1976</xref>). John et&#x20;al. noticed the effects of the non-spherical and outer water molecules of the guest molecules on the total potential energy of the cavity (<xref ref-type="bibr" rid="B16">John et&#x20;al., 1985</xref>). They used the three-layer sphere model to describe the interaction between the guest molecules in the hydrate cavity and the water molecules around the cavity, and introduced a correction factor Q&#x2a; to correct the non-spherical characteristics of the molecules. Du and Guo improved the model of John et&#x20;al., and predicted the hydrate formation conditions of methanol-containing system, and finally obtained satisfactory results (<xref ref-type="bibr" rid="B6">Chen and Guo, 1996</xref>). Chen and Guo thought that the similarity between the process of gas molecules wrapped by water molecules and the Langmuir isothermal adsorption process is not as great as van der Waals and Platteeuw thought, so they proposed a new model (<xref ref-type="bibr" rid="B10">Du and Guo, 1990</xref>). In 1995, Kvamme and Tanaka extended the theory of van der Waals and Platteeuw to study the thermodynamic stability of C<sub>2</sub>H<sub>4</sub>, C<sub>2</sub>H<sub>6</sub> and CO<sub>2</sub> (<xref ref-type="bibr" rid="B20">Kvamme and Tanaka, 1995</xref>). As we know, the simplest calculation of hydrate phase equilibrium starts from pure gas hydrate. Using the phase equilibrium relationship of pure methane to predict the hydrate formation and decomposition of multicomponent gases was a common phenomenon in oil and gas field production in the past, and even many gas fields over the world adopt this simple method currently. However, this practice can no longer meet the needs of current industrial development, because natural gas contains not only methane, but also hydrocarbon gases such as ethane and propane, as well as non-hydrocarbon gases such as carbon dioxide and hydrogen sulfide. Hence, the models of multicomponent gas hydrate were established by researchers to predict the phase equilibrium boundary of NGH with complex gas components and experiments were carried out to verify the accuracy of these model. Subramanian et&#x20;al. measured the transformation of sI hydrate and sII hydrate in CH<sub>4</sub>-C<sub>2</sub>H<sub>6</sub> binary system and studied the phase equilibrium (<xref ref-type="bibr" rid="B41">Subramanian et&#x20;al., 2000a</xref>). Anderson et&#x20;al. studied the phase equilibrium of CH<sub>4</sub>-CO<sub>2</sub> binary system and found that the phase equilibrium pressure of CO<sub>2</sub> hydrate is lower than that of CH<sub>4</sub> hydrate when the temperature is lower than 283&#xa0;K (<xref ref-type="bibr" rid="B2">Anderson et&#x20;al., 2003</xref>). Huang and Sun measured the hydrate formation data of CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S system at 274.2&#x2013;299.7K and 0.58&#x2013;8.68&#xa0;MPa, and calculated the phase equilibrium data using Chen-Guo model (<xref ref-type="bibr" rid="B14">Huang et&#x20;al., 2005</xref>). Moradi et&#x20;al. studied the phase equilibrium of CH<sub>4</sub>, C<sub>2</sub>H<sub>6</sub>, C<sub>3</sub>H<sub>8</sub>, CO<sub>2</sub>, N<sub>2</sub> and their two-component gas hydrates (<xref ref-type="bibr" rid="B28">Moradi and Khosravani, 2012</xref>). To predict the phase equilibrium data of pure CO<sub>2</sub>, H<sub>2</sub>S and multicomponent acid gas hydrates, Bahman and Mohammad proposed a CPA/Electrolyte/Chen&#x2013;Guo model, which took into account the effects of hydrolysis and hydrogen bond association (<xref ref-type="bibr" rid="B54">ZareNezhad and Ziaee, 2013</xref>). In summary, different thermodynamic models have been used to study the multi-component system hydrate, and some conclusions have reached a consensus.</p>
<p>In addition to the pressure and temperature conditions along the equilibrium curve, other thermodynamic properties such as enthalpy and free energy are crucial to studies related to the aforementioned applications. However, it is found that the hydrate formation mechanism of multi-component system is complex, and there are many research models with different precision. Most of these models increase the prediction accuracy by improving Langmuir constant or potential energy function, and the vdW-P model and Chen-Guo model are most widely used in thermodynamic calculation. Nevertheless, there are few studies on the systematic image description of hydrate phase equilibrium for multi-component system containing methane so far, and there is a lack of phase equilibrium research based on the modified Kvamme-Tanaka model. Beyond that, to our knowledge, the phase transition with rapid change in CO<sub>2</sub> density is rarely mentioned in the literature, and the misunderstanding of CO<sub>2</sub> hydrate is more stable than CH<sub>4</sub> hydrate over a limited range of pressures and temperatures is widely recognized. Therefore, to fill the abovementioned gap, the phase equilibrium and thermodynamic parameters of gas hydrate in methane containing system were studied and analyzed by Kvamme-Tanaka statistical thermodynamic model (<xref ref-type="bibr" rid="B20">Kvamme and Tanaka, 1995</xref>) in this manuscript. Based on the experimental data and calculation results, we compared the phase equilibrium curves of methane hydrate, carbon dioxide hydrate and some methane containing multi-component hydrate, and calculated the enthalpy change and free energy of them. This study complements the new data for mixed gas phase equilibrium and gives some hydrate phase equilibrium diagrams of methane containing system, which can provide a basis for the development and utilization of NGH, and the prediction of gas gathering and transportation flow safety.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>Methodology</title>
<sec id="s2-1">
<title>Thermodynamic Model of Hydrate</title>
<p>There are many theoretical models to predict the phase equilibrium of gas hydrate, among which the statistical mechanical model based on Langmuir adsorption isotherm theory by van der Waals and Platteeuw plays an important role (<xref ref-type="bibr" rid="B48">van der Waals and Platteeuw, 1959</xref>). The four main assumptions of the model include that the guest molecules do not deform the cavity, that there is no interaction between the guest molecules, that each cavity can accommodate only one guest molecule, and that the cavity is spherically symmetric. In theory, the thermodynamic calculation of gas hydrate can be carried out by using the properties of single component gas. However, the vdW-P model does not consider the interaction between the motion of guest molecules and the vibration of crystal lattice, which has some limitations in application. When the guest molecule is a small nonpolar molecule, the interaction between the motion of the guest molecule and the vibration of the crystal lattice is small, and the assumption of vdW-P model is comparatively reasonable. However, the reasonableness of this assumption is weakened for large molecules or small polar molecules because they distort the water lattice and have a very significant interaction, resulting in the inaccuracy of the classical calculation method of Langmuir constant. So Kvamme and Tanaka proposed an improved model, which can calculate the phase equilibrium of multi-component hydrates of large or micro polar molecules such as CO<sub>2</sub> and H<sub>2</sub>S (<xref ref-type="bibr" rid="B20">Kvamme and Tanaka, 1995</xref>). In this work, it is assumed that the chemical potentials of guest molecules in large and small cavities are equal and the ideal liquid is chosen as a reference state in fugacity coefficient calculation. The chemical potential of the water inside the hydrate can be expressed as (<xref ref-type="bibr" rid="B20">Kvamme and Tanaka, 1995</xref>; <xref ref-type="bibr" rid="B19">Kvamme, 2019</xref>; <xref ref-type="bibr" rid="B18">Kvamme et&#x20;al., 2019</xref>):<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:msubsup>
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<mml:msub>
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</mml:msub>
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<mml:mi>ln</mml:mi>
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</mml:mrow>
</mml:mstyle>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>in which the superscript <italic>H</italic> denotes hydrate phase, the superscript <italic>O</italic> denotes empty clathrate. <italic>v</italic>
<sub>
<italic>j</italic>
</sub> is <italic>j</italic>-type cavity number of per water molecule in hydrate structure. In sI hydrate, small cavity <italic>v</italic>
<sub>
<italic>S</italic>
</sub> &#x3d; 1/23, large cavity <italic>v</italic>
<sub>
<italic>L</italic>
</sub> &#x3d; 3/23. <italic>R</italic> is universal gas constant and <italic>T</italic> is temperature. <italic>h</italic>
<sub>
<italic>ij</italic>
</sub> is canonical partition function of <italic>i</italic> guest molecule in <italic>j</italic> cavity, which is given by the following equation:<disp-formula id="e2">
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</mml:mrow>
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<label>(2)</label>
</disp-formula>where <italic>&#x3b2;</italic> is the inverse of the general gas constant times the temperature. In thermodynamic equilibrium, the chemical potential <inline-formula id="inf1">
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</inline-formula> of guest molecule <italic>i</italic> in <italic>j</italic> cavity is equal to its chemical potential in the original phase (gas, liquid or fluid). <italic>C</italic>
<sub>
<italic>ij</italic>
</sub> is the Langmuir constant and <inline-formula id="inf2">
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</inline-formula> is the fugacity of guest molecule <italic>i</italic>, which is obtained from SRK equation of state (<xref ref-type="bibr" rid="B40">Soave, 1972</xref>). <inline-formula id="inf3">
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</mml:mrow>
</mml:math>
</inline-formula> is the free energy of guest molecule <italic>i</italic> in the <italic>j</italic> cavity of hydrate, which can be expressed as:<disp-formula id="e3">
<mml:math id="m6">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msubsup>
<mml:mi>g</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mn>5</mml:mn>
</mml:munderover>
<mml:mrow>
<mml:msub>
<mml:mi>k</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>T</mml:mi>
<mml:mi>c</mml:mi>
<mml:mi>i</mml:mi>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mi>T</mml:mi>
<mml:mi>i</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mstyle>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>T</italic>
<sub>
<italic>c</italic>
</sub> is the critical temperature of the guest molecule. The reference values of <italic>k</italic>
<sub>
<italic>i</italic>
</sub> for different guest molecules are shown in the relevant literature (<xref ref-type="bibr" rid="B20">Kvamme and Tanaka, 1995</xref>; <xref ref-type="bibr" rid="B36">Qorbani, 2017</xref>). The form of <xref ref-type="disp-formula" rid="e3">Eq. 3</xref> is also used for empty clathrates. To calculate the chemical potential, it is necessary to associate the cavity partition function with the composition and express the occupancy of guest molecule <italic>i</italic> in <italic>j</italic> cavity with the filling fraction <inline-formula id="inf4">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>.<disp-formula id="e4">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munder>
<mml:mo>&#x2211;</mml:mo>
<mml:mi>i</mml:mi>
</mml:munder>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>Substituting <xref ref-type="disp-formula" rid="e4">Eq. 4</xref> into <xref ref-type="disp-formula" rid="e2">Eq. 2</xref>, the relationship between the filling fraction, mole fraction and cavity partition function of the guest molecules can be obtained, which is expressed as follows:<disp-formula id="e5">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3b8;</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munder>
<mml:mo>&#x2211;</mml:mo>
<mml:mi>i</mml:mi>
</mml:munder>
<mml:mrow>
<mml:msub>
<mml:mi>h</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mstyle>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>H</mml:mi>
</mml:msubsup>
</mml:mrow>
<mml:mrow>
<mml:msub>
<mml:mi>v</mml:mi>
<mml:mi>j</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>where <inline-formula id="inf5">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mi>T</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> represents the total mole fraction of all guest molecules in the hydrate and <inline-formula id="inf6">
<mml:math id="m11">
<mml:mrow>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>H</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> represents the mole fraction of guest molecule <italic>i</italic> in the <italic>j</italic> cavity; The corresponding mole fraction of water is:<disp-formula id="e6">
<mml:math id="m12">
<mml:mrow>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mi>H</mml:mi>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mstyle displaystyle="true">
<mml:munder>
<mml:mo>&#x2211;</mml:mo>
<mml:mi>i</mml:mi>
</mml:munder>
<mml:mrow>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>j</mml:mi>
</mml:mrow>
<mml:mi>H</mml:mi>
</mml:msubsup>
</mml:mrow>
</mml:mstyle>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(6)</label>
</disp-formula>in which the subscript <italic>H</italic>
<sub>
<italic>2</italic>
</sub>
<italic>O</italic> refers to the water transformed into hydrate. The water phase is usually liquid or ice, but only liquid water is considered in this study. The chemical potential of liquid water is as follows:<disp-formula id="e7">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>,</mml:mo>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mrow>
<mml:msub>
<mml:mi>H</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<p>Thermodynamic equilibrium is reached when the temperature, pressure, and chemical potential of all the co-existing phases are equal at the phase boundary. To ensure that the reference state of free energy of each phase is the same, the chemical potential calculation of each phase and each component takes the ideal state as the reference and is expressed as:<disp-formula id="e8">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>y</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>g</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>y</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>y</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
<disp-formula id="e9">
<mml:math id="m15">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>
<disp-formula id="e10">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:msubsup>
<mml:mi>&#x3bc;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mi>&#x221e;</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>T</mml:mi>
<mml:mo>&#x22c5;</mml:mo>
<mml:mi>ln</mml:mi>
<mml:mo>&#x2061;</mml:mo>
<mml:msub>
<mml:mi>x</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
<mml:msubsup>
<mml:mi>&#x3b3;</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msubsup>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mo>,</mml:mo>
<mml:mi>P</mml:mi>
<mml:mo>,</mml:mo>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(10)</label>
</disp-formula>where the superscript <italic>ig</italic> and <italic>il</italic> denote ideal gas and ideal liquid respectively, and the superscript &#x221e; denotes infinite dilution. <italic>T</italic> is temperature and <italic>P</italic> is pressure. <inline-formula id="inf7">
<mml:math id="m17">
<mml:mrow>
<mml:msub>
<mml:mi>&#x3d5;</mml:mi>
<mml:mi>i</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is fugacity coefficient and the fugacity coefficient of ideal gas is 1. <inline-formula id="inf8">
<mml:math id="m18">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>x</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula> and<inline-formula id="inf9">
<mml:math id="m19">
<mml:mrow>
<mml:mover accent="true">
<mml:mi>y</mml:mi>
<mml:mo>&#x2192;</mml:mo>
</mml:mover>
</mml:mrow>
</mml:math>
</inline-formula>are the mole fraction vectors of guest molecule <italic>i</italic>. &#x3b3;<sub>
<italic>i</italic>
</sub> is the activity coefficient of component <italic>i</italic> in liquid mixtures. When <italic>x</italic>
<sub>
<italic>i</italic>
</sub>&#x2192;1, &#x3b3;<sub>
<italic>i</italic>
</sub> &#x3d; 1, and when <italic>x</italic>
<sub>
<italic>i</italic>
</sub>&#x2192;0, &#x3b3;<sub>
<italic>i</italic>
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<sup>&#x221e;</sup> &#x3d; 1. The hydrate content of all gas components can be estimated by calculating their chemical potential when dissolved in the methane phase using the above formulae, where <xref ref-type="disp-formula" rid="e8">Eq. 8</xref> calculates the chemical potential required by the partition function in <xref ref-type="disp-formula" rid="e2">Eq. 2</xref>. According to <xref ref-type="disp-formula" rid="e1">Eqs 1</xref>, <xref ref-type="disp-formula" rid="e9">9</xref>, typical equilibrium approximate equations used in many hydrate reservoir simulators are obtained, which can be expressed as:<disp-formula id="e11">
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<p>The Gibbs free energy of the hydrate phase is written as the sum of the chemical potentials of each component and given by:<disp-formula id="e12">
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<label>(12)</label>
</disp-formula>
</p>
<p>The free energy gradient of all independent thermodynamic variables must cause the change of free energy to be negative. The following <xref ref-type="disp-formula" rid="e13">eq. 13</xref> is used to calculate the phase transition free energy.<disp-formula id="e13">
<mml:math id="m22">
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</disp-formula>where <inline-formula id="inf10">
<mml:math id="m23">
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</mml:math>
</inline-formula> is a constant coefficient, when it is equal to 1 means hydrate generation, while it is equal to -1 means hydrate decomposition. <italic>x</italic> represents the mole fraction of liquid, or the mole fraction of water or guest molecule in the hydrate. <italic>i</italic> denotes guest molecule. Superscript <italic>water</italic> denotes water phase. &#xb5; denotes chemical potential. The vector notation represents the mole fraction of all the components in the real phase. The summation symbol covers all the components in the hydrate phase. The calculation of <xref ref-type="disp-formula" rid="e13">Eq. 13</xref> is based on a full understanding of hydrate composition.</p>
<p>To produce natural gas from large amounts of <italic>in-situ</italic> methane hydrates scattered around the world and control the hydrate formation and decomposition in low temperature or high pressure pipelines, information about the heat of hydrate formation and dissociation is of vital important. The enthalpies of hydrate formation or decomposition can usually be estimated by Clausius-Clapeyron or Clapeyron methods (<xref ref-type="bibr" rid="B47">Tsimpanogiannis et&#x20;al., 2019</xref>), however, these two methods may be too simplistic. The residual thermodynamic can provide more reliable data and extend the calculation to non-equilibrium conditions. The heat (enthalpy) formed in the hydrate phase transition process must be transported from the reaction system. The absolute value of the heat to be transferred is given by <xref ref-type="disp-formula" rid="e14">eq. 14</xref>, which is solved by numerical method. The enthalpy of pure guest molecular is calculated by residual thermodynamics, as shown in <xref ref-type="disp-formula" rid="e15">eq. 15</xref>.<disp-formula id="e14">
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<label>(15)</label>
</disp-formula>where <italic>N</italic> is the number of moles of hydrate formed. The total free energy change &#x25b3;<italic>G</italic>
<sup>
<italic>Total</italic>
</sup> is the sum of the phase transition free energy &#x25b3;<italic>G</italic>
<sup>
<italic>H</italic>
</sup> and the energy to push away the original phase of the guest molecule.</p>
</sec>
<sec id="s2-2">
<title>Experiments</title>
<p>The main purpose of the experiments is to determine the phase equilibrium temperature and pressure of hydrate formation under different gas components, so as to analyze and verify the accuracy of the phase equilibrium diagram. The experiments were completed by SHW-III hydrate electroacoustic testing device (as illustrated in <xref ref-type="fig" rid="F1">Figure&#x20;1</xref>), which can meet the requirements of image observation, temperature and pressure measurement. In these experiments, the temperature regulation system, pressure regulation system, fluid control system and data acquisition system of the device are mainly involved (<xref ref-type="bibr" rid="B51">Wei et&#x20;al., 2021</xref>). The main body of the setup is the NGH reactor, where gas hydrate is generated and decomposed. The side wall of the reactor encloses the inside of the reactor into a cylindrical space, and the upper and lower parts of the reactor vessel are sealed by the steel cover of the pressure regulation system. The working pressure range of 0&#x223c;30&#xa0;MPa and the temperature range of &#x2212;6&#xb0;C&#x223c;25&#xb0;C in the reactor are considered acceptable. To keep the temperature constant, the hydrate reaction vessel is submerged into the water bath temperature regulation system, to a closed system where the reactor enclosed by a customized cylindrical cooling jacket. Industrial alcohol and water are mixed in a certain proportion and added to the water bath device. The temperature in the reaction kettle is adjusted by the water bath, and monitored by thermocouples (accuracy 0.05% of reading). Continuous commissioning of the water bath temperature regulation system is required according to the experimental conditions to ensure that the temperature meets the requirements. The pressure regulation system is composed of confining pressure regulation system, axial pressure regulation system and gas pressure regulation system. The experiments in this manuscript only need to adjust the gas pressure regulation system to provide the necessary pressure conditions for the phase equilibria measurement of NGH. The fluid control system mainly consists of a vacuum pump, a pressure stabilizing pump and a gas cylinder. The gas flow rate and pressure in the system can be adjusted by using pressure stabilizing pump and gas cylinder after the air in the reactor is vacuumed by vacuum pump. The data acquisition system controls the setting of axial pressure and confining pressure by computer, and automatically records the parameters in the process of experiments. The purity of the gas used in the experiment is 99.9%, which was provided by Huate Gas Co., Ltd. and the distilled water was self-made in the laboratory.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Schematic diagram of experimental apparatus for hydrate reaction. Hydrate cores were not used in this manuscript, and the confining pressure regulation system and axial pressure regulation system for core deformation test was not&#x20;used.</p>
</caption>
<graphic xlink:href="fenrg-09-743296-g001.tif"/>
</fig>
<p>The phase equilibrium temperature of hydrate was determined by decomposition method, and the specific method was carried out according to the following steps.<list list-type="simple">
<list-item>
<p>1) Prepare the experimental system. Clean the reactor with deionized water, then wipe and clean the unit with a wet&#x20;alcohol cotton to ensure that there are no impurities in the reactor. Calibrate the pressure and temperature sensors, and check the airtightness of valves, pipes and reactors with gas leak detector and soapy water. Vacuum after connecting the re-actor to the line, check and ensure the integrity of the device.</p>
</list-item>
<list-item>
<p>2) Hydrate preparation. After preliminary checking the device, an appropriate amount of distilled water is added into the reactor (about 5&#xa0;ml water for acid gas reaction and 30&#xa0;ml water for general gas reaction). Thereafter, the valves of the inlet pipeline are opened and the single or multi-component gas is injected into the pump. To keep the pressure in the reactor constant, the fluid control system is set to adjust the pressure automatically with the change of the pressure in the reactor. Gas leak detector is used to check the tightness of the device at the line interface. After all the preliminary, the refrigeration device is turned on to reduce the temperature, and the hydrate began to form after reaching the appropriate setting temperature.</p>
</list-item>
<list-item>
<p>3) Hydrate decomposition and phase equilibrium temperature measurement. When the gas hydrate is formed, the temperature in the reactor is controlled to be constant, and the pressure is reduced to the level when only a small amount of hydrate does not decomposed (stage 1). When the hydrate does not decompose in 3&#x2013;4&#xa0;h under stable temperature and pressure, the pressure in the reactor was reduced by a micro pressure gradient (0.1&#xa0;MPa) to find the temperature and pressure where the hydrate can decompose completely (stage 2). This process needs to be repeated many times, and the obtained temperature and pressure are phase equilibrium points.</p>
</list-item>
<list-item>
<p>4) Data measurement and recording. The temperature in the reactor, the pressure 1 on the inlet side of the reactor, the pressure 2 on the outlet side of the core are automatically measured and stored. The equilibrium pressure is the average of the above two pressures.</p>
</list-item>
</list>
</p>
<p>To achieve the experimental purpose, the reaction experiments of two kinds of pure gases and four kinds of mixed gases were designed according to the experimental method, and the phase equilibrium tests of 6 different gas components were carried out under different experimental pressure and temperature, and totally 24 groups of experiments were completed. Repeated tests were carried out to avoid accidental errors in the measurement of phase equilibrium pressure. Nevertheless, some systematic errors are unavoidable. For examples, the pressure difference between the pressure sensors at the inlet and outlet of the reactor is about 0.02&#x223c;0.05&#xa0;MPa due their performance differences. Moreover, the pressure in the reactor changes slightly during the experiments because the gas expands with the decrease of pressure and the hydrate decomposes into gas. The pressure stabilizing pump minimizes this effect, and it is found that this error is acceptable. From the point view of experimental temperature, studies have shown that the actual marine hydrates are mostly distributed in the water depth of 300&#x2013;2000&#xa0;m and exist in the reservoir within 300&#xa0;m below the seabed (<xref ref-type="bibr" rid="B44">Sun et&#x20;al., 2021a</xref>; <xref ref-type="bibr" rid="B45">Sun et&#x20;al., 2021b</xref>). In submarine pipeline at cold climates or offshore production, the pressure and temperature ranges are also in line with the actual conditions. So it is believed that the temperature range is reasonable and sufficient in this&#x20;study.</p>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Thermodynamic Calculation of Pure Gas Hydrate</title>
<p>Taking CH<sub>4</sub> and CO<sub>2</sub> as examples, the phase equilibria of sI hydrate formed by pure gas were calculated by using the thermodynamic model mentioned above. The thermodynamic calculations carried out in this paper are obtained from FORTRAN code, in which the results of dynamic simulation are used (<xref ref-type="bibr" rid="B20">Kvamme and Tanaka, 1995</xref>; <xref ref-type="bibr" rid="B18">Kvamme et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B19">Kvamme, 2019</xref>). As seen in <xref ref-type="fig" rid="F2">Figure&#x20;2</xref>, the equilibrium curve in the temperature range of 273.17&#x2013;289.05&#xa0;K is shown. Note that the black and blue lines respectively represent the equilibrium curves of CH<sub>4</sub> hydrate and CO<sub>2</sub> hydrate predicted in this paper, and the black and blue dots are the reference values of the phase equilibrium of CH<sub>4</sub> hydrate and CO<sub>2</sub> hydrate respectively (<xref ref-type="bibr" rid="B9">De Roo et&#x20;al., 1983</xref>; <xref ref-type="bibr" rid="B34">Ohgaki et&#x20;al., 1993</xref>; <xref ref-type="bibr" rid="B26">Mei et&#x20;al., 1996</xref>; <xref ref-type="bibr" rid="B11">Fan and Guo, 1999</xref>; <xref ref-type="bibr" rid="B38">Seo et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B52">Yang et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B46">Sun et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B27">Mohammadi et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B29">Mu and von Solms, 2018a</xref>). The figure shows 10 groups of phase equilibrium temperature and pressure measured in the formation and decomposition experiments of CH<sub>4</sub> hydrate and CO<sub>2</sub> hydrate in the high-pressure reactor. The standard deviation of experimental data is represented by error bars. Notably, the blue line shows a sudden change at 283.15K, which is due to the increased density of guest molecules as part of CO<sub>2</sub> turns to liquid at higher pressures. The point at which hydrates, liquid water, liquid carbon dioxide and gaseous carbon dioxide coexist is known as the quadruple point, beyond which the pressure to hydrate increases. The temperature and pressure corresponding to the quadruple point have been straightened out in many literatures. Ohgaki et&#x20;al. (<xref ref-type="bibr" rid="B34">Ohgaki et&#x20;al., 1993</xref>) found this phenomenon and thought it is caused by liquid carbon dioxide. <xref ref-type="fig" rid="F2">Figure&#x20;2</xref> shows some of his experimental data. However, more studies lack the data and explanation on the right side of the quadruple point when calculating the phase equilibrium, and even ignore&#x20;it.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Comparison of predicted phase equilibrium curves of pure CH<sub>4</sub> hydrate and CO<sub>2</sub> hydrate with literature values (<xref ref-type="bibr" rid="B9">De Roo et&#x20;al., 1983</xref>; <xref ref-type="bibr" rid="B34">Ohgaki et&#x20;al., 1993</xref>; <xref ref-type="bibr" rid="B26">Mei et&#x20;al., 1996</xref>; <xref ref-type="bibr" rid="B11">Fan and Guo, 1999</xref>; <xref ref-type="bibr" rid="B38">Seo et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B52">Yang et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B46">Sun et&#x20;al., 2002</xref>; <xref ref-type="bibr" rid="B27">Mohammadi et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B29">Mu and von Solms, 2018a</xref>).</p>
</caption>
<graphic xlink:href="fenrg-09-743296-g002.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="F2">Figure&#x20;2</xref> is of guiding significance to the exploitation of NGH by CO<sub>2</sub> replacement method. Injecting CO<sub>2</sub> into the hydrate layer can not only seal it in the hydrate cage, but also replace CH<sub>4</sub>. Many research groups around the world has been tempted by the possibility of this win-win situation. However, if only the temperature and pressure at equilibrium are observed, it is easy to form the misconception that the equilibrium curve of CO<sub>2</sub> hydrate is discontinuous and that CO<sub>2</sub> hydrate is only more stable than CH<sub>4</sub> hydrate in a limited range of temperature and pressure. In fact, due to the Gibbs phase rule (F&#x3d;C&#x2212;P&#x2b;2) and the limitation of heat and mass transfer, the hydrate in natural sediments can never reach the thermodynamic equilibrium. Taking the hydrate formed by the mixtures of methane, ethane and propane containing water as an example, the number of active components C is 4 and the actively coexisting phases P is 3 (water, alkane gas and hydrate) when the adsorption phase is ignored. Then the degree of freedom F is equal to 3, and the system still cannot reach equilibrium at a given temperature and pressure. For a system as simple as the reaction of methane and water to form hydrate (F &#x3d; 2&#x2013;3&#x2b;2 &#x3d; 1), even if we specify a thermodynamic variable, the nucleation of hydrates may be blocked due to heat and mass transfer restrictions, thus resulting in slow growth of hydrate. Therefore, the equilibrium curve is the limit of hydrate stability. Decomposition of hydrate occurs either below phase equilibrium pressure or above phase equilibrium temperature. There is a competitive phase transition in the formation and dissociation of hydrate. The formation of hydrate can only occur when the free energy of hydrate is lower than that of guest molecule and water, because the thermodynamic process strives to minimize the free energy. According to the data in <xref ref-type="fig" rid="F3">Figure&#x20;3</xref>, the free energy of CO<sub>2</sub> hydrate is about 2&#xa0;kJ/mol lower than that of CH<sub>4</sub> hydrate on the left side of the quadruple point, and about 1.83&#xa0;kJ/mol lower than that of CH<sub>4</sub> hydrate on the right side of the quadruple point. This indicates that CO<sub>2</sub> hydrate is more stable than CH<sub>4</sub> hydrate in a wide range of temperature and pressure.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Free energy of pure CH<sub>4</sub> hydrate and CO<sub>2</sub> hydrate. The temperature range shown in the curve is 273.17&#x2013;289.05&#xa0;K.</p>
</caption>
<graphic xlink:href="fenrg-09-743296-g003.tif"/>
</fig>
<p>
<xref ref-type="table" rid="T1">Table&#x20;1</xref> and <xref ref-type="table" rid="T2">Table&#x20;2</xref> show the calculated phase transition data of pure CH<sub>4</sub> hydrate and CO<sub>2</sub> hydrate, where &#x394;H<sub>w</sub> and &#x394;H<sub>i</sub> respectively represent the contribution of water and guest molecules to the enthalpy change, and G is the Gibbs free energy. <xref ref-type="table" rid="T3">Table&#x20;3</xref> is the decomposition enthalpy of methane hydrate reported by relevant scholars. The enthalpy of hydrate formation (or decomposition) is calculated by calculating the enthalpy change of structural water and guest molecules respectively. The enthalpy change value is negative, indicating formation, and positive, indicating decomposition. According to <xref ref-type="table" rid="T1">Table&#x20;1</xref>, the average enthalpy of decomposition (or formation) of methane hydrate is 53.32&#xa0;kJ/mol and the average value of Gibbs energy is &#x2212;46.26&#xa0;kJ/mol within the range of 273.17&#x2013;289.05&#xa0;K. Similarly, as shown in <xref ref-type="table" rid="T2">Table&#x20;2</xref>, the average enthalpy of decomposition (or formation) of carbon dioxide hydrate is 63.48&#xa0;kJ/mol, and the average value of Gibbs energy is &#x2212;48.18&#xa0;kJ/mol. <xref ref-type="table" rid="T3">Table&#x20;3</xref> is the decomposition enthalpy of methane hydrate reported by relevant scholars. The enthalpy of hydrate formation (or decomposition) is calculated by calculating the enthalpy change of structural water and guest molecules respectively. The enthalpy change value is negative, indicating formation, and positive, indicating decomposition. According to <xref ref-type="table" rid="T1">Table&#x20;1</xref>, the average enthalpy of decomposition (or formation) of methane hydrate is 53.32&#xa0;kJ/mol and the average value of Gibbs energy is &#x2212;46.26&#xa0;kJ/mol within the range of 273.17&#x2013;289.05&#xa0;K. Similarly, as shown in <xref ref-type="table" rid="T2">Table&#x20;2</xref>, the average enthalpy of decomposition (or formation) of carbon dioxide hydrate is 63.48&#xa0;kJ/mol, and the average value of Gibbs energy is &#x2212;48.18&#xa0;kJ/mol.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Data of methane hydrate phase transition (partial).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">T (K)</th>
<th align="left">P (MPa)</th>
<th align="left">&#x394;H<sub>
<italic>w</italic>
</sub> (kJ/mol)</th>
<th align="left">&#x394;H<sub>
<italic>i</italic>
</sub> (kJ/mol)</th>
<th align="left">&#x394;H (kJ/mol)</th>
<th align="left">G (kJ/mol)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">273.17</td>
<td align="char" char=".">2.52</td>
<td align="char" char=".">38.68</td>
<td align="char" char=".">18.38</td>
<td align="char" char=".">57.06</td>
<td align="char" char=".">-46.14</td>
</tr>
<tr>
<td align="left">275.50</td>
<td align="char" char=".">3.23</td>
<td align="char" char=".">37.81</td>
<td align="char" char=".">18.21</td>
<td align="char" char=".">56.02</td>
<td align="char" char=".">-46.16</td>
</tr>
<tr>
<td align="left">277.26</td>
<td align="char" char=".">3.89</td>
<td align="char" char=".">37.23</td>
<td align="char" char=".">18.04</td>
<td align="char" char=".">55.27</td>
<td align="char" char=".">-46.18</td>
</tr>
<tr>
<td align="left">279.37</td>
<td align="char" char=".">4.87</td>
<td align="char" char=".">36.57</td>
<td align="char" char=".">17.79</td>
<td align="char" char=".">54.36</td>
<td align="char" char=".">-46.21</td>
</tr>
<tr>
<td align="left">281.87</td>
<td align="char" char=".">6.37</td>
<td align="char" char=".">35.85</td>
<td align="char" char=".">17.40</td>
<td align="char" char=".">53.25</td>
<td align="char" char=".">-46.24</td>
</tr>
<tr>
<td align="left">283.29</td>
<td align="char" char=".">7.43</td>
<td align="char" char=".">35.45</td>
<td align="char" char=".">17.13</td>
<td align="char" char=".">52.58</td>
<td align="char" char=".">-46.26</td>
</tr>
<tr>
<td align="left">285.05</td>
<td align="char" char=".">9.04</td>
<td align="char" char=".">34.97</td>
<td align="char" char=".">16.73</td>
<td align="char" char=".">51.70</td>
<td align="char" char=".">-46.28</td>
</tr>
<tr>
<td align="left">285.81</td>
<td align="char" char=".">9.84</td>
<td align="char" char=".">34.77</td>
<td align="char" char=".">16.54</td>
<td align="char" char=".">51.34</td>
<td align="char" char=".">-46.29</td>
</tr>
<tr>
<td align="left">286.45</td>
<td align="char" char=".">10.59</td>
<td align="char" char=".">34.60</td>
<td align="char" char=".">16.36</td>
<td align="char" char=".">50.96</td>
<td align="char" char=".">-46.30</td>
</tr>
<tr>
<td align="left">287.35</td>
<td align="char" char=".">11.77</td>
<td align="char" char=".">34.36</td>
<td align="char" char=".">16.08</td>
<td align="char" char=".">50.44</td>
<td align="char" char=".">-46.32</td>
</tr>
<tr>
<td align="left">288.84</td>
<td align="char" char=".">14.14</td>
<td align="char" char=".">33.97</td>
<td align="char" char=".">15.57</td>
<td align="char" char=".">49.54</td>
<td align="char" char=".">-46.34</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Data of carbon dioxide hydrate phase transition (partial).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">T (K)</th>
<th align="left">P (MPa)</th>
<th align="left">&#x394;H<sub>
<italic>w</italic>
</sub> (kJ/mol)</th>
<th align="left">&#x394;H<sub>
<italic>i</italic>
</sub> (kJ/mol)</th>
<th align="left">&#x394;H (kJ/mol)</th>
<th align="left">G (kJ/mol)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">273.17</td>
<td align="char" char=".">1.42</td>
<td align="char" char=".">45.43</td>
<td align="char" char=".">22.36</td>
<td align="char" char=".">67.79</td>
<td align="char" char=".">&#x2212;48.15</td>
</tr>
<tr>
<td align="left">275.50</td>
<td align="char" char=".">1.83</td>
<td align="char" char=".">44.10</td>
<td align="char" char=".">22.35</td>
<td align="char" char=".">66.45</td>
<td align="char" char=".">&#x2212;48.21</td>
</tr>
<tr>
<td align="left">277.26</td>
<td align="char" char=".">2.25</td>
<td align="char" char=".">43.10</td>
<td align="char" char=".">22.33</td>
<td align="char" char=".">65.43</td>
<td align="char" char=".">&#x2212;48.25</td>
</tr>
<tr>
<td align="left">279.37</td>
<td align="char" char=".">2.90</td>
<td align="char" char=".">41.91</td>
<td align="char" char=".">22.31</td>
<td align="char" char=".">64.22</td>
<td align="char" char=".">&#x2212;48.30</td>
</tr>
<tr>
<td align="left">281.87</td>
<td align="char" char=".">3.98</td>
<td align="char" char=".">40.50</td>
<td align="char" char=".">22.27</td>
<td align="char" char=".">62.77</td>
<td align="char" char=".">&#x2212;48.34</td>
</tr>
<tr>
<td align="left">283.29</td>
<td align="char" char=".">9.70</td>
<td align="char" char=".">39.43</td>
<td align="char" char=".">22.02</td>
<td align="char" char=".">61.45</td>
<td align="char" char=".">&#x2212;48.09</td>
</tr>
<tr>
<td align="left">285.05</td>
<td align="char" char=".">12.63</td>
<td align="char" char=".">38.50</td>
<td align="char" char=".">21.96</td>
<td align="char" char=".">60.46</td>
<td align="char" char=".">&#x2212;48.11</td>
</tr>
<tr>
<td align="left">285.81</td>
<td align="char" char=".">14.30</td>
<td align="char" char=".">38.11</td>
<td align="char" char=".">21.94</td>
<td align="char" char=".">60.05</td>
<td align="char" char=".">&#x2212;48.12</td>
</tr>
<tr>
<td align="left">286.45</td>
<td align="char" char=".">16.02</td>
<td align="char" char=".">37.78</td>
<td align="char" char=".">21.94</td>
<td align="char" char=".">59.72</td>
<td align="char" char=".">&#x2212;48.12</td>
</tr>
<tr>
<td align="left">287.35</td>
<td align="char" char=".">19.25</td>
<td align="char" char=".">37.32</td>
<td align="char" char=".">21.97</td>
<td align="char" char=".">59.29</td>
<td align="char" char=".">&#x2212;48.13</td>
</tr>
<tr>
<td align="left">288.84</td>
<td align="char" char=".">28.45</td>
<td align="char" char=".">36.55</td>
<td align="char" char=".">22.20</td>
<td align="char" char=".">58.75</td>
<td align="char" char=".">&#x2212;48.15</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Reported values of decomposition enthalpy of methane hydrate (<xref ref-type="bibr" rid="B13">Handa, 1986</xref>; <xref ref-type="bibr" rid="B22">Lievois et&#x20;al., 1990</xref>; <xref ref-type="bibr" rid="B39">Sloan and Fleyfel, 1992</xref>; <xref ref-type="bibr" rid="B17">Kang et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B1">Anderson, 2004</xref>; <xref ref-type="bibr" rid="B37">Rydzy et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B12">Gupta et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B31">Nakagawa et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B30">Mu and von Solms, 2018b</xref>).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Source</th>
<th align="center">T (K)</th>
<th align="center">P (MPa)</th>
<th align="left">&#x394;H (kJ/mol)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Handa</td>
<td align="center">273.15</td>
<td align="center">0.10</td>
<td align="char" char=".">54.19</td>
</tr>
<tr>
<td align="left">Lievois et&#x20;al</td>
<td align="center">273.15</td>
<td align="center">&#x2014;</td>
<td align="char" char=".">54.77</td>
</tr>
<tr>
<td align="left">Sloan et&#x20;al</td>
<td align="center">273.15</td>
<td align="center">0.10</td>
<td align="char" char=".">56.90</td>
</tr>
<tr>
<td align="left">Kang et&#x20;al</td>
<td align="center">273.15</td>
<td align="center">0.10</td>
<td align="char" char=".">56.84</td>
</tr>
<tr>
<td align="left">Rydzy et&#x20;al</td>
<td align="center">271.00</td>
<td align="center">15.00</td>
<td align="char" char=".">51.60</td>
</tr>
<tr>
<td align="left">Nakagawa et&#x20;al</td>
<td align="center">279.00&#x2013;282.00</td>
<td align="center">5.00</td>
<td align="char" char=".">55.30</td>
</tr>
<tr>
<td align="left">Gupta et&#x20;al</td>
<td align="center">280.60&#x2013;291.65</td>
<td align="center">5.50&#x2013;19.30</td>
<td align="char" char=".">54.44</td>
</tr>
<tr>
<td align="left">Mu et&#x20;al</td>
<td align="center">275.54&#x2013;286.35</td>
<td align="center">3.163&#x2013;10.143</td>
<td align="char" char=".">55.01</td>
</tr>
<tr>
<td align="left">Anderson</td>
<td align="center">274.00&#x2013;318.00</td>
<td align="center">2.85&#x2013;311.12</td>
<td align="char" char=".">53.50</td>
</tr>
<tr>
<td align="left">Experimental data</td>
<td align="center">273.17&#x2013;289.05</td>
<td align="center">2.52&#x2013;14.15</td>
<td align="char" char=".">53.32</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="disp-formula" rid="e16">Eq. 16</xref> is used to calculate the mean square error (MSE). The smaller the MSE, the higher the accuracy of the prediction model to describe the real data. The results show that the MSE of 5 methane hydrate phase equilibrium pressure points is 3.57% MPa<sup>2</sup> and that of carbon dioxide hydrate phase equilibrium pressure on the left side of the quadruple point is 1.32% MPa<sup>2</sup>, which is lower than 5% MPa<sup>2</sup>. On the other hand, the relative error between the average decomposition enthalpy of methane hydrate calculated in this paper and the 9 average enthalpy data values reported in <xref ref-type="table" rid="T3">Table&#x20;3</xref> is only 2.6% (<xref ref-type="bibr" rid="B13">Handa, 1986</xref>; <xref ref-type="bibr" rid="B22">Lievois et&#x20;al., 1990</xref>; <xref ref-type="bibr" rid="B39">Sloan and Fleyfel, 1992</xref>; <xref ref-type="bibr" rid="B17">Kang et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B1">Anderson, 2004</xref>; <xref ref-type="bibr" rid="B37">Rydzy et&#x20;al., 2007</xref>; <xref ref-type="bibr" rid="B12">Gupta et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B31">Nakagawa et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B30">Mu and von Solms, 2018b</xref>). It can be seen that the modified model by Kvamme and Tanaka is of high reliability, which can accurately predict the phase equilibrium of methane hydrate and carbon dioxide hydrate within a wide range of temperature and pressure.<disp-formula id="e16">
<mml:math id="m26">
<mml:mrow>
<mml:mtext>MSE</mml:mtext>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mn>1</mml:mn>
<mml:mtext>n</mml:mtext>
</mml:mfrac>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mtext>n</mml:mtext>
</mml:munderover>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mrow>
<mml:mo>(</mml:mo>
<mml:mrow>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mtext>c</mml:mtext>
<mml:mtext>.</mml:mtext>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2212;</mml:mo>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mtext>e</mml:mtext>
<mml:mtext>.</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
<mml:mo>)</mml:mo>
</mml:mrow>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msup>
</mml:mrow>
</mml:mstyle>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(16)</label>
</disp-formula>where <inline-formula id="inf11">
<mml:math id="m27">
<mml:mrow>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mtext>c</mml:mtext>
<mml:mtext>.</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf12">
<mml:math id="m28">
<mml:mrow>
<mml:msubsup>
<mml:mi>x</mml:mi>
<mml:mi>i</mml:mi>
<mml:mrow>
<mml:mtext>e</mml:mtext>
<mml:mtext>.</mml:mtext>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> represent the calculated and measured values of the model, respectively.</p>
</sec>
<sec id="s3-2">
<title>Phase Equilibrium Diagram of Methane Containing Gas Hydrate</title>
<p>CH<sub>4</sub> and common gases, such as C<sub>2</sub>H<sub>6</sub>, C<sub>3</sub>H<sub>8</sub>, N<sub>2</sub>, H<sub>2</sub>S, CO<sub>2</sub>, etc. are mixed to form multi-component gases which can react with water to form hydrate under low temperature and high pressure. The type of hydrate formed depends on gas composition, concentration and temperature and pressure conditions. Compared with pure gas hydrate, the formation mechanism of multi-component gas hydrates is more complex and there may be structural transformation of sI hydrate and sII hydrate. The main components of natural gas, such as CH<sub>4</sub>, C<sub>2</sub>H<sub>6</sub>, CO<sub>2</sub> and H<sub>2</sub>S, are usually the object molecules of interest in the industrial field (<xref ref-type="bibr" rid="B15">Jamaluddin et&#x20;al., 1991</xref>). The existence of CO<sub>2</sub> and H<sub>2</sub>S, which are the strong hydrate forming components, is the key problem in flow assurance. Some gas fields in China, such as Puguang gas field and Yuanba gas field, have a high content of H<sub>2</sub>S and CO<sub>2</sub> in the produced gas, and hydrate can be formed under relatively low pressure and relatively high temperature, which is easy to cause hydrate blockage in the production system. Consequently, there is a need to predict and draw the phase equilibrium curves of multi-component gases at different mole fraction ratio for engineers and researchers who want to consult the diagrams at any time. But before that happens, the validation of the theoretical model is very necessary. In <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>, we use the proposed method to compare the results with those obtained by classical techniques used in industry or academia, and some experimental data for hydrate equilibria involving multicomponent gas mixtures with CH<sub>4</sub> in literature (<xref ref-type="bibr" rid="B33">Noaker and Katz, 1954</xref>; <xref ref-type="bibr" rid="B43">Sun and Chen, 2005</xref>). When comparing literature data and predictions, the perfect matching of our work with experimental data is not the ultimate goal. Because anyone who wants to use this model can make the prediction more accurate by adjusting the Langmuir constant and associated interaction parameters. To our delight, the comparison between the equilibrium pressures of methane containing gas mixture and the measured experimental data in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref> shows good consistency and stability. Accordingly, it can be confirmed that the model systems is considered to be accurate enough within the scope of this&#x20;work.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Estimated and experimental hydrate equilibrium pressures for a system of <bold>(A)</bold> 96.89&#xa0;mol% methane and 3.11&#xa0;mol% hydrogen sulfate (<xref ref-type="bibr" rid="B33">Noaker and Katz, 1954</xref>), and <bold>(B)</bold> 82.45&#xa0;mol% methane, 10.77&#xa0;mol% carbon dioxide, and 6.78&#xa0;mol% hydrogen sulfate (<xref ref-type="bibr" rid="B43">Sun and Chen, 2005</xref>).</p>
</caption>
<graphic xlink:href="fenrg-09-743296-g004.tif"/>
</fig>
<p>In this paper, taking CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x3001;CH<sub>4</sub>&#x2b;C<sub>2</sub>H<sub>6</sub>&#x3001;CH<sub>4</sub>&#x2b;H<sub>2</sub>S&#x3001;CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S as examples, the phase equilibria of methane mixed with CO<sub>2</sub>, C<sub>2</sub>H<sub>6</sub> and H<sub>2</sub>S in different molar ratios were analyzed in the temperature range of 273.17&#x2013;289.05&#xa0;K. When calculating the phase equilibria of the methane containing system, the mole fraction of the gas component meets the normalization condition. As shown in <xref ref-type="fig" rid="F5">Figure&#x20;5</xref>, the phase equilibrium curves of methane containing multicomponent gases at different mole fraction ratios were predicted. The uncertainty of the measurement is marked with error bars, and the pressure at the same temperature was tested twice to ensure that the measurement error is within an acceptable range. The curves of different line-types and colors show the phase equilibrium curves of different gas ratios, and the red dots are the experimental value. In the low temperature and high pressure environment, the molecules with the lowest free energy and the lowest pressure needed to fill the cavity participate in the nucleation to form a stable hydrate structure firstly based on the law of thermodynamics, and then other metastable gas molecules fill the cavity to continue to grow. CO<sub>2</sub> molecules in sI hydrate mainly enter large cavities. Although it has been found that it can exist in small cavities, the conditions required are rather harsh. It is still unclear whether the structure of small cavity filled with CO<sub>2</sub> molecule will be formed at the temperature above 0&#xb0;C, which is beneficial to the structural stability of hydrate. Therefore, in this paper, CH<sub>4</sub> mainly fills the small cavity of sI hydrate structure, C<sub>2</sub>H<sub>6</sub> and CO<sub>2</sub> fill the large cavity, while H<sub>2</sub>S can not only fill the large cavity, but also exist stably in the small cavity.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Hydrate Phase equilibrium diagram of methane containing gases at different mole fraction ratios.</p>
</caption>
<graphic xlink:href="fenrg-09-743296-g005.tif"/>
</fig>
<p>One would have to investigate mixed hydrates with certain CO<sub>2</sub> contents in order to determine what is stable and what is not. From only investigating pure methane and pure CO<sub>2</sub> hydrates one cannot simply say that under certain conditions only methane or only CO<sub>2</sub> would go into the hydrate structure, as always mixed hydrates would form if CO<sub>2</sub> and CH<sub>4</sub> are together in a mixture with water. <xref ref-type="fig" rid="F5">Figure&#x20;5A</xref> is the phase equilibrium diagram of the hydrate formed by the mixtures of CH<sub>4</sub> and CO<sub>2</sub> at different mole fraction ratios. In the sI hydrate formed by CH<sub>4</sub>&#x2b;CO<sub>2</sub> binary gas, CH<sub>4</sub> mainly occupies the small cavity, while CO<sub>2</sub> occupies the large cavity, which is more stable than pure gas hydrate. The phase equilibrium pressure of gas mixture changes differently before and after the quadrupole point of CO<sub>2</sub>, and the phase splitting at the quadrupole affects the phase equilibrium conditions. It can be seen that when the temperature is lower than 283.15&#xa0;K, with the increase of CO<sub>2</sub> proportion in CH<sub>4</sub> gas, the corresponding phase equilibrium pressure at the same temperature decreases, and with the accumulation of CO<sub>2</sub> concentration in the mixtures, the pressure drop caused by increasing the same CO<sub>2</sub> proportion becomes smaller and smaller. On the contrary, when the temperature is higher than 283.15&#xa0;K, with the increase of CO<sub>2</sub> ratio, the corresponding phase equilibrium pressure increases at the same temperature, and the increase of CO<sub>2</sub> ratio leads to the increase of pressurization amplitude.</p>
<p>The hydrate formation mechanism of CH<sub>4</sub>&#x2b; C<sub>2</sub>H<sub>6</sub> system is different from that of CH<sub>4</sub>&#x2b; H<sub>2</sub>S, but it shows similar trends in phase equilibrium curve. CH<sub>4</sub> and C<sub>2</sub>H<sub>6</sub> form sI hydrate with their pure gas, but their mixed gas can be transformed into sII structure when the composition of CH<sub>4</sub> is in the range of 75&#x2013;99&#xa0;mol% (<xref ref-type="bibr" rid="B21">Kwon et&#x20;al., 2014</xref>). The unit cell is composed of 16&#x20;12-hedral and 8&#x20;16-hedral cages of water molecules in sII hydrate, which is more stable than sI structure. More detailed studies related to structural transformation can be found in (<xref ref-type="bibr" rid="B41">Subramanian et&#x20;al., 2000a</xref>; <xref ref-type="bibr" rid="B42">Subramanian et&#x20;al., 2000b</xref>). Unlike ethane, hydrogen sulfide hydrolyzes in the presence of water, producing HS<sup>&#x2212;</sup>, trace amounts of S<sup>2-</sup>, and positively charged hydrogen atoms. And under appropriate temperature and pressure, the stability of cage structure can be ensured by the action of dipole moment and Coulomb force. <xref ref-type="fig" rid="F5">Figure&#x20;5B</xref> and <xref ref-type="fig" rid="F5">Figure&#x20;5C</xref> are the phase equilibrium diagrams of sI hydrate formed by CH<sub>4</sub>&#x2b;C<sub>2</sub>H<sub>6</sub> binary gas system and CH<sub>4</sub>&#x2b;H<sub>2</sub>S binary gas system at different mole fraction ratios, respectively. We can see from the figures that, compared with hydrate phase equilibrium of pure CH<sub>4</sub>, with the increase of C<sub>2</sub>H<sub>6</sub> or H<sub>2</sub>S ratio in binary gas mixtures, the corresponding phase equilibrium pressure at the same temperature decreases, and with the accumulation of C<sub>2</sub>H<sub>6</sub> or H<sub>2</sub>S in the mixtures, the pressure drop caused by increasing the same C<sub>2</sub>H<sub>6</sub> or H<sub>2</sub>S ratio becomes smaller and smaller.</p>
<p>
<xref ref-type="fig" rid="F5">Figure&#x20;5D</xref> shows the phase equilibrium diagrams of hydrate formation from CH<sub>4</sub>, CO<sub>2</sub> and H<sub>2</sub>S ternary mixtures at different mole fraction ratios. It can be seen from <xref ref-type="fig" rid="F5">Figure&#x20;5D</xref> that in the temperature range of 273.17&#x2013;289.05 K, if the CH<sub>4</sub> content in the mixtures remains unchanged (90&#xa0;mol%), the higher the CO<sub>2</sub> content is, the lower the average value of Gibbs energy is, and the corresponding phase equilibrium pressure is higher at the same temperature. If the ratio of CO<sub>2</sub> and H<sub>2</sub>S remains unchanged, the lower the content of CH<sub>4</sub>, the lower the mean free energy and the lower the corresponding phase equilibrium pressure at the same temperature. Compared with the CH<sub>4</sub>&#x2b;CO<sub>2</sub> binary mixtures system, H<sub>2</sub>S not only reduces the equilibrium pressure, but also reduces the influence of liquid CO<sub>2</sub> on the equilibrium system to some extent. Therefore, the pressure mutation in the CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S ternary mixtures system is relatively moderate. The deviation of the predicted results may be due to the underestimated effect of small molecule gas adsorption into small pores on the reduction of the formation pressure of hydrogen sulfide hydrate. Our calculations show that the magnitudes of MSE are respectively 1.2, 4.8, 15.12 and 9.20% MPa<sup>2</sup> for CH<sub>4</sub>&#x2b;CO<sub>2</sub>, CH<sub>4</sub>&#x2b;C<sub>2</sub>H<sub>6</sub>, CH<sub>4</sub>&#x2b;H<sub>2</sub>S and CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S systems, in which 14 hydrate phase equilibrium pressure data are used. Even though remarkable deviations occur for the higher temperature regions in the presence of hydrogen sulfide, the agreement is sufficiently fair for analysis of hydrate formation and decomposition in reservoirs and pipelines.</p>
<p>H<sub>2</sub>S can enter both large and small cavities simultaneously. When it enters the cavity of the hydrate, the positive hydrogen atom and the negative oxygen atom in the inner wall of the cavity attract each other by Coulomb force, which increases the stability of the hydrate. Thus, the hydrate equilibrium conditions are shifted to areas where it is more likely to be generated or decomposed. Therefore, the phase equilibrium data of hydrate in the system of 90% CH<sub>4</sub>&#x2b;10% C<sub>2</sub>H<sub>6</sub> (also CO<sub>2</sub> and H<sub>2</sub>S) were compared in this paper, and the free energy was calculated. The results are shown in <xref ref-type="table" rid="T4">Table&#x20;4</xref>. It can be seen from the table that the hydrate free energy of the binary system under the same conditions is CH<sub>4</sub>&#x2b;H<sub>2</sub>S system &#x3c; CH<sub>4</sub>&#x2b;C<sub>2</sub>H<sub>6</sub> system &#x3c; CH<sub>4</sub>&#x2b;CO<sub>2</sub> system. These three values have little difference in within the uncertainties of their determination, so they are just a simple description of a small change&#x20;here.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Calculated results of free energy of hydrate in 90&#xa0;mol% CH<sub>4</sub>&#x2b;10&#xa0;mol% C<sub>2</sub>H<sub>6</sub>/CO<sub>2</sub>/H<sub>2</sub>S system. G in the table represents Gibbs free energy.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">T (K)</th>
<th align="left">G<sub>C1</sub> (kJ/mol)</th>
<th align="left">G<sub>C1&#x2b;H2S</sub> (kJ/mol)</th>
<th align="left">G<sub>C1&#x2b; C2</sub> (kJ/mol)</th>
<th align="left">G<sub>C1&#x2b;CO2</sub> (kJ/mol)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">273.17</td>
<td align="char" char=".">&#x2212;46.14</td>
<td align="char" char=".">&#x2212;47.12</td>
<td align="char" char=".">&#x2212;46.52</td>
<td align="char" char=".">&#x2212;46.45</td>
</tr>
<tr>
<td align="left">275.50</td>
<td align="char" char=".">&#x2212;46.16</td>
<td align="char" char=".">&#x2212;47.02</td>
<td align="char" char=".">&#x2212;46.49</td>
<td align="char" char=".">&#x2212;46.46</td>
</tr>
<tr>
<td align="left">277.26</td>
<td align="char" char=".">&#x2212;46.18</td>
<td align="char" char=".">&#x2212;46.92</td>
<td align="char" char=".">&#x2212;46.49</td>
<td align="char" char=".">&#x2212;46.47</td>
</tr>
<tr>
<td align="left">279.37</td>
<td align="char" char=".">&#x2212;46.21</td>
<td align="char" char=".">&#x2212;46.87</td>
<td align="char" char=".">&#x2212;46.50</td>
<td align="char" char=".">&#x2212;46.48</td>
</tr>
<tr>
<td align="left">281.87</td>
<td align="char" char=".">&#x2212;46.24</td>
<td align="char" char=".">&#x2212;46.85</td>
<td align="char" char=".">&#x2212;46.50</td>
<td align="char" char=".">&#x2212;46.49</td>
</tr>
<tr>
<td align="left">283.29</td>
<td align="char" char=".">&#x2212;46.26</td>
<td align="char" char=".">&#x2212;46.86</td>
<td align="char" char=".">&#x2212;46.49</td>
<td align="char" char=".">&#x2212;46.36</td>
</tr>
<tr>
<td align="left">285.05</td>
<td align="char" char=".">&#x2212;46.28</td>
<td align="char" char=".">&#x2212;46.89</td>
<td align="char" char=".">&#x2212;46.48</td>
<td align="char" char=".">&#x2212;46.38</td>
</tr>
<tr>
<td align="left">285.81</td>
<td align="char" char=".">&#x2212;46.29</td>
<td align="char" char=".">&#x2212;46.90</td>
<td align="char" char=".">&#x2212;46.48</td>
<td align="char" char=".">&#x2212;46.39</td>
</tr>
<tr>
<td align="left">286.45</td>
<td align="char" char=".">&#x2212;46.30</td>
<td align="char" char=".">&#x2212;46.91</td>
<td align="char" char=".">&#x2212;46.48</td>
<td align="char" char=".">&#x2212;46.40</td>
</tr>
<tr>
<td align="left">287.35</td>
<td align="char" char=".">&#x2212;46.32</td>
<td align="char" char=".">&#x2212;46.93</td>
<td align="char" char=".">&#x2212;46.47</td>
<td align="char" char=".">&#x2212;46.41</td>
</tr>
<tr>
<td align="left">288.84</td>
<td align="char" char=".">&#x2212;46.34</td>
<td align="char" char=".">&#x2212;46.97</td>
<td align="char" char=".">&#x2212;46.46</td>
<td align="char" char=".">&#x2212;46.42</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>In the present study, the effects of different mole fractions of CO<sub>2</sub>, C<sub>2</sub>H<sub>6</sub> and H<sub>2</sub>S on the phase equilibrium of methane hydrate by the hydrate electroacoustic testing device were mainly investigated, and the thermodynamic parameters such as decomposition or formation enthalpy and free energy of hydrate were calculated and analyzed by using the modified Kvamme-Tanaka thermodynamic model. The thermodynamic process of hydrate decomposition and formation in methane containing system was analyzed and some new and accurate experimental data, calculated results and phase equilibrium curves of methane containing system have been obtained. Due to the consideration of the interaction between the motion of guest molecules and the vibration of crystal lattice, the model exhibits a good performance. The magnitudes of MSE percent are respectively 1.2, 4.8, 15.12 and 9.20&#xa0;MPa<sup>2</sup> for CH<sub>4</sub>&#x2b;CO<sub>2</sub>, CH<sub>4</sub>&#x2b;C<sub>2</sub>H<sub>6</sub>, CH<sub>4</sub>&#x2b;H<sub>2</sub>S and CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S systems, and the values are as low as 3.57 and 1.32&#xa0;MPa<sup>2</sup> for pure methane and carbon dioxide, respectively. Accordingly, the model systems is considered to be accurate enough within the scope of this work. The results are discussed from three aspects: theoretical analysis, numerical calculation and laboratory experiment. In the range of 273.17&#x2013;289.05&#xa0;K, the average decomposition enthalpies of CH<sub>4</sub> hydrate and CO<sub>2</sub> hydrate are 53.32&#xa0;kJ/mol and 63.48&#xa0;kJ/mol, respectively, and the average value of Gibbs free energy is &#x2212;46.26&#xa0;kJ/mol and &#x2212;48.18&#xa0;kJ/mol, respectively. The free energy of CO<sub>2</sub> hydrate is 2&#xa0;kJ/mol lower than that of CH<sub>4</sub> hydrate on the left side of the quadruple point, and 1.83&#xa0;kJ/mol lower than that of CH<sub>4</sub> hydrate after the quadruple point. CO<sub>2</sub> hydrate is more stable than CH<sub>4</sub> hydrate in a wide range of temperature and pressure. Additionally, with the increase of the mole ratio of C<sub>2</sub>H<sub>6</sub> or H<sub>2</sub>S in the binary system containing methane, the equilibrium pressure of hydrate decreases at the same temperature. When the temperature is lower than 283.15&#xa0;K, the corresponding phase equilibrium pressure decreases with the increase of the molar ratio of CO<sub>2</sub> in CH<sub>4</sub>&#x2b;CO<sub>2</sub> binary system, but the reverse trend appears when the temperature is higher than 283.15&#xa0;K. In the ternary system of CH<sub>4</sub>&#x2b;CO<sub>2</sub>&#x2b;H<sub>2</sub>S mixtures, the higher the CO<sub>2</sub> content is, the lower the average value of Gibbs energy is, and the higher the phase equilibrium pressure is at the same temperature. The lower the CH<sub>4</sub> content, the lower the average value of Gibbs energy and the lower the phase equilibrium pressure at the same temperature. This study is helpful for engineers and technicians to accurately and conveniently estimate the thermodynamic parameters of hydrate, which is of great significance to the safe production and efficient development of hydrate.</p>
</sec>
</body>
<back>
<sec id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>HL performed the experiments, simulations, thermodynamic calculations and wrote the manuscript. YD designed the study and revised the whole manuscript. JP organized the database, assisted in research design, manuscript writing and review. NW contributed in project management, experimental design and manuscript review process. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>The research is supported by the 111 Project (D21025), National Key Research and Development Program (2019YFC0312300), National Natural Science Foundation Item of China (U20B6005-05, 51874252) and Open Fund of State Key Laboratory Of Oil and Gas Reservoir Geology and Exploitation (Southwest Petroleum University) (PLN 2021&#x2013;02, PLN 2021&#x2013;03, PLN201816).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>Author HL is employed by CNOOC (China) Co., Ltd. Hainan, Haikou. </p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>The authors would like to express their gratitude to the researchers of Southwest Petroleum University, especially professor Kvamme and his colleagues for their guidance.</p>
</ack>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
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