<?xml version="1.0" encoding="utf-8"?>
<!DOCTYPE article
  PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.1 20151215//EN" "https://jats.nlm.nih.gov/publishing/1.1/JATS-journalpublishing1.dtd">
<article article-type="research-article" dtd-version="1.1" specific-use="sps-1.9" xml:lang="en" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
	<front>
		<journal-meta>
			<journal-id journal-id-type="publisher-id">dyna</journal-id>
			<journal-title-group>
				<journal-title>DYNA</journal-title>
				<abbrev-journal-title abbrev-type="publisher">Dyna rev.fac.nac.minas</abbrev-journal-title>
			</journal-title-group>
			<issn pub-type="ppub">0012-7353</issn>
			<issn pub-type="epub">2346-2183</issn>
			<publisher>
				<publisher-name>Universidad Nacional de Colombia</publisher-name>
			</publisher>
		</journal-meta>
		<article-meta>
			<article-id pub-id-type="doi">10.15446/dyna.v91n233.112977</article-id>
			<article-categories>
				<subj-group subj-group-type="heading">
					<subject>Articles</subject>
				</subj-group>
			</article-categories>
			<title-group>
				<article-title>CEMPRI, a primary cementing software for vertical onshore wells as a tool for petroleum engineering education</article-title>
				<trans-title-group xml:lang="es">
					<trans-title>CEMPRI, un software de cementación primaria para pozos verticales terrestres como herramienta para la educación en ingeniería petrolera</trans-title>
				</trans-title-group>
			</title-group>
			<contrib-group>
				<contrib contrib-type="author">
					<contrib-id contrib-id-type="orcid">0000-0001-9981-6154</contrib-id>
					<name>
						<surname>Jiménez-Moreno</surname>
						<given-names>Marcos Andrés</given-names>
					</name>
					<xref ref-type="aff" rid="aff1"><sup>a</sup></xref>
				</contrib>
				<contrib contrib-type="author">
					<contrib-id contrib-id-type="orcid">0000-0002-3037-3188</contrib-id>
					<name>
						<surname>Hernández-Barajas</surname>
						<given-names>José Roberto</given-names>
					</name>
					<xref ref-type="aff" rid="aff1"><sup>a</sup></xref>
				</contrib>
				<contrib contrib-type="author">
					<contrib-id contrib-id-type="orcid">0000-0002-7864-1778</contrib-id>
					<name>
						<surname>Jiménez-Hernández</surname>
						<given-names>José del Carmen</given-names>
					</name>
					<xref ref-type="aff" rid="aff2"><sup>b</sup></xref>
				</contrib>
				<contrib contrib-type="author">
					<contrib-id contrib-id-type="orcid">0000-0002-6770-5596</contrib-id>
					<name>
						<surname>Laines-Canepa</surname>
						<given-names>José Ramón</given-names>
					</name>
					<xref ref-type="aff" rid="aff1"><sup>a</sup></xref>
				</contrib>
			</contrib-group>
			<aff id="aff1">
				<label>a</label>
				<institution content-type="original"> División de Ciencias Biológicas, Universidad Juárez Autónoma de Tabasco, Tabasco, México. majimenez.tc@uttab.edu.mx, roberto.hernandez@ujat.mx, jose.laines@ujat.mx</institution>
				<institution content-type="normalized">Universidad Juárez Autónoma de Tabasco</institution>
				<institution content-type="orgname">Universidad Juárez Autónoma de Tabasco</institution>
				<addr-line>
					<city>Tabasco</city>
				</addr-line>
				<country country="MX">México</country>
				<email>majimenez.tc@uttab.edu.mx</email>
				<email>roberto.hernandez@ujat.mx</email>
				<email>jose.laines@ujat.mx</email>
			</aff>
			<aff id="aff2">
				<label>b</label>
				<institution content-type="original"> Instituto de Física y Matemáticas. Universidad Tecnológica de la Mixteca. Huajuapan de León, Oaxaca, México. jcjim@mixteco.utm.mx</institution>
				<institution content-type="normalized">Universidad Tecnológica de la Mixteca. Huajuapan de León</institution>
				<institution content-type="orgdiv1">Instituto de Física y Matemáticas</institution>
				<institution content-type="orgname">Universidad Tecnológica de la Mixteca. Huajuapan de León</institution>
				<addr-line>
					<city>Oaxaca</city>
				</addr-line>
				<country country="MX">México</country>
				<email>jcjim@mixteco.utm.mx</email>
			</aff>
			<pub-date date-type="pub" publication-format="electronic">
				<day>01</day>
				<month>09</month>
				<year>2025</year>
			</pub-date>
			<pub-date date-type="collection" publication-format="electronic">
				<season>Jul-Sep</season>
				<year>2024</year>
			</pub-date>
			<volume>91</volume>
			<issue>233</issue>
			<fpage>58</fpage>
			<lpage>65</lpage>
			<history>
				<date date-type="received">
					<day>15</day>
					<month>02</month>
					<year>2024</year>
				</date>
				<date date-type="rev-recd">
					<day>22</day>
					<month>07</month>
					<year>2024</year>
				</date>
				<date date-type="accepted">
					<day>29</day>
					<month>07</month>
					<year>2024</year>
				</date>
			</history>
			<permissions>
				<license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/" xml:lang="en">
					<license-p>This is an open-access article distributed under the terms of the Creative Commons Attribution License</license-p>
				</license>
			</permissions>
			<abstract>
				<title>Abstract</title>
				<p>The use of simulation software applicable to the various stages of petroleum engineering facilitates decision-making and, at the same time, minimizes possible failures, problems, and incidents during each well intervention. In addition, a computer tool provides the user with instant and accurate results that can be used during personnel training and higher education. The objective of the present work was to develop an open-source computational tool with a graphical, numerical, and schematic interface to facilitate the teaching and learning of operations related to primary cementing. The tool considers four sections: (a) wellbore diagram, (b) identification of the relation between volumetry and the geometric design of the well, (c) integration of the mechanical state with the number of intervals, slurry design, and operating characteristics of the pumps, and (d) the wellbore diagram integrated by drilling, displacement and slurry fluids, according to each of the cementing stages. Among the results, it was combined programming with specialized technical and scientific material, considering academic and field experience characteristics. The program is a versatile tool that integrates the general mechanical state and each of the five stages with a maximum depth of 5,000 m. </p>
			</abstract>
			<trans-abstract xml:lang="es">
				<title>Resumen</title>
				<p>El uso de software de simulación aplicable a las distintas etapas de la ingeniería petrolera facilita la toma de decisiones y, al mismo tiempo, minimiza posibles fallas, problemas e incidentes durante cada intervención en el pozo. Además, una herramienta informática proporciona al usuario resultados instantáneos y precisos que pueden utilizarse durante la formación del personal y la educación superior. El objetivo del presente trabajo fue desarrollar una herramienta computacional de código abierto con una interfaz gráfica, numérica y esquemática para facilitar la enseñanza y el aprendizaje de operaciones relacionadas con la cementación primaria. La herramienta considera cuatro secciones: (a) diagrama de pozo, (b) identificación de la relación entre volumetría y diseño geométrico del pozo, (c) integración del estado mecánico con el número de intervalos, diseño de lechada y características operativas del pozo, las bombas, y (d) el diagrama de pozo integrado por los fluidos de perforación, desplazamiento y lodo, según cada una de las etapas de cementación. Entre los resultados, se combinó programación con material técnico y científico especializado, considerando características académicas y de experiencia de campo. El programa es una herramienta versátil que integra el estado mecánico general y cada una de las cinco etapas con una profundidad máxima de 5.000 m. </p>
			</trans-abstract>
			<kwd-group xml:lang="en">
				<title>Keywords:</title>
				<kwd>onshore oil well</kwd>
				<kwd>primary cementing</kwd>
				<kwd>software</kwd>
				<kwd>wellbore diagram</kwd>
				<kwd>casing</kwd>
			</kwd-group>
			<kwd-group xml:lang="es">
				<title>Palabras clave:</title>
				<kwd>pozos petroleros terrestres</kwd>
				<kwd>cementación primaria</kwd>
				<kwd>estado mecánico</kwd>
				<kwd>tubería de revestimiento</kwd>
			</kwd-group>
			<counts>
				<fig-count count="8"/>
				<table-count count="3"/>
				<equation-count count="0"/>
				<ref-count count="35"/>
				<page-count count="8"/>
			</counts>
		</article-meta>
	</front>
	<body>
		<sec sec-type="intro">
			<title>1. Introduction</title>
			<p>The use of simulation software applicable to the various stages of petroleum engineering allows for maximizing decision-making and, in parallel, minimizing possible failures, problems, and incidents during each intervention. Furthermore, a computer tool provides the user with instant and accurate results that can be used during personnel training and education. Several researchers have studied the effective displacement of drilling fluid by cement slurry and the mixing of the two fluids during primary cementing operations [<xref ref-type="bibr" rid="B1">1</xref>-<xref ref-type="bibr" rid="B3">3</xref>]. The first 2D annular displacement simulator was introduced in 1990; however, the industry has kept its attention on the issue of mud displacement for the last 60 years [<xref ref-type="bibr" rid="B4">4</xref>]. </p>
			<p>Various studies have described the importance of cementing, software development, automation, and several operations in the petroleum industry. Among these, primary cementing is the most important task performed during well completion. This involves depositing a specific amount of cement slurry in the space between the drilled formations and the casing pipes installed inside the well [<xref ref-type="bibr" rid="B5">5</xref>]. The primary purpose of this operation is to provide zonal isolation, improve wellbore stability, seal off oil and gas in the formation, and prevent uncontrolled flows that could occur at the wellhead [<xref ref-type="bibr" rid="B6">6</xref>-<xref ref-type="bibr" rid="B8">8</xref>]. To ensure the integrity of oil wells, it is essential to avoid problems during primary cementing and before any additional thermal, mechanical, and/or chemical loads are applied [<xref ref-type="bibr" rid="B9">9</xref>]. Significant losses of mud or slurry into the formation can have a negative impact on the petroleum industry, the economy, the integrity, and the life cycle of the well [<xref ref-type="bibr" rid="B10">10</xref>]. It is essential to carry out primary cementing activities with profound knowledge of the actual behavior of the fluids in the wellbore. Otherwise, a possible change in the turbulent flow profile might occur, reducing the isolation between the edge of the formation and the pipes [<xref ref-type="bibr" rid="B11">11</xref>]. The efficiency of the displacement process is influenced by several factors, including the condition of the well, the formulation and properties of the drilling fluid and cement (including the spacer and flushing fluid), and the flow regime during displacement, among others [<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>]. If the pipes were corroded or damaged, it could lead to contamination of the hydrocarbon flowing to the surface or it could be conducted to an area of lower pressure. Cementing aims to protect the outer walls of the pipes against blows during the drilling process and to create a seal between the areas of lost circulation. Hence, primary cementing is vital during wellbore completion.</p>
			<p>The importance of a primary cementing system for personal computers as support for the soundness of cementing jobs has been identified by [<xref ref-type="bibr" rid="B14">14</xref>]. They also justified the development of this system by pointing out that it saves operation time and simplifies decision-making. However, Villegas-Javier later identified that the development and execution of integral cementing in wells with severe conditions, such as reduced annular spaces and depressed zones, are current technical challenges in the Mexican petroleum industry [<xref ref-type="bibr" rid="B15">15</xref>], while [<xref ref-type="bibr" rid="B16">16</xref>] consider that investigating displacement efficiency is crucial for improving the quality of cementing. Visual Basic is one of the most used programming languages in engineering, as it is frequently used for simulator development in the petroleum industry. According to [<xref ref-type="bibr" rid="B17">17</xref>], engineers can develop various applications using Visual Basic, which is an easy-to-learn and flexible programming tool that can be tailored to their needs. For instance, an interactive pipe selection and laying software with commonly used engineering physical units was developed using Visual Basic [<xref ref-type="bibr" rid="B18">18</xref>]. Additionally, [<xref ref-type="bibr" rid="B19">19</xref>] mentions that the Shell &quot;SPOT&quot; software has its origins in Microsoft Excel's Visual Basic, while Utsalo et al. [<xref ref-type="bibr" rid="B20">20</xref>] created a Microsoft Excel Visual Basic application for casing selection.</p>
			<p>Primary cementing involves complex calculations and considerations, which can be overwhelming even with the availability of sufficient information, tools, physical and chemical characteristics of additives, and laboratory equipment for slurry design. The purpose of this work is to develop an open-source computational tool with a graphical, numerical, and schematic interface to simplify the teaching and learning of primary cementing-related operations.</p>
		</sec>
		<sec sec-type="methods">
			<title>2. Methodology of the CEMPRI software development</title>
			<p>The software was developed by following the steps outlined below: i) Firstly, a wellbore diagram is created, which includes the wellbore, casing, and liner as per the oil well design. ii) The relationship between the volumetric equations for annular, internal, and total volume is established based on the geometric design of the well. iii) The following factors are then integrated to develop the software: wellbore volumetry, slurry design, percentage of each slurry additive, operating characteristics of the mud pumps (liner diameter, rod diameter, and length, volumetric efficiency), volume of displacement fluids, rheology, and others. iv) Finally, a wellbore diagram is created that includes drilling, displacement, and slurry fluids, as per each cementing stage. The CEMPRI software is developed using the methodology described in the specialized literature for the training of engineering and operational technical personnel in the field of drilling and well maintenance [<xref ref-type="bibr" rid="B21">21</xref>]. This is shown in the flow diagram in <xref ref-type="fig" rid="f1">Fig. 1</xref>. </p>
			<p>
				<fig id="f1">
					<label>Figure 1</label>
					<caption>
						<title>Functional structure of the software.</title>
					</caption>
					<graphic xlink:href="2346-2183-dyna-91-233-58-gf1.png"/>
					<attrib>Source: Own elaboration.</attrib>
				</fig>
			</p>
			<p>The CEMPRI software was written in Visual Basic for Applications in Microsoft Excel. One of the advantages of this application is its simple and intuitive design with a comfortable and user-friendly interface. Additionally, The CEMPRI software provides clear and concise graphical data visualization.</p>
		</sec>
		<sec>
			<title>3. Cover</title>
			<p>
				<xref ref-type="fig" rid="f2">Fig. 2</xref> shows the main cover of the CEMPRI software named: “Datos del Pozo/Well Data”, requesting the following information: name, number, location, placement, and classification of the well. Additionally, the name of the engineer or technician responsible for designing the well is also required.</p>
			<p>
				<fig id="f2">
					<label>Figure 2</label>
					<caption>
						<title>Software cover screen.</title>
					</caption>
					<graphic xlink:href="2346-2183-dyna-91-233-58-gf2.jpg"/>
					<attrib>Source: CEMPRI software.</attrib>
				</fig>
			</p>
			<sec>
				<title><italic>3.1. Wellbore diagram</italic></title>
				<p>
					<xref ref-type="fig" rid="f3">Fig. 3</xref> shows the wellbore diagrams composed of the wellbore, casing, and liner (a short pipe that does not extend back to the wellhead and generally is suspended or anchored), respectively. The first case corresponds to the wellbore with five casing pipes and the second a wellbore with four pipes and a liner. The black lines represent the walls of the formations, and the yellow lines are the pipes or liner (the last pair of yellow lines, as appropriate to the design); the distance between each pair of parallel and yellow lines corresponds to the diameter of the wellbore and the outer and inner diameter of each pipe.</p>
				<p>
					<fig id="f3">
						<label>Figure 3</label>
						<caption>
							<title>Wellbore diagram with a liner and a) Five casing pipes, b) four casing pipes.</title>
						</caption>
						<graphic xlink:href="2346-2183-dyna-91-233-58-gf3.png"/>
						<attrib>Source: Own elaboration.</attrib>
					</fig>
				</p>
				<p>
					<xref ref-type="fig" rid="f4">Fig. 4</xref> begins with the upper label “Wellbore Diagram-Cementing”. The yellow boxes on the left correspond to the input data, and the ones on the upper part are for the diameters, and the initial and final depths of each stage. The lower boxes are for the outer and inner diameters of each of the casing pipes, with their respective depths. This will finally outline the wellbore diagram as follows: the yellow, green, blue, purple, and orange columns represent the annular spaces between the wellbore and the casing pipes, which will be the slurry volumes to be determined. In CEMPRI, all the labels specify variables and parameters with their respective units of measurement. These physical units correspond to those used in primary cementing operations in national drilling equipment, for example: for internal and external diameters and lengths for casing or liner pipe, inches (in) are used; for bulk cement densities, density of slurry and water in g/cm<sup>3</sup>, bags of cement in kg, drilling depth in m, annular volumes in L, among others. Furthermore, it was pertinent to use the same units that are applied in field operations.</p>
				<p>
					<fig id="f4">
						<label>Figure 4</label>
						<caption>
							<title>Data entry and wellbore diagram</title>
						</caption>
						<graphic xlink:href="2346-2183-dyna-91-233-58-gf4.jpg"/>
						<attrib>Source: CEMPRI software.</attrib>
					</fig>
				</p>
				<p>This program can represent wells with depths of up to 5,000 m. The black lines, shown below the yellow ones, indicate that drilling continues with a smaller bit diameter after the casing has been placed. This causes the pipe to have a telescopic shape and forms an annular space between the walls of the formations and their respective pipes and depths.</p>
			</sec>
			<sec>
				<title><italic>3.2. Cementing design</italic></title>
				<p>In <xref ref-type="fig" rid="f5">Fig. 5</xref>, the section titled “Cementing Operation” is comprised of five sub-sections: a) Hole-conductor and Graph 1, b) Conductor-surface and Graph 2, c) Surface-intermediate and Graph 3, d) Intermediate-production and Graph 4, e) Production-liner and Graph 5. In each of them, the volume of slurry for the annular space is determined, according to the values of the drill and pipes, allowing the user to assign an additional percentage of slurry since the annular space to be cemented is generally irregular at each stage [<xref ref-type="bibr" rid="B22">22</xref>]. The internal volume for each pipe is then determined. Using the data on slurry density, cement type, and bulk cement density, the values for the number of cement sacks, performance, and the volume of water for cementing are obtained for each stage, considering the annular volume and the additional percentage.</p>
				<p>
					<fig id="f5">
						<label>Figure 5</label>
						<caption>
							<title>Calculation section on volumetry, additives, lead and tail volume, and others.</title>
						</caption>
						<graphic xlink:href="2346-2183-dyna-91-233-58-gf5.jpg"/>
						<attrib>Source: CEMPRI software.</attrib>
					</fig>
				</p>
				<p>The “Laboratory data” section corresponds to the percentage values of each of the additives that will make up the slurry, which will allow calculating the mass of each of them to finally know the total mass of all the solid additives of the slurry mixture, as reported by [<xref ref-type="bibr" rid="B23">23</xref>] and [<xref ref-type="bibr" rid="B24">24</xref>]. Additionally, the slurry design is tested in specific areas where cement is placed, such as fractured areas or areas with low pore pressures [<xref ref-type="bibr" rid="B25">25</xref>]. During the testing, the following parameters are observed: pore pressure, fracture gradient, downhole temperature and pressure, physical properties of the formation, geometric deviation of the well, and others.</p>
				<p>The program provides five names of additives and allows the addition of up to three more additives, subject to prior laboratory approval. To determine the total volume of the slurry, the user can use two methods: The first method involves calculating the initial and final depth of the perforated stage in two intervals: lead volume and tail volume. The second method has three options: 1. The total depth of the stage is divided equally for each section, “lead and tail”; 2. The length or depth of the lead section is greater than the tail section; and 3. The length or depth of the lead section is less than the tail section.</p>
				<p>It is important to note that the program will notify the user of any errors that may occur when assigning depth and length values to the sections of the stage. This is because both values need to match the total depth of the stage. These warnings are crucial in following the observation made by [<xref ref-type="bibr" rid="B26">26</xref>], where the design of the fluids, the operating conditions of the displacement flow, and a tool that helps to understand the flow dynamics play a crucial role in achieving an efficient placement of cement.</p>
				<p>
					<xref ref-type="fig" rid="f6">Fig. 6</xref> displays the “Hole-Conductor” tab, which depicts the integration of the operation data of pumps and volumes of washing, viscous, and separating fluids. This integration helps to determine the flow rate and pumping time of duplex and triplex pumps while considering the sleeve diameter, rod diameter, and length diameter, as required by the operation [<xref ref-type="bibr" rid="B21">21</xref>]. The Fann viscometer readings at 600 rpm and 300 rpm are used to determine the flow behavior index “n”, consistency index “K”, and the critical Reynolds number. These readings are also used to find the minimum flow rate in the annular and interior space of the pipe, in case of a turbulent flow occurs.</p>
				<p>
					<fig id="f6">
						<label>Figure 6</label>
						<caption>
							<title>Calculation section on volumetry, additives, lead and tail volume, and others.</title>
						</caption>
						<graphic xlink:href="2346-2183-dyna-91-233-58-gf6.jpg"/>
						<attrib>Source: CEMPRI software.</attrib>
					</fig>
				</p>
			</sec>
			<sec>
				<title><italic>3.3. Cementing distribution</italic></title>
				<p>Effective fluid displacement during drilling operations is essential for ensuring high-quality cementing jobs. This, in turn, guarantees zonal isolation and strong bonding of the cement to the casing and formation. Incomplete mud removal can result in poor cement placement, which can cause several critical operational problems and significant environmental hazards [<xref ref-type="bibr" rid="B7">7</xref>]. Similarly, [<xref ref-type="bibr" rid="B27">27</xref>] suggested using spacer fluids to prevent drilling fluid contamination in the annular space between mud and cement. Since mud and cement are incompatible, using spacer fluids as buffers can help avoid contact between the two substances. The spacer fluids can also aid in removing mud from the annular space. The cement contains calcium that can cause the clay in the drilling fluid to flocculate, resulting in contamination if the two substances come into contact.</p>
				<p>In <xref ref-type="fig" rid="f7">Fig. 7</xref>, the numerical values for volumes, lengths, and hydrostatic pressure generated by each fluid are presented. The central image in <xref ref-type="fig" rid="f7">Fig. 7</xref> represents the distribution of different types of fluids that will move inside the casing and will be distributed in the corresponding annular space. The yellow columns in the figure represent the drilling fluid already present in the annulus, which will be displaced by the displacement fluids. In addition, the upper right graph shows “Density &amp; Time” while the lower one shows “Accumulated Flow Rate &amp; Time” during cement pumping. The program allows for adjusting the volume, density, and flow rate of the scrubber, viscous, and separator fluids to manage the free fall phenomenon mentioned in [<xref ref-type="bibr" rid="B11">11</xref>] and [<xref ref-type="bibr" rid="B28">28</xref>] during slurry placement. This is done by determining the required amounts of fluid and pumping times and setting the operating parameters for each stage. It is crucial to understand this phenomenon to avoid any misinterpretation as a loss of circulation during cementing. When planning for effective mud removal and cement placement, two main flow regimes are considered: effective turbulent flow and laminar flow [<xref ref-type="bibr" rid="B29">29</xref>]. The quality of cementing in the wellbore depends on the quality of mud displacement by the fluids injected into the annular space during the cementing work [<xref ref-type="bibr" rid="B30">30</xref>]. Optimal displacement requires knowledge of flow patterns, frictional pressure losses, and the interactions of the mud, spacers, and cement in the annular spaces [<xref ref-type="bibr" rid="B31">31</xref>]. According to [<xref ref-type="bibr" rid="B32">32</xref>], rheology plays only a minor role in these turbulent flows, although the density differences are still significant. On the other hand, cement slurry rheology and the fluid behind the casing are commonly considered as Bingham-type [<xref ref-type="bibr" rid="B33">33</xref>].</p>
				<p>
					<fig id="f7">
						<label>Figure 7</label>
						<caption>
							<title>Distribution of fluids in the wellbore, pumping profile of density, and flow rate.</title>
						</caption>
						<graphic xlink:href="2346-2183-dyna-91-233-58-gf7.jpg"/>
						<attrib>Source: CEMPRI Software.</attrib>
					</fig>
				</p>
			</sec>
		</sec>
		<sec sec-type="results|discussion">
			<title>4. Results and discussion</title>
			<p>An illustrative example was chosen to demonstrate the capabilities of the CEMPRI software, consisting of three parts. <xref ref-type="table" rid="t1">Table 1</xref> provides the input data for wellbore diagram schematization. <xref ref-type="table" rid="t2">Table 2</xref> contains the information to carry out the design and calculations of each stage to generate the diagram. The cementing space can be designed for one or two intervals, the slurry density, cement type, and the type and percentage of additives can differ between these intervals.</p>
			<p>
				<table-wrap id="t1">
					<label>Table 1</label>
					<caption>
						<title>Information that is entered into the program for the wellbore diagram.</title>
					</caption>
					<graphic xlink:href="2346-2183-dyna-91-233-58-gt1.png"/>
					<table-wrap-foot>
						<fn id="TFN1">
							<p>Source: Own elaboration.</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
			</p>
			<p>
				<table-wrap id="t2">
					<label>Table 2</label>
					<caption>
						<title>Information that is entered into the program for the wellbore diagram.</title>
					</caption>
					<graphic xlink:href="2346-2183-dyna-91-233-58-gt2.png"/>
					<table-wrap-foot>
						<fn id="TFN2">
							<p>* Quantities determined in Laboratory data as described in <xref ref-type="fig" rid="f6">Figure 6</xref>.</p>
						</fn>
						<fn id="TFN3">
							<p>Dc: Pump jacket diameter, Dv: Rod diameter, Lv: Rod length, EPM: stroke/min.</p>
						</fn>
						<fn id="TFN4">
							<p>Source: Own elaboration.</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
			</p>
			<p>The exercise example results obtained for each stage in the primary cementing are presented in <xref ref-type="table" rid="t3">Table 3</xref>. <xref ref-type="fig" rid="f8">Fig. 8</xref> comprises six images, which outline the wellbore diagram of each stage according to its design considerations and characteristics. For each of the five stages, the specific design characteristics are considered while generating the two graphs shown in <xref ref-type="fig" rid="f8">Fig. 8</xref>: &quot;Density &amp; Time&quot; and &quot;Accumulated Flow Rate &amp; Time.&quot; The wellbore diagram for the sample well is depicted in <xref ref-type="fig" rid="f8">Figure 8</xref>a. The diagram shows the annular spaces (slurry volume) for each stage in five colored rectangles: yellow, green, blue, purple, and orange. The wellbore diagram is composed of four casing pipes and a liner. For <xref ref-type="fig" rid="f8">Figures 8</xref>(b-f), the yellow color represents the drilling fluid volume, while the red, green, and purple colors correspond to the displacement fluids before and after the slurry volume. The dark green and gray colors represent lead and tail slurry volumes, respectively.</p>
			<p>
				<table-wrap id="t3">
					<label>Table 3</label>
					<caption>
						<title>Results of the primary cementing of each of the stages.</title>
					</caption>
					<graphic xlink:href="2346-2183-dyna-91-233-58-gt3.png"/>
					<table-wrap-foot>
						<fn id="TFN5">
							<p>Source: Own elaboration.</p>
						</fn>
					</table-wrap-foot>
				</table-wrap>
			</p>
			<p>
				<fig id="f8">
					<label>Figure 8</label>
					<caption>
						<title>General wellbore diagram of each stage.</title>
					</caption>
					<graphic xlink:href="2346-2183-dyna-91-233-58-gf8.jpg"/>
					<attrib>Source: CEMPRI Software.</attrib>
				</fig>
			</p>
			<p>
				<xref ref-type="fig" rid="f8">Fig. 8</xref>b corresponds to the first stage, where the volume of slurry (represented by dark green and grey lines) and the displacement fluids (shown in red, green, and purple) constitute 91.3% of the internal capacity of the pip. The remaining 8.7% is occupied by the drilling fluid (in yellow) and is present in the annular space. The second stage is represented by <xref ref-type="fig" rid="f8">Figure 8</xref>c, where the total slurry volume was divided into two equal portions referred to as “lead” and “tail”. Here, the total volume of displacement fluids (in red, green, and purple) and slurry (dark green and gray) occupy 99.2% of the internal capacity of the pipe while the remaining 0.8% is occupied by the drilling fluid (yellow). It is important to note that in this case, “Lead” Vslurry is equal to “Tail” Vslurry.</p>
			<p>The third stage is represented by <xref ref-type="fig" rid="f8">Figure 8</xref>d. At this stage, the slurry volume and displacement fluids together occupy 46.3% of the internal capacity of the pipe, while the drilling fluid occupies the remaining 53.7%. In this case, we consider “Lead” Vslurry &lt; “Tail” Vslurry.</p>
			<p>
				<xref ref-type="fig" rid="f8">Figure 8</xref>e represents the fourth stage, in which 38.9% of the internal pipe capacity is occupied by the total volume of mud and displacement fluids, while the remaining 61.1% is occupied by drilling fluid. In this case &quot;Lead&quot; Vslurry &gt; &quot;Tail&quot; Vslurry.</p>
			<p>The fifth stage corresponds to <xref ref-type="fig" rid="f8">Figure 8</xref>f, where a cemented casing (liner) is observed. This pipe is anchored at a shallower depth than the last pipe, depending on the overlap length between the last pipe and the liner.</p>
			<p>It is important to note that the physical unit of the additives that make up the slurry is the percentage symbol (%) [<xref ref-type="bibr" rid="B34">34</xref>]. Chaudhry [<xref ref-type="bibr" rid="B35">35</xref>] presents a diagram of the pipe and wellbore for each stage of the process but does not include a wellbore diagram or graphs showing the pumping and distribution of different types and volumes of fluids used for primary cementing.</p>
		</sec>
		<sec sec-type="conclusions">
			<title>5. Conclusions</title>
			<p>The CEMPRI program was created using Visual Basic for Applications in Microsoft Excel, with a macro environment. It is an efficient and useful software for instantaneously calculating primary cementing. The interface design is simple, intuitive, and easy to use, with fast communication and adaptation between the user and the program. It is a versatile tool that integrates a wellbore diagram for up to five stages, allowing for both numerical and graphical calculations individually, with a maximum depth of 5,000 m.</p>
			<p>The CEMPRI software was developed to integrate theoretical knowledge with practical activities in oil well design and field departments. The program includes wellbore schematization, diagrams, and graphics that follow the real values of the bits, casing pipes, cementing intervals, chemical materials in the slurry design, pump operating characteristics, volumes, depths, hydrostatic pressures, total hydrostatic pressure, circulation equivalent density, and much more. It is important to have prior knowledge of all these parameters and variables when conducting calculations, analyses, and interpretations. CEMPRI is an open-access academic tool that aims to become a leading program in the field.</p>
		</sec>
	</body>
	<back>
		<ref-list>
			<title>References</title>
			<ref id="B1">
				<label>[1]</label>
				<mixed-citation>[1] McLean, R.H., Manry, C.W., and Whitaker, W.W., Displacement mechanics in primary cementing. Journal of Petroleum Technology. 19, pp. 251-260, 1967. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/1488-PA">https://doi.org/10.2118/1488-PA</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>McLean</surname>
							<given-names>R.H.</given-names>
						</name>
						<name>
							<surname>Manry</surname>
							<given-names>C.W.</given-names>
						</name>
						<name>
							<surname>Whitaker</surname>
							<given-names>W.W</given-names>
						</name>
					</person-group>
					<article-title>Displacement mechanics in primary cementing</article-title>
					<source>Journal of Petroleum Technology</source>
					<volume>19</volume>
					<fpage>251</fpage>
					<lpage>260</lpage>
					<year>1967</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/1488-PA">https://doi.org/10.2118/1488-PA</ext-link>
				</element-citation>
			</ref>
			<ref id="B2">
				<label>[2]</label>
				<mixed-citation>[2] Clark, C.R., and Carter, G.L., Mud displacement with cement slurries. Journal of Petroleum Technology . 25, pp. 775-783, 1973. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/4090-PA">https://doi.org/10.2118/4090-PA</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Clark</surname>
							<given-names>C.R.</given-names>
						</name>
						<name>
							<surname>Carter</surname>
							<given-names>G.L</given-names>
						</name>
					</person-group>
					<article-title>Mud displacement with cement slurries</article-title>
					<source>Journal of Petroleum Technology</source>
					<volume>25</volume>
					<fpage>775</fpage>
					<lpage>783</lpage>
					<year>1973</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/4090-PA">https://doi.org/10.2118/4090-PA</ext-link>
				</element-citation>
			</ref>
			<ref id="B3">
				<label>[3]</label>
				<mixed-citation>[3] Haut, R.C., Collins, R.E., and Graves, W.G., Applications of a computer simulator to primary cementing. All Days, Houston, Texas, SPE-7588-MS, 1978. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/7588-MS">https://doi.org/10.2118/7588-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Haut</surname>
							<given-names>R.C.</given-names>
						</name>
						<name>
							<surname>Collins</surname>
							<given-names>R.E.</given-names>
						</name>
						<name>
							<surname>Graves</surname>
							<given-names>W.G</given-names>
						</name>
					</person-group>
					<source>Applications of a computer simulator to primary cementing</source>
					<comment>All Days, Houston, Texas, SPE-7588-MS</comment>
					<year>1978</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/7588-MS">https://doi.org/10.2118/7588-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B4">
				<label>[4]</label>
				<mixed-citation>[4] Tardy, P.M., Flamant, N.C., Lac, E., Parry, A., Sutama, C.S., and Almagro, S.P., New generation 3D simulator predicts realistic mud displacement in highly deviated and horizontal wells. Day 2 Wed, March 15, 2017, The Hague, The Netherlands, SPE, D021S011R004. 2017. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/184677-MS">https://doi.org/10.2118/184677-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Tardy</surname>
							<given-names>P.M.</given-names>
						</name>
						<name>
							<surname>Flamant</surname>
							<given-names>N.C.</given-names>
						</name>
						<name>
							<surname>Lac</surname>
							<given-names>E.</given-names>
						</name>
						<name>
							<surname>Parry</surname>
							<given-names>A.</given-names>
						</name>
						<name>
							<surname>Sutama</surname>
							<given-names>C.S.</given-names>
						</name>
						<name>
							<surname>Almagro</surname>
							<given-names>S.P</given-names>
						</name>
					</person-group>
					<source>New generation 3D simulator predicts realistic mud displacement in highly deviated and horizontal wells</source>
					<comment>Day 2 Wed, March 15, 2017, The Hague, The Netherlands, SPE, D021S011R004</comment>
					<year>2017</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/184677-MS">https://doi.org/10.2118/184677-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B5">
				<label>[5]</label>
				<mixed-citation>[5] Smith, R.C., Successful primary cementing can be a reality. Journal of Petroleum Technology . 36, pp. 1851-1858, 1984. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/13498-PA">https://doi.org/10.2118/13498-PA</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Smith</surname>
							<given-names>R.C</given-names>
						</name>
					</person-group>
					<article-title>Successful primary cementing can be a reality</article-title>
					<source>Journal of Petroleum Technology</source>
					<volume>36</volume>
					<fpage>1851</fpage>
					<lpage>1858</lpage>
					<year>1984</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/13498-PA">https://doi.org/10.2118/13498-PA</ext-link>
				</element-citation>
			</ref>
			<ref id="B6">
				<label>[6]</label>
				<mixed-citation>[6] Tardy, P.M.J., A 3D model for annular displacements of wellbore completion fluids with casing movement. Journal of Petroleum Science and Engineering 162, pp. 114-136, 2018. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.petrol.2017.11.071">https://doi.org/10.1016/j.petrol.2017.11.071</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Tardy</surname>
							<given-names>P.M.J</given-names>
						</name>
					</person-group>
					<article-title>A 3D model for annular displacements of wellbore completion fluids with casing movement</article-title>
					<source>Journal of Petroleum Science and Engineering</source>
					<volume>162</volume>
					<fpage>114</fpage>
					<lpage>136</lpage>
					<year>2018</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.petrol.2017.11.071">https://doi.org/10.1016/j.petrol.2017.11.071</ext-link>
				</element-citation>
			</ref>
			<ref id="B7">
				<label>[7]</label>
				<mixed-citation>[7] Foroushan, H.K., Lund, B., Ytrehus, J.D., and Saasen, A., Cement placement: An overview of fluid displacement techniques and modelling. Energies 14(3), art. 573, 2021. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/en14030573">https://doi.org/10.3390/en14030573</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Foroushan</surname>
							<given-names>H.K.</given-names>
						</name>
						<name>
							<surname>Lund</surname>
							<given-names>B.</given-names>
						</name>
						<name>
							<surname>Ytrehus</surname>
							<given-names>J.D.</given-names>
						</name>
						<name>
							<surname>Saasen</surname>
							<given-names>A</given-names>
						</name>
					</person-group>
					<article-title>Cement placement: An overview of fluid displacement techniques and modelling</article-title>
					<source>Energies</source>
					<volume>14</volume>
					<issue>3</issue>
					<comment>art. 573</comment>
					<year>2021</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/en14030573">https://doi.org/10.3390/en14030573</ext-link>
				</element-citation>
			</ref>
			<ref id="B8">
				<label>[8]</label>
				<mixed-citation>[8] Wu, X., Liu, J., Li, Z., Song, W., Liu, Y., Shi, Q., et al., Failure analysis of cement sheath mechanical integrity based on the statistical damage variable. ACS Omega 8, pp. 2128-2142, 2023. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1021/acsomega.2c06164">https://doi.org/10.1021/acsomega.2c06164</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Wu</surname>
							<given-names>X.</given-names>
						</name>
						<name>
							<surname>Liu</surname>
							<given-names>J.</given-names>
						</name>
						<name>
							<surname>Li</surname>
							<given-names>Z.</given-names>
						</name>
						<name>
							<surname>Song</surname>
							<given-names>W.</given-names>
						</name>
						<name>
							<surname>Liu</surname>
							<given-names>Y.</given-names>
						</name>
						<name>
							<surname>Shi</surname>
							<given-names>Q.</given-names>
						</name>
						<etal/>
					</person-group>
					<article-title>Failure analysis of cement sheath mechanical integrity based on the statistical damage variable</article-title>
					<source>ACS Omega</source>
					<volume>8</volume>
					<fpage>2128</fpage>
					<lpage>2142</lpage>
					<year>2023</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1021/acsomega.2c06164">https://doi.org/10.1021/acsomega.2c06164</ext-link>
				</element-citation>
			</ref>
			<ref id="B9">
				<label>[9]</label>
				<mixed-citation>[9] Lavrov, A., Effect of eccentric annulus, washouts, and breakouts on well cementing quality: laminar regime. Energy Procedia 86, pp. 391-400, 2016. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.egypro.2016.01.040">https://doi.org/10.1016/j.egypro.2016.01.040</ext-link>
				</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Lavrov</surname>
							<given-names>A</given-names>
						</name>
					</person-group>
					<article-title>Effect of eccentric annulus, washouts, and breakouts on well cementing quality: laminar regime</article-title>
					<source>Energy Procedia</source>
					<volume>86</volume>
					<fpage>391</fpage>
					<lpage>400</lpage>
					<year>2016</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.egypro.2016.01.040">https://doi.org/10.1016/j.egypro.2016.01.040</ext-link>
				</element-citation>
			</ref>
			<ref id="B10">
				<label>[10]</label>
				<mixed-citation>[10] Al-Maskary, S., Halim, A.A., and Al-Menhali, S., Curing losses while drilling &amp; cementing, Abu Dhabi, UAE: SPE, 2014, D041S065R002. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/171910-MS">https://doi.org/10.2118/171910-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Al-Maskary</surname>
							<given-names>S.</given-names>
						</name>
						<name>
							<surname>Halim</surname>
							<given-names>A.A.</given-names>
						</name>
						<name>
							<surname>Al-Menhali</surname>
							<given-names>S</given-names>
						</name>
					</person-group>
					<source>Curing losses while drilling &amp; cementing, Abu Dhabi, UAE: SPE</source>
					<year>2014</year>
					<comment>D041S065R002</comment>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/171910-MS">https://doi.org/10.2118/171910-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B11">
				<label>[11]</label>
				<mixed-citation>[11] Beirute, R.M., The phenomenon of free fall during primary cementing. All Days, Houston, Texas: 1984, SPE-13045-MS. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/13045-MS">https://doi.org/10.2118/13045-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Beirute</surname>
							<given-names>R.M</given-names>
						</name>
					</person-group>
					<source>The phenomenon of free fall during primary cementing</source>
					<year>1984</year>
					<comment>SPE-13045-MS</comment>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/13045-MS">https://doi.org/10.2118/13045-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B12">
				<label>[12]</label>
				<mixed-citation>[12] Hartog, J.J., Davies, D.R., and Stewart, R.B., An integrated approach for successful primary cementations. Journal of Petroleum Technology , 35, pp. 1600-1610, 1983. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/9599-PA">https://doi.org/10.2118/9599-PA</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Hartog</surname>
							<given-names>J.J.</given-names>
						</name>
						<name>
							<surname>Davies</surname>
							<given-names>D.R.</given-names>
						</name>
						<name>
							<surname>Stewart</surname>
							<given-names>R.B</given-names>
						</name>
					</person-group>
					<article-title>An integrated approach for successful primary cementations</article-title>
					<source>Journal of Petroleum Technology</source>
					<volume>35</volume>
					<fpage>1600</fpage>
					<lpage>1610</lpage>
					<year>1983</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/9599-PA">https://doi.org/10.2118/9599-PA</ext-link>
				</element-citation>
			</ref>
			<ref id="B13">
				<label>[13]</label>
				<mixed-citation>[13] Wang, C., Meng, R., Chen, Z., Yang, S., Chen, S., Yu, Y., et al., Study on the key issue in the application of nanoemulsions in preflush spacer: contamination of cement slurry by nanoemulsions. SPE Journal, (28), pp. 64-79, 2023. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/212278-PA">https://doi.org/10.2118/212278-PA</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Wang</surname>
							<given-names>C.</given-names>
						</name>
						<name>
							<surname>Meng</surname>
							<given-names>R.</given-names>
						</name>
						<name>
							<surname>Chen</surname>
							<given-names>Z.</given-names>
						</name>
						<name>
							<surname>Yang</surname>
							<given-names>S.</given-names>
						</name>
						<name>
							<surname>Chen</surname>
							<given-names>S.</given-names>
						</name>
						<name>
							<surname>Yu</surname>
							<given-names>Y.</given-names>
						</name>
						<etal/>
					</person-group>
					<article-title>Study on the key issue in the application of nanoemulsions in preflush spacer: contamination of cement slurry by nanoemulsions</article-title>
					<source>SPE Journal</source>
					<issue>28</issue>
					<fpage>64</fpage>
					<lpage>79</lpage>
					<year>2023</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/212278-PA">https://doi.org/10.2118/212278-PA</ext-link>
				</element-citation>
			</ref>
			<ref id="B14">
				<label>[14]</label>
				<mixed-citation>[14] Kulakofsky, D.S., Henry, S.R., and Porter, D., PC-based cement job design system improves primary cement jobs. All Days, New Orleans, Louisiana, SPE, 1993, pp. SPE-26261-MS. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/26261-MS">https://doi.org/10.2118/26261-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Kulakofsky</surname>
							<given-names>D.S.</given-names>
						</name>
						<name>
							<surname>Henry</surname>
							<given-names>S.R.</given-names>
						</name>
						<name>
							<surname>Porter</surname>
							<given-names>D</given-names>
						</name>
					</person-group>
					<source>PC-based cement job design system improves primary cement jobs</source>
					<comment>All Days, New Orleans, Louisiana, SPE</comment>
					<year>1993</year>
					<fpage>SPE</fpage>
					<lpage>26261-MS</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/26261-MS">https://doi.org/10.2118/26261-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B15">
				<label>[15]</label>
				<mixed-citation>[15] Villegas-Javier, M.I., Análisis y propuesta del plan de estudios de la carrera de ingeniería petrolera, MSc. Thesis, Universidad Autónoma de México. [online]. 2014. Available at: <ext-link ext-link-type="uri" xlink:href="https://hdl.handle.net/20.500.14330/TES01000719758">https://hdl.handle.net/20.500.14330/TES01000719758</ext-link>
				</mixed-citation>
				<element-citation publication-type="thesis">
					<person-group person-group-type="author">
						<name>
							<surname>Villegas-Javier</surname>
							<given-names>M.I</given-names>
						</name>
					</person-group>
					<source>Análisis y propuesta del plan de estudios de la carrera de ingeniería petrolera</source>
					<comment content-type="degree">MSc. Thesis</comment>
					<publisher-name>Universidad Autónoma de México</publisher-name>
					<year>2014</year>
					<ext-link ext-link-type="uri" xlink:href="https://hdl.handle.net/20.500.14330/TES01000719758">https://hdl.handle.net/20.500.14330/TES01000719758</ext-link>
				</element-citation>
			</ref>
			<ref id="B16">
				<label>[16]</label>
				<mixed-citation>[16] Zhang, H., Guo, J., Yang, L., Wu, P., Xue, H., and Yang, M., Optimization of cementing displacement efficiency based on circulation pressure of a shale gas horizontal well in low pressure and leakage formations. Energy Reports 8, pp. 11695-11706, 2022. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.egyr.2022.08.253">https://doi.org/10.1016/j.egyr.2022.08.253</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Zhang</surname>
							<given-names>H.</given-names>
						</name>
						<name>
							<surname>Guo</surname>
							<given-names>J.</given-names>
						</name>
						<name>
							<surname>Yang</surname>
							<given-names>L.</given-names>
						</name>
						<name>
							<surname>Wu</surname>
							<given-names>P.</given-names>
						</name>
						<name>
							<surname>Xue</surname>
							<given-names>H.</given-names>
						</name>
						<name>
							<surname>Yang</surname>
							<given-names>M</given-names>
						</name>
					</person-group>
					<article-title>Optimization of cementing displacement efficiency based on circulation pressure of a shale gas horizontal well in low pressure and leakage formations</article-title>
					<source>Energy Reports</source>
					<volume>8</volume>
					<fpage>11695</fpage>
					<lpage>11706</lpage>
					<year>2022</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.egyr.2022.08.253">https://doi.org/10.1016/j.egyr.2022.08.253</ext-link>
				</element-citation>
			</ref>
			<ref id="B17">
				<label>[17]</label>
				<mixed-citation>[17] Torres, D.E., and Anders, J.L., Using MS Visual Basic to write engineering applications. All Days, SPE, Houston, Texas, 1995, pp. SPE-30215-MS. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/30215-MS">https://doi.org/10.2118/30215-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Torres</surname>
							<given-names>D.E.</given-names>
						</name>
						<name>
							<surname>Anders</surname>
							<given-names>J.L</given-names>
						</name>
					</person-group>
					<source>Using MS Visual Basic to write engineering applications</source>
					<comment>All Days, SPE, Houston, Texas</comment>
					<year>1995</year>
					<fpage>SPE</fpage>
					<lpage>30215-MS</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/30215-MS">https://doi.org/10.2118/30215-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B18">
				<label>[18]</label>
				<mixed-citation>[18] Akpan, H.O., and Kwelle, S.O., Efficient computational method for casing string design. All Days, SPE, Abuja, Nigeria, 2005, pp. SPE-98790-MS. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/98790-MS">https://doi.org/10.2118/98790-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Akpan</surname>
							<given-names>H.O.</given-names>
						</name>
						<name>
							<surname>Kwelle</surname>
							<given-names>S.O</given-names>
						</name>
					</person-group>
					<source>Efficient computational method for casing string design</source>
					<comment>All Days, SPE, Abuja, Nigeria</comment>
					<year>2005</year>
					<fpage>SPE</fpage>
					<lpage>98790-MS</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/98790-MS">https://doi.org/10.2118/98790-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B19">
				<label>[19]</label>
				<mixed-citation>[19] Bell, M.R.G., Davies, J.B., and Simonian, S., Optimized perforation-from black art to engineering software tool. All Days, SPE, Adelaide, Australia, 2006, pp. SPE-101082-MS. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/101082-MS">https://doi.org/10.2118/101082-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Bell</surname>
							<given-names>M.R.G.</given-names>
						</name>
						<name>
							<surname>Davies</surname>
							<given-names>J.B.</given-names>
						</name>
						<name>
							<surname>Simonian</surname>
							<given-names>S</given-names>
						</name>
					</person-group>
					<source>Optimized perforation-from black art to engineering software tool</source>
					<comment>All Days, SPE, Adelaide, Australia</comment>
					<year>2006</year>
					<fpage>SPE</fpage>
					<lpage>101082-MS</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/101082-MS">https://doi.org/10.2118/101082-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B20">
				<label>[20]</label>
				<mixed-citation>[20] Utsalo, O., Olamigoke, O., and Adekuajo, C.O., An excel based casing design application. All Days, SPE, Lagos, Nigeria, 2014, pp. SPE-172466-MS. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/172466-MS">https://doi.org/10.2118/172466-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Utsalo</surname>
							<given-names>O.</given-names>
						</name>
						<name>
							<surname>Olamigoke</surname>
							<given-names>O.</given-names>
						</name>
						<name>
							<surname>Adekuajo</surname>
							<given-names>C.O</given-names>
						</name>
					</person-group>
					<source>An excel based casing design application</source>
					<comment>All Days, SPE, Lagos, Nigeria</comment>
					<year>2014</year>
					<fpage>SPE</fpage>
					<lpage>172466-MS</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/172466-MS">https://doi.org/10.2118/172466-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B21">
				<label>[21]</label>
				<mixed-citation>[21] Comisión Nacional de Hidrocarburos. Lineamientos de Perforación de Pozos. Gobierno de México. Diario Oficial de la Federación, [online]. 2017. Available at: <ext-link ext-link-type="uri" xlink:href="https://www.dof.gob.mx/nota_detalle.php?codigo=5505865">https://www.dof.gob.mx/nota_detalle.php?codigo=5505865</ext-link>
				</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<collab>Comisión Nacional de Hidrocarburos</collab>
					</person-group>
					<source>Lineamientos de Perforación de Pozos. Gobierno de México</source>
					<publisher-name>Diario Oficial de la Federación</publisher-name>
					<year>2017</year>
					<ext-link ext-link-type="uri" xlink:href="https://www.dof.gob.mx/nota_detalle.php?codigo=5505865">https://www.dof.gob.mx/nota_detalle.php?codigo=5505865</ext-link>
				</element-citation>
			</ref>
			<ref id="B22">
				<label>[22]</label>
				<mixed-citation>[22] Maleki, A., and Frigaard, I.A., Tracking fluid interfaces in primary cementing of surface casing. Physics of Fluids 30, art. 093104, 2018. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1063/1.5042260">https://doi.org/10.1063/1.5042260</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Maleki</surname>
							<given-names>A.</given-names>
						</name>
						<name>
							<surname>Frigaard</surname>
							<given-names>I.A</given-names>
						</name>
					</person-group>
					<article-title>Tracking fluid interfaces in primary cementing of surface casing</article-title>
					<source>Physics of Fluids</source>
					<volume>30</volume>
					<comment>art. 093104</comment>
					<year>2018</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1063/1.5042260">https://doi.org/10.1063/1.5042260</ext-link>
				</element-citation>
			</ref>
			<ref id="B23">
				<label>[23]</label>
				<mixed-citation>[23] Nelson, E.B., Guillot, D., eds. Well Cementing. 2nd ed. Sugar Land, Schlumberger. Texas, [online]. 2006. Available at: <ext-link ext-link-type="uri" xlink:href="https://www.slb.com/resource-library/book/well-cementing">https://www.slb.com/resource-library/book/well-cementing</ext-link>
				</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="editor">
						<name>
							<surname>Nelson</surname>
							<given-names>E.B.</given-names>
						</name>
						<name>
							<surname>Guillot</surname>
							<given-names>D</given-names>
						</name>
					</person-group>
					<source>Well Cementing</source>
					<edition>2</edition>
					<comment>Sugar Land, Schlumberger</comment>
					<publisher-loc>Texas</publisher-loc>
					<year>2006</year>
					<ext-link ext-link-type="uri" xlink:href="https://www.slb.com/resource-library/book/well-cementing">https://www.slb.com/resource-library/book/well-cementing</ext-link>
				</element-citation>
			</ref>
			<ref id="B24">
				<label>[24]</label>
				<mixed-citation>[24] Cammarata, N., and Rosero, I., CEM 2 Primary cementing. 1st ed. Cementing in Touch. Schlumberger, Sugarland, Texas, 2017, 213 P. </mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Cammarata</surname>
							<given-names>N.</given-names>
						</name>
						<name>
							<surname>Rosero</surname>
							<given-names>I</given-names>
						</name>
					</person-group>
					<source>CEM 2 Primary cementing. 1st ed. Cementing in Touch</source>
					<publisher-name>Schlumberger, Sugarland</publisher-name>
					<publisher-loc>Texas</publisher-loc>
					<year>2017</year>
					<fpage>213</fpage>
					<lpage>213</lpage>
				</element-citation>
			</ref>
			<ref id="B25">
				<label>[25]</label>
				<mixed-citation>[25] Gaurina-Međimurec, N., Pašić, B., Mijić, P., and Medved, I., Drilling fluid and cement slurry design for naturally fractured reservoirs. Applied Sciences 11, art. 767, 2021. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/app11020767">https://doi.org/10.3390/app11020767</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Gaurina-Međimurec</surname>
							<given-names>N.</given-names>
						</name>
						<name>
							<surname>Pašić</surname>
							<given-names>B.</given-names>
						</name>
						<name>
							<surname>Mijić</surname>
							<given-names>P.</given-names>
						</name>
						<name>
							<surname>Medved</surname>
							<given-names>I</given-names>
						</name>
					</person-group>
					<article-title>Drilling fluid and cement slurry design for naturally fractured reservoirs</article-title>
					<source>Applied Sciences</source>
					<volume>11</volume>
					<comment>art. 767</comment>
					<year>2021</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3390/app11020767">https://doi.org/10.3390/app11020767</ext-link>
				</element-citation>
			</ref>
			<ref id="B26">
				<label>[26]</label>
				<mixed-citation>[26] Foroushan, H.K., Ozbayoglu, E.M., and Gomes, P.J., How realistic is the calculated cementing displacement efficiency? Galveston, Texas, USA, 2020, pp. D082S000R004. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/199553-MS">https://doi.org/10.2118/199553-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Foroushan</surname>
							<given-names>H.K.</given-names>
						</name>
						<name>
							<surname>Ozbayoglu</surname>
							<given-names>E.M.</given-names>
						</name>
						<name>
							<surname>Gomes</surname>
							<given-names>P.J</given-names>
						</name>
					</person-group>
					<source>How realistic is the calculated cementing displacement efficiency?</source>
					<publisher-name>Galveston</publisher-name>
					<publisher-loc>Texas, USA</publisher-loc>
					<year>2020</year>
					<fpage>D082S000R004</fpage>
					<lpage>D082S000R004</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/199553-MS">https://doi.org/10.2118/199553-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B27">
				<label>[27]</label>
				<mixed-citation>[27] Zulqarnain, M., and Tyagi, M., Development of simulations-based correlations to predict the cement volume fraction in annular geometries after fluid displacements during primary cementing. Journal of Petroleum Science and Engineering 145, pp. 1-10, 2016. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.petrol.2016.03.012">https://doi.org/10.1016/j.petrol.2016.03.012</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Zulqarnain</surname>
							<given-names>M.</given-names>
						</name>
						<name>
							<surname>Tyagi</surname>
							<given-names>M</given-names>
						</name>
					</person-group>
					<article-title>Development of simulations-based correlations to predict the cement volume fraction in annular geometries after fluid displacements during primary cementing</article-title>
					<source>Journal of Petroleum Science and Engineering</source>
					<volume>145</volume>
					<fpage>1</fpage>
					<lpage>10</lpage>
					<year>2016</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.petrol.2016.03.012">https://doi.org/10.1016/j.petrol.2016.03.012</ext-link>
				</element-citation>
			</ref>
			<ref id="B28">
				<label>[28]</label>
				<mixed-citation>[28] Calvert, D.J., and Smith, D.K., API oilwell cementing practices. All Days, OTC, Houston, Texas, 1990, pp. OTC-6210-MS. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4043/6210-MS">https://doi.org/10.4043/6210-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="book">
					<person-group person-group-type="author">
						<name>
							<surname>Calvert</surname>
							<given-names>D.J.</given-names>
						</name>
						<name>
							<surname>Smith</surname>
							<given-names>D.K</given-names>
						</name>
					</person-group>
					<source>API oilwell cementing practices</source>
					<publisher-name>All Days, OTC</publisher-name>
					<publisher-loc>Houston, Texas</publisher-loc>
					<year>1990</year>
					<fpage>OTC</fpage>
					<lpage>6210-MS</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.4043/6210-MS">https://doi.org/10.4043/6210-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B29">
				<label>[29]</label>
				<mixed-citation>[29] Khalilova, P., Koons, B., Lawrence, D.W., and Elhancha, A., Newtonian fluid in cementing operations in deepwater wells: friend or foe? Paper presented at the SPE Annual Technical Conference and Exhibition, New Orleans, Louisiana, USA, 2013. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/166456-MS">https://doi.org/10.2118/166456-MS</ext-link>.</mixed-citation>
				<element-citation publication-type="confproc">
					<person-group person-group-type="author">
						<name>
							<surname>Khalilova</surname>
							<given-names>P.</given-names>
						</name>
						<name>
							<surname>Koons</surname>
							<given-names>B.</given-names>
						</name>
						<name>
							<surname>Lawrence</surname>
							<given-names>D.W.</given-names>
						</name>
						<name>
							<surname>Elhancha</surname>
							<given-names>A</given-names>
						</name>
					</person-group>
					<source>Newtonian fluid in cementing operations in deepwater wells: friend or foe?</source>
					<conf-name>Paper presented at the SPE Annual Technical Conference and Exhibition</conf-name>
					<conf-loc>New Orleans, Louisiana, USA</conf-loc>
					<year>2013</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/166456-MS">https://doi.org/10.2118/166456-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B30">
				<label>[30]</label>
				<mixed-citation>[30] Lavrov, A., and Torsæter, M., Physics and mechanics of primary well cementing. Springer International Publishing, 2016, 108 P. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/978-3-319-43165-9">https://doi.org/10.1007/978-3-319-43165-9</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Lavrov</surname>
							<given-names>A.</given-names>
						</name>
						<name>
							<surname>Torsæter</surname>
							<given-names>M</given-names>
						</name>
					</person-group>
					<article-title>Physics and mechanics of primary well cementing</article-title>
					<source>Springer International Publishing</source>
					<year>2016</year>
					<fpage>108</fpage>
					<lpage>108</lpage>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/978-3-319-43165-9">https://doi.org/10.1007/978-3-319-43165-9</ext-link>
				</element-citation>
			</ref>
			<ref id="B31">
				<label>[31]</label>
				<mixed-citation>[31] Enayatpour, S., Van-Oort, E., Advanced modeling of cement displacement complexities. Paper presented at the SPE/IADC Drilling Conference and Exhibition, The Hague, The Netherlands, 2017. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/184702-MS">https://doi.org/10.2118/184702-MS</ext-link>
				</mixed-citation>
				<element-citation publication-type="confproc">
					<person-group person-group-type="author">
						<name>
							<surname>Enayatpour</surname>
							<given-names>S.</given-names>
						</name>
						<name>
							<surname>Van-Oort</surname>
							<given-names>E</given-names>
						</name>
					</person-group>
					<source>Advanced modeling of cement displacement complexities</source>
					<conf-name>Paper presented at the SPE/IADC Drilling Conference and Exhibition</conf-name>
					<conf-loc>The Hague, The Netherlands</conf-loc>
					<year>2017</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/184702-MS">https://doi.org/10.2118/184702-MS</ext-link>
				</element-citation>
			</ref>
			<ref id="B32">
				<label>[32]</label>
				<mixed-citation>[32] Maleki, A., and Frigaard, I., Primary cementing of oil and gas wells in turbulent and mixed regimes. J Eng Math., 107, pp. 201-230, 2017. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s10665-017-9914-x">https://doi.org/10.1007/s10665-017-9914-x</ext-link>.</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Maleki</surname>
							<given-names>A.</given-names>
						</name>
						<name>
							<surname>Frigaard</surname>
							<given-names>I</given-names>
						</name>
					</person-group>
					<article-title>Primary cementing of oil and gas wells in turbulent and mixed regimes</article-title>
					<source>J Eng Math</source>
					<volume>107</volume>
					<fpage>201</fpage>
					<lpage>230</lpage>
					<year>2017</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s10665-017-9914-x">https://doi.org/10.1007/s10665-017-9914-x</ext-link>
				</element-citation>
			</ref>
			<ref id="B33">
				<label>[33]</label>
				<mixed-citation>[33] Lavrov, A., Lost circulation in primary well cementing. Energy Procedia. 114, pp. 5182-5192, 2017. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.egypro.2017.03.1672">https://doi.org/10.1016/j.egypro.2017.03.1672</ext-link>
				</mixed-citation>
				<element-citation publication-type="journal">
					<person-group person-group-type="author">
						<name>
							<surname>Lavrov</surname>
							<given-names>A</given-names>
						</name>
					</person-group>
					<article-title>Lost circulation in primary well cementing</article-title>
					<source>Energy Procedia</source>
					<volume>114</volume>
					<fpage>5182</fpage>
					<lpage>5192</lpage>
					<year>2017</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.egypro.2017.03.1672">https://doi.org/10.1016/j.egypro.2017.03.1672</ext-link>
				</element-citation>
			</ref>
			<ref id="B34">
				<label>[34]</label>
				<mixed-citation>[34] Vite-Rodríguez, H.M., Cementación primaria con lechadas de cemento de baja densidad en formaciones de baja presión Perú. Thesis. Universidad Nacional de Piura, Peru. [online]. 2019. Available at: <ext-link ext-link-type="uri" xlink:href="https://repositorio.unp.edu.pe/handle/UNP/1976">https://repositorio.unp.edu.pe/handle/UNP/1976</ext-link>
				</mixed-citation>
				<element-citation publication-type="thesis">
					<person-group person-group-type="author">
						<name>
							<surname>Vite-Rodríguez</surname>
							<given-names>H.M</given-names>
						</name>
					</person-group>
					<source>Cementación primaria con lechadas de cemento de baja densidad en formaciones de baja presión Perú</source>
					<comment content-type="degree">Thesis</comment>
					<publisher-name>Universidad Nacional de Piura</publisher-name>
					<publisher-loc>Peru</publisher-loc>
					<year>2019</year>
					<ext-link ext-link-type="uri" xlink:href="https://repositorio.unp.edu.pe/handle/UNP/1976">https://repositorio.unp.edu.pe/handle/UNP/1976</ext-link>
				</element-citation>
			</ref>
			<ref id="B35">
				<label>[35]</label>
				<mixed-citation>[35] Chaudhry, A.M., Development of Software application for optimization of primary cementing operations using Visual Basic. Paper presented at the SPE Annual Technical Conference and Exhibition, Dubai, UAE, September 2016. DOI: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/184485-STU">https://doi.org/10.2118/184485-STU</ext-link>
				</mixed-citation>
				<element-citation publication-type="confproc">
					<person-group person-group-type="author">
						<name>
							<surname>Chaudhry</surname>
							<given-names>A.M</given-names>
						</name>
					</person-group>
					<source>Development of Software application for optimization of primary cementing operations using Visual Basic</source>
					<conf-name>Paper presented at the SPE Annual Technical Conference and Exhibition</conf-name>
					<conf-loc>Dubai, UAE</conf-loc>
					<year>2016</year>
					<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2118/184485-STU">https://doi.org/10.2118/184485-STU</ext-link>
				</element-citation>
			</ref>
		</ref-list>
		<fn-group>
			<fn fn-type="other" id="fn5">
				<label>How to cite</label>
				<p><bold>:</bold> Jiménez-Moreno, M.A., Hernández-Barajas, J.R., Jiménez-Hernández, J.delC., and Laines-Canepa,J.R., CEMPRI, a primary cementing software for vertical onshore wells as a tool for petroleum engineering education. DYNA, 91(233), pp. 58-65, July - September, 2024.</p>
			</fn>
		</fn-group>
		<fn-group>
			<fn fn-type="other" id="fn1">
				<label>M.A. Jiménez-Moreno</label>
				<p><bold>,</bold> is a BSc. in Physics, MSc. in Hydraulic Engineering and Nanotechnology, PhD in Advanced Manufacturing. He is currently a full-time professor at the Technological University of Tabasco, Mexico, in the MSc. in Petroleum Technology and Drilling Fluids. His research area focuses on Modeling of petroleum technologies, such as drilling, drilling fluid hydraulics, cementing and oil well control. ORCID: 0000-0001-9981-6154</p>
			</fn>
			<fn fn-type="other" id="fn2">
				<label>J.R. Hernández-Barajas</label>
				<p><bold>,</bold> is a BSc. Eng. in Chemical Engineering, PhD in Chemical Engineering Sciences and a doctoral stay at the University of Western Ontario, Canada. Currently, he is full-time professor in the Universidad Juárez Autónoma de Tabasco, Mexico. Dr. Hernández's research is focused on developing physical and mathematical models for water treatment, passive energy-saving technologies, and petroleum engineering. He also analyzes computational fluid dynamics of engineering systems with environmental applications. Throughout his career, he has led and collaborated on a dozen research projects, supervising 18 undergraduate theses, 15 master's theses, and 4 doctoral theses. His scientific production includes 43 indexed scientific articles, and he currently participates in two national research networks and is a member of two professional associations. ORCID: 0000-0002-3037-3188</p>
			</fn>
			<fn fn-type="other" id="fn3">
				<label>J.C. Jiménez-Hernández</label>
				<p>, was born in México D.F. in 1979. He received the BSc. in Mathematics in 2002, from the Universidad Juárez Autónoma de Tabasco, Mexico, and the MSc. in Probability and Statistics in 2004, from the Centro de Investigación en Matemáticas, A.C., México, and PhD. in Applied Statistics in 2016, from the Colegio de Posgraduados. Since 2004, he has been a statistics professor in the Instituto de Física y Matemáticas, Universidad Tecnológica de la Mixteca, Mexico. His research interests include statistical methodology and its fundamentals, mathematical statistics and its applications, applied mathematical modeling in engineering. Prof. Jiménez-Hernández is a member of National System of Researchers of Mexico (SNI). ORCID: 0000-0002-7864-1778</p>
			</fn>
			<fn fn-type="other" id="fn4">
				<label>J.R. Laines-Canepa</label>
				<p>, is PhD in Ecology Science and Tropical Systems, is a full-time professor-researcher at the Universidad Juárez Autónoma de Tabasco (UJAT). President of the Mexican Association of Engineering Science and Environmental Management (AMICA) 2020-2021, Mexican Chapter of the Inter-American Association of Sanitary and Environmental Engineering (AIDIS). President of the Board of Honor of AMICA 2022-2023. Evaluator of the Accreditation Council for the Teaching of Engineering A.C. (CACEI). Recognition of Academic and Scientific Merit at the Universidad Juárez Autónoma de Tabasco. State Award for Ecology 2016 in the State of Tabasco. CONACYT Registry of Accredited Evaluators (RCEA). Member of the Honorable Governing Board of the UJAT. National and International Lecturer on Topics Related to Waste. ORCID: 0000-0002-6770-5596</p>
			</fn>
		</fn-group>
	</back>
</article>