<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>2519-5352</journal-id>
<journal-title><![CDATA[Revista de Medio Ambiente y Mineria]]></journal-title>
<abbrev-journal-title><![CDATA[REV. MAMYM]]></abbrev-journal-title>
<issn>2519-5352</issn>
<publisher>
<publisher-name><![CDATA[EDITORIAL UNIVERSITARIA de la Universidad Técnica de Oruro.]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S2519-53522022000200002</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Applying a flexible model for analysis of stress-strain problem in room and pillar mining]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Navarro-Torres]]></surname>
<given-names><![CDATA[Vidal Félix]]></given-names>
</name>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Vale Institute of Technology (ITV). Ouro Preto  ]]></institution>
<addr-line><![CDATA[ ]]></addr-line>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2022</year>
</pub-date>
<volume>7</volume>
<numero>2</numero>
<fpage>10</fpage>
<lpage>16</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.bo/scielo.php?script=sci_arttext&amp;pid=S2519-53522022000200002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.bo/scielo.php?script=sci_abstract&amp;pid=S2519-53522022000200002&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.bo/scielo.php?script=sci_pdf&amp;pid=S2519-53522022000200002&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract In room and pillar (R&P) mining, the procedures adopted to design mine panels are based on the safety factor (SF) of pillars. For this reason, is so important to study the geological and geomechanical behavior of the areato be mined. The use of a mathematical model allows identifying problematic áreas and to test different configurations in a safe manner. This paper shows the development and application of a flexible and automatic routine to quantify the safety in R&P mining in terms of SF and room convergence (RC). The commercial software package FLAC3D was used to implement a computational routine in FISH language capable of representing in a fast and accurate way the main characteristics of the geomechanical conditions, lithology and geometrical features of a R&P mining project automatically. In order to show the capabilities of the routine developed here, a case of study was performed in a manganese ore mine.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Resumen En la minería de cámaras y pilares (R&P), los procedimientos adoptados para diseñar los paneles de la mina se basan en el factor de seguridad (SF) de los pilares. Por ello, es tan importante estudiar el comportamiento geológico y geomecánico de la zona que se va a minar. El uso de un modelo matemático permite identificar las zonas problemáticas y probar diferentes configuraciones de forma segura. Este trabajo muestra el desarrollo y la aplicación de una rutina flexible y automática para cuantificar la seguridad en la minería R&P en términos de SF y de convergencia de salas (RC). Se utilizó el paquete de software comercial FLAC3D para implementar una rutina computacional en lenguaje FISH capaz de representar de forma rápida y precisa las principales características de las condiciones geomecánicas, la litología y las características geométricas de un proyecto de minería R&P de forma automática. Para mostrar las capacidades de la rutina aquí desarrollada, se realizó un caso de estudio en una mina de mineral de manganeso.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[mining]]></kwd>
<kwd lng="en"><![CDATA[room]]></kwd>
<kwd lng="en"><![CDATA[pillar]]></kwd>
<kwd lng="en"><![CDATA[numerical model]]></kwd>
<kwd lng="en"><![CDATA[ore]]></kwd>
<kwd lng="en"><![CDATA[recovery]]></kwd>
<kwd lng="es"><![CDATA[minería]]></kwd>
<kwd lng="es"><![CDATA[sala]]></kwd>
<kwd lng="es"><![CDATA[pilar]]></kwd>
<kwd lng="es"><![CDATA[modelo numérico]]></kwd>
<kwd lng="es"><![CDATA[mineral]]></kwd>
<kwd lng="es"><![CDATA[recuperación]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="right"><font size="2" face="Verdana, Arial, Helvetica, sans-serif"><strong>ART&Iacute;CULOS ORIGINALES</strong></font></p>     <p align="right">&nbsp;</p>     <p align="center"><font size="4" face="Verdana, Arial, Helvetica, sans-serif"><a><b>Applying a flexible model for analysis of  stress-strain problem in room and pillar mining </b></a></font></p>     <p align="justify">&nbsp;</p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Navarro-Torres, Vidal Félix<sup>1</sup></b><sup></sup></font>    <br> <font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>1</sup> Vale Institute of Technology (ITV). Ouro Preto - MG - Brasil, (<a href="vidal.torres@itv.org" target="_blank">vidal.torres@itv.org</a>)</font></p>     <p align="center">&nbsp;</p>     <p align="center">&nbsp;</p> <hr> <font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Abstract</b></font>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In room and pillar (R&amp;P) mining, the procedures adopted to design mine panels are based on the safety factor (SF) of pillars. For this reason, is so important to study the geological and geomechanical behavior of the areato be mined. The use of a mathematical model allows identifying problematic áreas and to test different configurations in a safe manner. This paper shows the development and application of a flexible and automatic routine to quantify the safety in R&amp;P mining in terms of SF and room convergence (RC). The commercial software package FLAC3D was used to implement a computational routine in FISH language capable of representing in a fast and accurate way the main characteristics of the geomechanical conditions, lithology and geometrical features of a R&amp;P mining project</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">automatically. In order to show the capabilities of the routine developed here, a case of study was performed in a</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">manganese ore mine.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Keywords:</b> mining, room, pillar, numerical model, ore, recovery.</font></p> <hr>     ]]></body>
<body><![CDATA[<p align="justify"><font size="2"><b><font face="Verdana, Arial, Helvetica, sans-serif">Resumen</font></b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">En la minería de cámaras y pilares (R&amp;P), los procedimientos adoptados para diseñar los paneles de la mina se basan en el factor de seguridad (SF) de los pilares. Por ello, es tan importante estudiar el comportamiento geológico y geomecánico de la zona que se va a minar. El uso de un modelo matemático permite identificar las zonas problemáticas y probar diferentes configuraciones de forma segura. Este trabajo muestra el desarrollo y la aplicación de una rutina flexible y automática para cuantificar la seguridad en la minería R&amp;P en términos de SF y de convergencia de salas (RC). Se utilizó el paquete de software comercial FLAC3D para implementar una rutina computacional en lenguaje FISH capaz de representar de forma rápida y precisa las principales características de las condiciones geomecánicas, la litología y las características geométricas de un proyecto de minería R&amp;P de forma automática. Para mostrar las capacidades de la rutina aquí desarrollada, se realizó un caso de estudio en una mina de mineral de manganeso. </font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Palabras clave: </b>minería, sala, pilar, modelo numérico, mineral, recuperación.</font></p> <hr>     <p align="justify">&nbsp;</p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b>1.   Introduction</b></font></p>     <p align="center">&nbsp;</p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Room-and-pillar (R&amp;P) mining is a mining method whereby the material of a series of crossing rooms (horizontal linear openings) is extracted, leaving pillars of ore, rock, or coal in place between the rooms. In hard rock masses, pillars are usually much smaller horizontally than rooms. According to Idris et al. (2015) a pillar can be defined as the in-situ rock mass between two or more underground openings. Pillars can be composed only by ore, or by ore and waste when the ore body presents small thickness. In some cases, this type of mining may need the use of ground support systems such as cable bolting or any other.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Because of underground openings are supported by pillars containing ore, it is very important to define a pillar with the smallest cross-sectional área possible and compatible with the room's stability, considering the traffic of mining equipment. This optimum configuration allows increasing the ore recovery. However, the optimum size of pillars (which guarantee stable rooms) depends on the active load on the pillar and also on its strength. The evaluation procedure of the stability of the pillars and rooms should be carried out by the estimation of the SF. Traditional strength-based pillar design requires estimates of pillar stress and pillar strength. The safety factor for the pillar is then calculated dividing pillar strength by the acting pillar stress. The definition of what constitutes an acceptable SF depends on the tolerable risk against failure (Bullock, 2011).</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The method described above needs some simplifying assumptions such as stress averaging over the section of the pillar or arbitrary strain reductions (Idris et al. 2015). The use of numerical methods can helps us to avoid these simplifications in an efficient way using, for example, the strength reduction method SRM. The SRM uses a proportional reduction of the strength parameters up to reaching a limit equilibrium condition. This method is implemented in its three-dimensional versión in commercial software packages such as FLAC3D (Itasca Consulting Group Inc., 2012), among others.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">On the other hand, the safety of rooms can be evaluated using a convergence limit approach given that a failure event is commonly characterized by a specific target limit valué (absolute or relative) of the sum of the inwards displacements of the roof and the floor. The room convergence (roof-floor convergence) can be measured at its critical position, i.e. located in the intersection of the two orthogonal rooms for regular geometries.</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Both features described above, i.e. safety factor and room convergence, can be obtained from a flexible numerical model automatically to serve as input parameter for further decisión analyses. Thus, this paper describes the implementation of the flexible model built using the commercial software package FLAC3D (Itasca Consulting Group Inc., 2012) as well as its application to a real case study in a manganese ore mine.</font></p>     <p align="justify">&nbsp;</p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b>2.   Numerical modelling</b></font></p>     <p align="center">&nbsp;</p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">According to Coulthard (1999), numerical modelling can assist the geotechnical engineer in designing underground excavations and support systems. If extensive geological and geotechnical data are available, then comprehensive predictions of deformations, stability and support loads can be made by numerical stress analyses. If not, the model can still be used to perform parametric studies, providing insight into the possible range of responses of a system, given the likely ranges for the various parameters</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Brandani (2011) cites the main objectives of numerical methods regarding to pillar's design as:</font></p>     <blockquote>       <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">•&nbsp; &nbsp; &nbsp;Obtaining   an   estímate   of load  capacity   or máximum permissible load;</font></p>       <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">•&nbsp; &nbsp; &nbsp;Geometric   configuration   appropriate   to   the estimated stress field;</font></p>       <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">•&nbsp; &nbsp; &nbsp;Determination ofmodes of rupture;</font></p>       ]]></body>
<body><![CDATA[<p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">•&nbsp; &nbsp; &nbsp;Retro-analysis of rock mass properties based on instrumentation data.</font></p> </blockquote>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>2.1. Constitutive model description</b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In computational modelling, two constitutive models are commonly used: Mohr-Coulomb (MC) and generalized   Hoek-Brown   (HB)   with   elasto-plástic </font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">behavior (Navarro Torres, 2003). Relating the failure criteria, the Mohr-Coulomb criterion can be expressed as a function of the axial (major) principal stress ct'i for different valúes of confining (minor) stress &sigma; <sub>3</sub>, according to Equation 1, which includes the rock mass strength and the k factor:</font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura01.png" width="141" height="32"></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where k is the slope factor and <i>&sigma;<sub>cm</sub> </i>the uniaxial compressive strength UCS of the rock mass. The k factor is the slope of the line obtained when representing  &sigma; <sub>1</sub> as a function of &sigma; <sub>3</sub> and it depends on the friction angle &phi; of the rock mass:</font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura02.png" width="339" height="50"></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The uniaxial compressive strength <i>&sigma;<sub>cm </sub></i>of the rock mass is calculated using Equation 3, as function of cohesión C and friction angle <i>&Phi;:</i></font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura03.png" width="304" height="49"></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Hoek e Brown (1980) aimed to represent the failure of rock masses through an empirical criterion in terms of major and minor principal stresses. The original Hoek-Brown criterion was defined by the following equation:</font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura04.png" width="323" height="70"></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where <i>&sigma;<sub>1 </sub></i>and<i> &sigma;<sub>3</sub></i> are the major and minor effective principal stresses at failure; <i>&sigma;<sub>ci</sub></i> the UCS of the intact rock; and, m and s are material constants which depend on rock properties. For intact rock, s = 1. When there is no lateral confinement (<i>&sigma;<sub>3</sub></i>= 0) and s = 1 (laboratory), the uniaxial tensile strength of the rock or rock mass is determined considering <i>&sigma;<sub>1</sub></i> = 0, and <i>&sigma;<sub>3</sub></i>= <i>&sigma;<sub>1</sub></i> resulting the follow equation:</font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura05.png" width="337" height="32"></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Later, Hoek et al. (2002) presented the Generalized Hoek-Brown criterion which includes not only results from laboratory but valúes observed from observed failures in fractured rock masses in a non-linear manner. This non-linear criterion can be described according to Eq.</font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura06.png" width="327" height="57"></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura07.png" width="321" height="163"></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The deformability of the rock mass was estimated using the Hoek and Diederichs (2006) formulation:</font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura08.png" width="307" height="46"></p>     <p><font size="2" face="Verdana, Arial, Helvetica, sans-serif">where E<i><sub>i</sub></i> is the modulus of deformability of the intact rock  estimated as:</font></p>     <p align="center"><img src="../img/revistas/mamym/v7n2/a02_figura09.png" width="261" height="32"></p>     <p align="left"><font size="2" face="Verdana, Arial, Helvetica, sans-serif">where MR is the  modulus reduction factor</font></p>     ]]></body>
<body><![CDATA[<p align="center"><font size="3"><b><font face="Verdana, Arial, Helvetica, sans-serif">2.2 Modeling routine </font></b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The great amount of information necessary to build a robust numerical model along with the necessity of evaluating diverse mining situation made necessary the development of a flexible tool capable of represent this generality. Therefore, a flexible and robust routine was written in FLAC3D, using FISH language, aiming to perform safety analyses of room and pillar mining automatically. FLAC3D was chosen because of its 'driven-command' functionality, which turns it very flexible intrinsically.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The routine considers that all layers are horizontal of constant thickness and that pillars are regularly distributed in a horizontal section. Pillars were considered to be rectangular shaped and rooms of equidimensional and orthogonally positioned.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The entire lithology and rock mass mechanical properties are read from a text file and the model is built above, below and at the mining level considering depth, thickness and material properties. Rock mass strength can be described using either MC or HB constitutive models. Some geometrical details of the model such as approximate zone target sizes can be specified. In addition, the excavation process can be considered by an instantaneous deletion process or by a progressive core softening process.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The main output of the model is constituted by the safety factor SF and the room convergence RC. Naturally, all the mechanical state variables can also be explored and analyzed using the FLAC3D graphical/command capabilities. The safety factor reported correspond to that obtained by the use of the Strength Reduction Method (Dawson et al. 1999) in FLAC3D. On the other hand, room convergence is measured at the intersection of two perpendicular rooms. Despite the routine is capable of modeling any rectangular number of pillars (number of pillars along x-axis time the number of pillars long y-axis), the symmetry of the conceptual model enable the use of only one pillar to represent an entire mining complex of similar characteristics. Non-symmetric conditions were not contemplated in this routine and they need to be studied in detail in a particular numerical model.</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b>3.   Case study</b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The case study presented here exhibits part of the mining plan of a pilot área of a manganese ore mine</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">located at Brazil. The pilot área, objective of this study, is composed of nine pillars. Linear rooms of 5 m width were excavated perpendicularly, conditioning the formation of approximately 15m x 15m pillars. These dimensions represent an ore recovery of 44%, leaving a remaining ore amount of 56% of the available quantity, thus, generating an interest in increasing the recovered amount in a safe way. Therefore, the main objective of this study is to evalúate the safety of the R&amp;P mining at the current configuration in order to judge if further exploration is feasible.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The capabilities of the flexible routine presented here were explored through the evaluations of the stability conditions of the current configuration of the mine as a function of the rock mass strength.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In order to consider the geomechanical quality of the several layers inthe numerical model it was necessary to elabórate a significant classification. These data are based on the lithologic sequence of the adjacent rocks (hanging wall and footwall) of the manganese ore layer. 3.1. Numerical modelling and simulation</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The numerical model of the case study mine was built in FLAC3D considering 44 lithologies, alternating 4 rock types above the mining level (approx. 150 m cover) and a homogeneous rock with 50 m thick below the mining level (<a href="#f1">Figure 1</a>). The constitutive model used was the Mohr-Coulomb and the mining process was considered instantaneous.</font></p>     ]]></body>
<body><![CDATA[<p align="center"><a name="f1"></a><img src="../img/revistas/mamym/v7n2/a02_figura10.png" width="364" height="249"></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Figure 1.</b> Lithology of the numerical model of 9 pillars</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">with detail in the manganese layer<b>. </b></font></p>     <p align="justify">&nbsp;</p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b>4.   Results and discussion</b></font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>4.1. Model calibration</b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">By knowing the conditions of the depth of the current mining panel of the manganese layer, the lithology above the target level, quality of blasting with explosives (D = 0.8) and intact rock strength; the resistance parameters to be used in the numerical model may be estimated based on the formulation shown by Hoeketal. (2002).</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The parameters of the layer obtained through the above formulation are presented in <a href="#t1">Table 1</a>. The variability present in the input data conditions an uncertainty propagation in the geomechanical parameters of the numerical model. Given that UCS of the intact rock presented the main variability, a sensitivity analysis of</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">this parameter is necessary. Therefore, the response variation was studied as a function of the UCS of the intact rock.</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Table 1. </b>Geomechanical parameters of the manganese <u>mineral rock mass</u></font></p>     <p align="center"><a name="t1"></a><img src="../img/revistas/mamym/v7n2/a02_figura11.png" width="181" height="197"></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">*Disperse laboratory results ranging from 30 to 115 MPa </font>    ]]></body>
<body><![CDATA[<br> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">** Judgement of specialist - Navarro-Torres V.F.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The variability of UCS of intact rock impose a dispersión in the Mohr-Coulomb parameters. In fact, there exist a co-dependency as shown in <a href="#f2">Figure 2</a>. It can be observed that the rock mass cohesión varíes between 5 and 21 MPa in an approximately linear fashion and that the friction angle varíes non-linearly from 34.5 degrees to <u>36.3 degrees approximately.</u></font></p>     <p align="center"><a name="f2"></a><img src="../img/revistas/mamym/v7n2/a02_figura12.png" width="349" height="237"></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Figure 2. </b>Mohr-Coulomb parameters dependency with UCS of the intact rock</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In addition, the variability in the UCS of the intact rock imposes a dispersión on the modulus of deformability E<sub>rm</sub>. The dependency relation between UCS and E<sub>rm</sub> is shown in <a href="#f3">Figure 3</a>.</font></p>     <p align="center"><a name="f3"></a><img src="../img/revistas/mamym/v7n2/a02_figura13.png" width="320" height="237"></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Figure 3. </b>Dependency of UCS and Erm for the studied manganese rock mass.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">A discrete variation of the parameters described above</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">is presented in <a href="#t2">Table 2</a>.</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Table 2. </b>Dependency of the friction angle, cohesión and</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">modulus of deformability with respect to UCS of the</font> <font face="Verdana, Arial, Helvetica, sans-serif" size="2">intact rock</font></p>     <p align="center"><a name="t2"></a><img src="../img/revistas/mamym/v7n2/a02_figura14.png" width="392" height="190"></p>     ]]></body>
<body><![CDATA[<p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>4.2. Safety evaluation of the current condition of the mine</b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The representations the rock mass state are discretized in three strength resistance levéis: minimum - 30 MPa, médium - 60 MPa and máximum - 115 MPa. Stress-strain runs of the current geometrical configuration studied here presented vertical stresses at the section of the pillar varying from 8 to 15 MPa and máximum vertical downwards displacement of the roof ranging from 5 to 10 mm, as show in <a href="#f4">Figure 4</a>.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Additionally, the floor exhibited small máximum vertical upwards displacement of the order of 5 mm. In all cases, it was observed that stress distributions were similar as well as the displacements for the three studied scenarios. This behavior suggests that the material of the pillars is working mostly elastically and far from a generalized plastification in all analyzed resistance states, i.e., the integrity of the pillars presents a considerable safety margin.</font></p>     <p align="center"><a name="f4"></a><img src="../img/revistas/mamym/v7n2/a02_figura15.png" width="371" height="170"></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Figure 4. </b>Vertical stress and vertical displacement. 15xl5m pillar, minimum resistance.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Complete safety analyses (stress-strain plus SRM calculation) yielded results relative to the safety factor and the room convergence of the current state of the mine. <a href="#t3">Table 3</a> presents the safety factor and the room convergence according to the UCS of the intact rock. In addition, <a href="#f5">Figure 5</a> shows the same information in a graphical manner. It can be seen that FS rises from 3.7 to 9.3 following a linear tendency. On the other hand, room convergence decreases non-linearly from 18 mm to 14 mm.</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Table 3.</b> Discrete dependency of friction angle and cohesión respect to ÜCS of intact rock.</font></p>     <p align="center"><a name="t3"></a><img src="../img/revistas/mamym/v7n2/a02_figura16.png" width="365" height="178"></p>     <p align="center"><a name="f5"></a><img src="../img/revistas/mamym/v7n2/a02_figura17.png" width="381" height="242"></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Figure 5. </b>Variation of FS and RC according to the strength of the intact rock.</font></p>     ]]></body>
<body><![CDATA[<p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The method used for assessing the safety factor was the strength reduction method (automatic), where the valúes obtained for SF can be considered compatible with empirical formulations (Navarro Torres et al., 2011). The variability of the safety factors obtained from the simulations of this case study for a material strength UCS o<sub>cl</sub> which varíes between 30 to 115 MPa, with a slimness ratio of 0.23, resulted in a safety factor varying from 3.71 to 9.34 which can be considered as highly safe given that the minimum required is 1.5.</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Room convergence presented valúes ranging from 18 to 14 mm representing non-dimensional convergence of 0.5% to 0.4%. These valúes can be considered inside a satisfactory roof behavior owing that some minor problems might begin to appear from 1% ahead according to practice standards (Solak, 2009; Hoek and Marinos, 2000; Singh and Goel, 1999; Tonon, 2012; Ósterreichische Gesellschaft für Geomechanik, 2001; Schubert; Goricki and Riedmuller, 2003).</font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The model developed showed satisfactory and promising results but still needs to be improved/calibrated with data to be obtained from the analysis of rock samples and instrumentation that are in progress to better understand the current property valúes of the material involved in the model. After a more refined knowledge of the model material parameters, this new model might be used for an optimization process of the ore recovery.</font></p>     <p align="justify">&nbsp;</p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b>5.    Conclusions</b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">A three dimensional numerical model was developed and presented in this paper with innovative characteristics, which includes an excellent flexibility and geomechanical and geometrical adaptability to different scenarios, according to the variability of operational and geomechanical conditions of the manganese ore mine. The methodology shown along this paper can incorpórate important features of the rock mass as lithology and behavior of rocks. It can be applied to a single pillar as well as to an unlimited number of pillars allowing the simulation of large áreas of mining panels and application to various scenarios. The current available data leads to judge the mining pilot área as highly safe given that the factor of safety was found to lie between 3.7 and 9.3 being that the minimum required is usually higher than 1.5. In addition, the room convergence presented valúes smaller than 18 mm representing a stable behavior according to literature. Finally, the use of new information coming from laboratory and in situ instrumentation will allow us to calibrate the model and henee to reduce the variability in the response evaluated generating a higher reliability upon the results and future applications.</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b>Acknowledgments</b></font></p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">To the work of researchers of Vale Institute of Technology (ITV) and Vale.</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b>References</b></font></p>     <!-- ref --><p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">1.&nbsp; &nbsp; Brandani,      D.      B.      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Geotechnical Engineering   State  of the  Art  and  Practice: Keynote Lectures from GeoCongress 2012. 380-397.</font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=1232392&pid=S2519-5352202200020000200017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><p align="justify">&nbsp;</p>     <p align="justify"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Artículo recibido: </b>26.10.2022    <br> </font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Artículo aceptado: </b>18.10.2022</font></p>     <p align="justify">&nbsp;</p>     ]]></body>
<body><![CDATA[ ]]></body><back>
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