<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">JMMCE</journal-id><journal-title-group><journal-title>Journal of Minerals and Materials Characterization and Engineering</journal-title></journal-title-group><issn pub-type="epub">2327-4077</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/jmmce.2018.63023</article-id><article-id pub-id-type="publisher-id">JMMCE-84407</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Chemistry&amp;Materials Science</subject><subject> Engineering</subject></subj-group></article-categories><title-group><article-title>
 
 
  Mineralogical and Physical Characterization of Clay of Sitakunda Anticline: Used for Ceramic Industries
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mst.</surname><given-names>Shanjida Sultana</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Mohammad</surname><given-names>Nazim Zaman</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Md.</surname><given-names>Aminur Rahman</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pradip</surname><given-names>Kumar Biswas</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Pranab</surname><given-names>Kumar Nandy</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Institute of Mining, Mineralogy and Metallurgy, Bangladesh Council of Scientific and Industrial Research (BCSIR), Khonjonpur, Joypurhat, Bangladesh</addr-line></aff><pub-date pub-type="epub"><day>09</day><month>04</month><year>2018</year></pub-date><volume>06</volume><issue>03</issue><fpage>333</fpage><lpage>344</lpage><history><date date-type="received"><day>9,</day>	<month>March</month>	<year>2018</year></date><date date-type="rev-recd"><day>7,</day>	<month>May</month>	<year>2018</year>	</date><date date-type="accepted"><day>10,</day>	<month>May</month>	<year>2018</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  This study focuses on mineralogical and chemical characterization of clay of Sitakunda anticline, Bangladesh and potential suitability of this shale as raw materials in ceramic industries. The shale which is clay in texture is composed of chlorite and kaolinite with common illite, smectite, quartz, mica and feldspar. There are two types of samples in color, grey and red. Chemical compositions of clay samples are analyzed by XRF and mineralogical composition of sample analyzed by XRD. Clay samples contain significant amount SiO
  <sub>2</sub>, Al
  <sub>2</sub>O
  <sub>3</sub> and Fe
  <sub>2</sub>O
  <sub>3</sub> with other minor compounds. The plasticity index (12.08 and 16.37) indicates medium ranges of the plasticity of clay. To determine the suitability of ceramic materials, samples were made in a rectangular shape for firing 850
  &#176;C to 1100
  &#176;C temperature. The samples were tested for different physical properties such as compressive strength, linear shrinkage, water absorption, porosity and bulk density. Low linear firing shrinkage (0.7% to 2.69%) and water absorption (1.5% to 11%) of the developed ceramic bodies were observed. Scanning Electron Microscope photographs confirm the vitrification of the ceramic bodies. The chemical, physical and ceramic properties of these clays indicate their suitability as raw materials for the production of a wide range of ceramic materials.
 
</p></abstract><kwd-group><kwd>Clay</kwd><kwd> Water Absorption</kwd><kwd> Linear Shrinkage</kwd><kwd> Ceramic</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>Clays are the main raw materials in manufacturing various ceramic products for building construction. Physical, chemical and mineralogical characteristics of clay made it unique properties related to their own natural genesis. The ceramics industry relies on clays from nearby deposits; therefore, characterization and quality control of clay are important for local products [<xref ref-type="bibr" rid="scirp.84407-ref1">1</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref2">2</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref3">3</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref4">4</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref5">5</xref>] .</p><p>Common clay minerals for traditional application are kaolinite, illite and montmorillonite. Secondary components in clays are quartz, feldspar, pyrites, iron, carbonates and other soluble salts which influence largely on clays use in specific applications [<xref ref-type="bibr" rid="scirp.84407-ref6">6</xref>] . The percentage of the minerals oxides (Fe<sub>2</sub>O<sub>3</sub>, MgO, CaO, Na<sub>2</sub>O etc.) in the clay ultimately determines the areas of applications of the clay such as in bricks, floor, tiles, paper etc. and quantity of alkali metal oxides (Na<sub>2</sub>O, K<sub>2</sub>O, CaO etc.) indicates their suitability for making ceramic products [<xref ref-type="bibr" rid="scirp.84407-ref7">7</xref>] .</p><p>The ceramics industry is a growing manufacturing sector in Bangladesh. Ceramic tiles used as construction material and its demand are increasing day by day for architectural and construction of modern buildings. About 95% of raw materials for making quality and exportable ceramic products in Bangladesh are imported from abroad and rest raw materials collected from mainly middle part of the country [<xref ref-type="bibr" rid="scirp.84407-ref8">8</xref>] .</p><p>Shale, collected from the hilly area, which is mainly clay in texture, may be a new source of clay materials for ceramic or other industries in Bangladesh. The main objective of this study is the best understanding of clays of Hill Tracts of Bangladesh, composition, mineralogy, texture that can be utilized in several ceramic industries.</p></sec><sec id="s2"><title>2. Geological Setting</title><p>The study area is located in Barabkunda, Sitakunda hill region located in the northwestern part of Chittagong district Bangladesh (22˚38'15&quot;N - 91˚39'33&quot;E) (<xref ref-type="fig" rid="fig1"><xref ref-type="fig" rid="fig">Figure </xref>1</xref>). Geologically the Sitakunda Hill range is an anticline, most prominent structure of the Bengal Basin. The Bengal Basin of Bangladesh includes one of the largest delta complexes in the world, is filled mainly by orogenic sediments derived from the eastern Himalayas to the north and the Indo-Burman ranges to the east [<xref ref-type="bibr" rid="scirp.84407-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref10">10</xref>] . The Sitakunda anticline is in the western sub zone of the folded flank, the western most continuation of the Arkan-Yoma folded belt and developed from the deformation by the relative movement of the Indian plate and Burmese sub plate, since this anticline is trending in NNW-SSE direction. [<xref ref-type="bibr" rid="scirp.84407-ref11">11</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref12">12</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref13">13</xref>] . The bulk of the deltaic deposits are Miocene and younger. The sediments of the Miocene-age Surma Group, with a thickness of 4 - 5 km comprise a succession of alternating shales, siltstones, sandy shales and sandstones, with occasional conglomerates [<xref ref-type="bibr" rid="scirp.84407-ref14">14</xref>] . The thickness of repetitive Miocene-Pleiocene shale―sand sequence constitutes the surma group and is divided into Bhuban and Bokabil formations [<xref ref-type="bibr" rid="scirp.84407-ref9">9</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref15">15</xref>] . The Bhuban Formation is composed of fine grained, well indurated, massive to thickly bedded sandstones, shales, claystones and siltstone and Bokabil Formation is composed of fine to medium grained moderately indurated sandstones with shale, silty shales and siltstones. The</p><p>shales of mud dominated facies association are both calcareous and non-calcareous and composed of chlorite and kaolinite with common illite, smectite, quartz, mica and feldspar [<xref ref-type="bibr" rid="scirp.84407-ref16">16</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref17">17</xref>] .</p></sec><sec id="s3"><title>3. Materials and Method</title><p>The two types of clay samples (Grey and red in color) were collected from Barabkunda, Sitakunda hill tracts area, Chittagong District (<xref ref-type="fig" rid="fig1"><xref ref-type="fig" rid="fig">Figure </xref>1</xref>(b)). Eight representatives clay samples (four in each color) were collected from the valley and hilly area of the study area. Samples were ground in powder form, dried in air dry and sieving at 250 &#181;m with sieve analyzer. Plasticity of clay sample was determined by Atterberg’s method.</p><p>The oxide of elements was determined by X-ray fluorescence (XRF) Spectrometer method following the standard procedure using Rigaku ZSX Primus XRF machine equipped with an end window 4 kW Rh-anode X-ray tube. XRF analysis of the sample reveals that chemical composition of the samples is almost same, therefore mixed grey sample (G) and red (R) sample was chosen for other analysis and characterization of ceramic sample. The mineralogical analyses of samples were carried out by X-ray diffraction (XRD). The clay samples in oriented mounts run by BRUKAR X-ray diffractometer operating at 40 kV and 40 mA using Cu-Kα1 radiation (λ = 1, 5406 &#197;). Diffraction patterns were recorded between 5 and 70˚ 2θ at a step size of 0.02˚ and a dwell time of 0.6 s per step.</p><p>Then samples thoroughly mixed with water (5% to 7%) until approximately the optimum moisture content as determined during compaction. The test specimens were rectangular (50 mm &#215; 50 mm &#215; 15 mm) in size for brick, tiles or other ceramic purposes.</p><p>The specimens were air-dried at room temperature for 24hr and then oven dried at 110˚C for another 24 hr to remove water content. All samples were fired for analysis of various physical properties (bulk density, water absorption, porosity, specific gravity, linear shrinkage, strength etc) by heat treatment from 850˚C to 1100˚C (<xref ref-type="fig" rid="fig2"><xref ref-type="fig" rid="fig">Figure </xref>2</xref>), in an electric furnace for 1 hr under a heating rate of 10˚C/min. Bulk density, water absorption, porosity and specific gravity were determined by boiling water method followed by ASTM C20-00 [<xref ref-type="bibr" rid="scirp.84407-ref18">18</xref>] . Compressive strength was determined by using Control ADVENTEST 9 (Model 50C-6600) machine. Microstructures of the ceramic samples were observed by Scanning</p><p>Electron microscopy (JEOL JSM 7600F).</p></sec><sec id="s4"><title>4. Results and Discussion</title><sec id="s4_1"><title>4.1. Mineralogical Characterization of Clay Samples</title><p>The chemical composition of clay samples is shown in <xref ref-type="table" rid="table1">Table 1</xref>. The result shows that clay samples comprise with SiO<sub>2</sub> and Al<sub>2</sub>O<sub>3</sub> as major oxide. Grey clay consists of 16.92% Al<sub>2</sub>O<sub>3</sub>, 60.68% SiO<sub>2</sub>, 8.32% Fe<sub>2</sub>O<sub>3</sub> with other minor compounds and red clay consists of 24.02% Al<sub>2</sub>O<sub>3</sub>, 58.89% SiO<sub>2</sub>, and 11.27% Fe<sub>2</sub>O<sub>3</sub> with other minor compounds. The significant presence of alkaline and alkali earth oxides (Na<sub>2</sub>O, K<sub>2</sub>O, CaO etc.) in samples will help in producing ceramic materials at lower sintering process [<xref ref-type="bibr" rid="scirp.84407-ref19">19</xref>] .</p><p>A high percentage of Fe<sub>2</sub>O<sub>3</sub> may be attributed mainly for the coloring of ceramic products, other constituents such as CaO, MgO, Na<sub>2</sub>O and TiO<sub>2</sub> can appreciably modify the color of the fired clay as shown in <xref ref-type="fig" rid="fig2"><xref ref-type="fig" rid="fig">Figure </xref>2</xref>. The presence of large amounts of fluxes as well as Fe<sub>2</sub>O<sub>3</sub> in Sitakunda shale (clay) increases the chance to form a considerable amount of liquid phase at a relatively lower firing temperature that might be helpful for ceramic industries.</p><p>The chemical composition of the samples is almost same, therefore mixed grey sample (G) and red (R) sample was chosen for other analysis and characterization of ceramic sample. The plasticity index (12.08 and 16.37) indicates medium ranges of plasticity of clay (<xref ref-type="fig" rid="fig3"><xref ref-type="fig" rid="fig">Figure </xref>3</xref>) samples in Holtz and Kovacs [<xref ref-type="bibr" rid="scirp.84407-ref20">20</xref>] diagram. It can be observed the values of liquid limit at about 34.28% and 37.67%, which is in agreement with the range defined in the literature (30% - 60%) to the composition used for ceramic production [<xref ref-type="bibr" rid="scirp.84407-ref7">7</xref>] . The particle size distribution analysis of the samples has been done by particle size analyzer (<xref ref-type="fig" rid="fig4"><xref ref-type="fig" rid="fig">Figure </xref>4</xref>) which indicates that the samples are silty clay type, suitable for ceramic production [<xref ref-type="bibr" rid="scirp.84407-ref21">21</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref22">22</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref23">23</xref>] .</p><p>XRD patterns (<xref ref-type="fig" rid="fig5"><xref ref-type="fig" rid="fig">Figure </xref>5</xref>) reveal that the studied samples characterized with the dominance of kaolinite, illite and chlorite clay minerals. Literature [<xref ref-type="bibr" rid="scirp.84407-ref17">17</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref24">24</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref25">25</xref>] also reported about the presence of high quartz and illite-chlorite with small amount kaolinite clay minerals in this area. The large amount of K<sub>2</sub>O content in</p><table-wrap id="table1" ><label><xref ref-type="table" rid="table1">Table 1</xref></label><caption><title> Chemical compositions of the clay samples (wt%)</title></caption><table><tbody><thead><tr><th align="center" valign="middle" >Clay samples</th><th align="center" valign="middle" >SiO<sub>2</sub></th><th align="center" valign="middle" >Al<sub>2</sub>O<sub>3</sub></th><th align="center" valign="middle" >MgO</th><th align="center" valign="middle" >Na<sub>2</sub>O</th><th align="center" valign="middle" >K<sub>2</sub>O</th><th align="center" valign="middle" >CaO</th><th align="center" valign="middle" >Fe<sub>2</sub>O<sub>3</sub></th><th align="center" valign="middle" >TiO<sub>2</sub></th></tr></thead><tr><td align="center" valign="middle" >G-1</td><td align="center" valign="middle" >60.68</td><td align="center" valign="middle" >16.92</td><td align="center" valign="middle" >2.44</td><td align="center" valign="middle" >1.17</td><td align="center" valign="middle" >3.76</td><td align="center" valign="middle" >4.67</td><td align="center" valign="middle" >8.32</td><td align="center" valign="middle" >0.93</td></tr><tr><td align="center" valign="middle" >G-2</td><td align="center" valign="middle" >59.68</td><td align="center" valign="middle" >18.59</td><td align="center" valign="middle" >2.64</td><td align="center" valign="middle" >1.07</td><td align="center" valign="middle" >3.85</td><td align="center" valign="middle" >4.03</td><td align="center" valign="middle" >8.11</td><td align="center" valign="middle" >1.02</td></tr><tr><td align="center" valign="middle" >G-3</td><td align="center" valign="middle" >60.12</td><td align="center" valign="middle" >17.57</td><td align="center" valign="middle" >2.41</td><td align="center" valign="middle" >1.13</td><td align="center" valign="middle" >3.80</td><td align="center" valign="middle" >4.55</td><td align="center" valign="middle" >8.29</td><td align="center" valign="middle" >1.01</td></tr><tr><td align="center" valign="middle" >G-4</td><td align="center" valign="middle" >60.61</td><td align="center" valign="middle" >16.98</td><td align="center" valign="middle" >2.43</td><td align="center" valign="middle" >1.16</td><td align="center" valign="middle" >3.75</td><td align="center" valign="middle" >4.67</td><td align="center" valign="middle" >8.31</td><td align="center" valign="middle" >0.97</td></tr><tr><td align="center" valign="middle" >R-1</td><td align="center" valign="middle" >58.89</td><td align="center" valign="middle" >24.02</td><td align="center" valign="middle" >0.79</td><td align="center" valign="middle" >0.18</td><td align="center" valign="middle" >2.83</td><td align="center" valign="middle" >0.13</td><td align="center" valign="middle" >11.27</td><td align="center" valign="middle" >1.03</td></tr><tr><td align="center" valign="middle" >R-2</td><td align="center" valign="middle" >55.95</td><td align="center" valign="middle" >24.40</td><td align="center" valign="middle" >0.82</td><td align="center" valign="middle" >0.19</td><td align="center" valign="middle" >2.81</td><td align="center" valign="middle" >0.11</td><td align="center" valign="middle" >13.49</td><td align="center" valign="middle" >1.14</td></tr><tr><td align="center" valign="middle" >R-3</td><td align="center" valign="middle" >58.01</td><td align="center" valign="middle" >23.93</td><td align="center" valign="middle" >0.81</td><td align="center" valign="middle" >0.19</td><td align="center" valign="middle" >2.83</td><td align="center" valign="middle" >0.14</td><td align="center" valign="middle" >11.94</td><td align="center" valign="middle" >1.19</td></tr><tr><td align="center" valign="middle" >R-4</td><td align="center" valign="middle" >57.42</td><td align="center" valign="middle" >24.67</td><td align="center" valign="middle" >0.77</td><td align="center" valign="middle" >0.19</td><td align="center" valign="middle" >2.85</td><td align="center" valign="middle" >0.13</td><td align="center" valign="middle" >12.36</td><td align="center" valign="middle" >1.06</td></tr></tbody></table></table-wrap><p>clay samples reflects the abundance of illite [<xref ref-type="bibr" rid="scirp.84407-ref8">8</xref>] This clay shows the chemical composition, rich in silica and alumina because of the presence clay minerals and quartz, they have great influence on developing ceramic materials.</p></sec><sec id="s4_2"><title>4.2. Characterization of Prepared Samples for Use in Ceramic Industries</title><p>To determine the quality of the ceramic tile bodies, various physical characteristics e.g. water absorption, porosity, bulk density, shrinkage were considered. The technical characteristics were measured in one representative clay mixture (G and R).</p><p><xref ref-type="fig" rid="fig6"><xref ref-type="fig" rid="fig">Figure </xref>6</xref> shows the behavior of water absorption and firing shrinkage of the prepared ceramic bodies. <xref ref-type="fig" rid="fig">Figure </xref>shows that values of linear shrinkage were increased with increasing temperature. With the increase in firing temperature, values for water absorption tend to decrease since a greater densification of the sample occurred. The water absorption of ceramic samples for sample-R was within the range of 1.5% to 6%, whereas, water absorption of samples for sample-G were within the range of 6% to 11%. According to ISO 13006 standards, on the basis of water absorption, ceramic tiles divided these categories which belong: &lt;3% (Group I), 3% - 10% (Group II) and &gt;10% (Group III). It can be seen that the bodies of sample R belong to Group I and II whereas the products of sample G belong to Group III. So, sample R (red clay) can be used for making semi-vitrified to vitrified tiles (unglazed red stoneware) and sample G (grey clay) can be used for semi vitrified to porous tiles [<xref ref-type="bibr" rid="scirp.84407-ref26">26</xref>] .</p><p><xref ref-type="fig" rid="fig">Figure </xref>7 shows the porosity and bulk density of the different samples. With increasing temperature, the values of porosity decreased. Generally, no significance difference observed for the values of bulk density. The results of the physical properties of ceramic samples by different firing temperature indicates that sample-R (red clay) is preferable than sample-G (grey clay) for making vitrified ceramic tiles.</p><p><xref ref-type="fig" rid="fig">Figure </xref>8 shows the mechanical strength of the sample-R (red clay). The strength of the ceramic bodies was within the range of 53.38 - 59.86 MPa which is the range required by ISO 13006 for the manufacture of ceramic tiles [<xref ref-type="bibr" rid="scirp.84407-ref27">27</xref>] . It shows that with increasing temperature, the strength decreased. It might be due to the effect of crystallization with increasing firing temperature [<xref ref-type="bibr" rid="scirp.84407-ref28">28</xref>] . The mechanical behavior of the sample can be explained on consideration of different microstructure during sintering and glass formation acts to densify the structure by liquid phase sintering.</p><p><xref ref-type="fig" rid="fig">Figure </xref>9 illustrates the images of the surface of the sintered samples, observed by scanning electron microscope (SEM). Ceramic sample sintered at 1000˚C and 1100˚C are crystallized, however, sample sintered at 1100˚C shows well crystallized and large pore space in the sample. The effect of increasing temperatures is the reduction of porosity and the pores join together to form larger pores [<xref ref-type="bibr" rid="scirp.84407-ref7">7</xref>] . Microstructre of the samples correlates with the discussed variation in technological properties as a function of temperature. The optimal vitrification range is achieved when the porosity reaches a minimum value as well as linear shrinkage is a maximum [<xref ref-type="bibr" rid="scirp.84407-ref7">7</xref>] , which correlates the <xref ref-type="fig" rid="fig6"><xref ref-type="fig" rid="fig">Figure </xref>6</xref> and <xref ref-type="fig" rid="fig">Figure </xref>7.</p><p>The densification behaviour of the Sitakunda red clay is influenced by the sources of flux materials such as K<sub>2</sub>O, Na<sub>2</sub>O and Fe<sub>2</sub>O<sub>3</sub>, which favour the formation of a vitreous phase in 1100˚C [<xref ref-type="bibr" rid="scirp.84407-ref29">29</xref>] . The increasing maturation achieved at higher temperatures also promotes the incorporation of iron ions in the glassy phase or in the newly formed crystalline phases [<xref ref-type="bibr" rid="scirp.84407-ref30">30</xref>] [<xref ref-type="bibr" rid="scirp.84407-ref31">31</xref>] that might be also affect mechanical strength of the samples.</p></sec></sec><sec id="s5"><title>5. Conclusion</title><p>The results obtained in this research show that Sitakunda shale can be used for different ceramic applications. Mineralogical, chemical, particle size and plasticity analyses confirmed the potential suitability of raw materials for ceramic production. These clay deposits could be used to produce a wide range of ceramic product by using advantages of low temperature. Low linear firing shrinkage and water absorption of the developing ceramic bodies were observed which are suitable for the development of ceramic tiles. The water absorption of ceramic product of red sample was within the range from 1.5% to 6%, which might be used for vitrified ceramic tiles, and water absorption of ceramic product grey sample was within the range from 6% to 11%, which might be used for porous tiles. Mechanical strength of red deposits of clay was also within the range of standard. The red color product will be superior commercial value comparison with other industrial materials. Therefore, Sitakunda clay deposits of Bangladesh will be suitable source for use as raw materials in making ceramic tiles.</p></sec><sec id="s6"><title>Acknowledgements</title><p>The authorities of Bangladesh Council of Scientific and Industrial Research (BCSIR) are highly acknowledged for providing research grant (R&amp;D) for this work.</p></sec><sec id="s7"><title>Cite this paper</title><p>Sultana, Mst.S., Zaman, M.N., Rahman, Md.A., Biswas, P.K. and Nandy, P.K. 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