<?xml version="1.0" encoding="utf-8" ?>
<article xml:lang="en" article-type="research-article" 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">PSJFS</journal-id>
            <journal-title-group>
                <journal-title>Potravinarstvo Slovak Journal of Food Sciences</journal-title>
                <abbrev-journal-title abbrev-type="pubmed">Potr. S. J. F. Sci.</abbrev-journal-title>
            </journal-title-group>
            <issn pub-type="ppub">1338-0230</issn>
            <issn pub-type="epub">1337-0960</issn>
            <publisher>
                <publisher-name>Association HACCP Consulting</publisher-name>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="publisher-id">PSJFS-13-1-730</article-id>
            <article-id pub-id-type="doi">10.5219/1161</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>ARTICLE</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>RHEOLOGICAL PROPERTIES OF TOMATO KETCHUP</article-title>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <contrib-id contrib-id-type="orcid">http://orcid.org/0000-0003-3987-4613</contrib-id>
                    <name>
                        <surname>Kumb&#x00E1;r</surname>
                        <given-names>Vojt&#x0115;ch</given-names>
                    </name>
                    <xref ref-type="corresp" rid="cor1">&#x002A;</xref>
                </contrib>
                <contrib contrib-type="author">
                    <contrib-id contrib-id-type="orcid">http://orcid.org/0000-0002-6608-0889</contrib-id>
                    <name>
                        <surname>Ondru&#x0161;&#x00ED;kov&#x00E1;</surname>
                        <given-names>Sylvie</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff2" />
                </contrib>
                <contrib contrib-type="author">
                    <contrib-id contrib-id-type="orcid">http://orcid.org/0000-0001-8840-7849</contrib-id>
                    <name>
                        <surname>Nedomov&#x00E1;</surname>
                        <given-names>&#x0160;&#x00E1;rka</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff3" />
                </contrib>
                <aff id="aff2">
                    <institution>Eng. Sylvie Ondru&#x0161;&#x00ED;kov&#x00E1;, Mendel University in Brno, Faculty of AgriSciences, Department of Food Technology, Zem&#x0115;d&#x0115;lsk&#x00E1; 1, 613 00 Brno, Czech Republic, Tel.: +420545133203, E-mail: sylvie.ondrusikova@mendelu.cz</institution>
                </aff>
                <aff id="aff3">
                    <institution>Assoc. Prof. &#x0160;&#x00E1;rka Nedomov&#x00E1;, Ph.D., Mendel University in Brno, Faculty of AgriSciences, Department of Food Technology, Zem&#x0115;d&#x0115;lsk&#x00E1; 1, 613 00 Brno, Czech Republic, Tel.: +420545133193, E-mail: snedomov@mendelu.cz</institution>
                </aff>
            </contrib-group>
            <author-notes>
                <corresp id="cor1">
                    <label>&#x002A;</label>Corresponding author: Assoc. Prof. Vojt&#x0115;ch Kumb&#x00E1;r, Ph.D., Mendel University in Brno, Faculty of AgriSciences, Department of Technology and Automobile Transport (section physics), Zem&#x0115;d&#x0115;lsk&#x00E1; 1, 613 00 Brno, Czech Republic, Tel.: <phone>+420545132128</phone> E-mail: <email xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="vojtech.kumbar@mendelu.cz">vojtech.kumbar@mendelu.cz</email></corresp>
            </author-notes>
            <pub-date pub-type="ppub">
                <month>9</month>
                <year>2019</year>
            </pub-date>
            <pub-date pub-type="epub">
            <day>28</day>
                <month>9</month>
                <year>2019</year>
            </pub-date>
            <volume>13</volume>
            <issue>1</issue>
            <fpage>730</fpage>
            <lpage>734</lpage>
            <history>
                <date date-type="received">
                    <day>3</day>
                    <month>7</month>
                    <year>2019</year>
                </date>
                <date date-type="accepted">
                    <day>6</day>
                    <month>9</month>
                    <year>2019</year>
                </date>
            </history>
            <permissions>
                <copyright-statement>&#x00A9; Association HACCP Consulting. All rights reserved.</copyright-statement>
                <copyright-year>2019</copyright-year>
                <license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by-nc/3.0/">
                    <license-p>This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (<uri xlink:href="http://creativecommons.org/licenses/by-nc/3.0/">http://creativecommons.org/licenses/by-nc/3.0</uri>) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
                </license>
            </permissions>
            <abstract>
                <p>The objective of this paper was to determine the rheological properties especially shear stress and apparent viscosity vs. shear strain rate, and density of commercially available but also homemade tomato ketchup. The effect of tomato content of density and apparent viscosity of tomato ketchup was also described. Shear stress and apparent viscosity were observed in shear strain rates range from 0.1 <sub>s-1</sub> up to 68 <sub>s-1</sub>. All measurements were carried out at a constant temperature of 22 &#x00B0;C. Experimental results were modeled using a power-law (also known as Ostwald-de Waele) model (<italic>R<sub>2</sub></italic> ranged from 0.9508 up to 0.9991). The flow behaviour of all measured tomato ketchup samples exhibited non-Newtonian pseudoplastic (shear thinning) behavior where the flow index (<italic>n</italic>) showed values between 0 and 1. Flow index (<italic>n</italic>) and consistency coefficient (<italic>K</italic>) can be used especially in numerical simulation of the flow behaviour of pseudoplastic (shear thinning) liquids.</p>
            </abstract>
            <kwd-group>
                <kwd>tomato</kwd>
                <kwd>ketchup</kwd>
                <kwd>rheological properties</kwd>
                <kwd>viscosity</kwd>
                <kwd>flow curve</kwd>
            </kwd-group>
        </article-meta>
    </front>
    <body>
        <sec sec-type="intro">
            <title>INTRODUCTION</title>
            <p>Production of tomato (<italic>Lycopersicon esculentum</italic>) is worldwide the second largest among the vegetable crop. Tomatoes may be consumed raw, but due to its perishable nature are processed on tomato juice, puree or paste (<xref ref-type="bibr" rid="b13">Ray et al., 2016</xref>). A large part of the world tomato crop is processed into tomato paste, which is subsequently used as an ingredient in many food products, mainly soups, sauces, and ketchup. The main source for producing ketchup is tomato paste described as a dispersion of solid particles (pulp) in an aqueous media (serum) resulting from the concentration of tomato pulp, after the removal of skin and seeds containing 24% or more of natural soluble solids (<xref ref-type="bibr" rid="b8">Gould, 2013</xref>). Tomatoes have also been recognized as a source of carotenoids (lycopene), a very important class of bioactive compounds especially known for their antiinflammatory properties and supporting prostate health. The quality of the processed tomato product is dependent upon processing conditions. It is important for tomato processors to know how to obtain high viscosity products to prevent loss of flavor and nutritional quality by preventing loss and increase the bioavailability of lycopene and appropriate evaluation of the tomato products (<xref ref-type="bibr" rid="b15">Xu, Adyatni and Reuhs, 2018</xref>). Tomato ketchup is a product made from strained tomatoes with spices, salt, sugar and vinegar with or without starch, onions and garlic and contains not less than 12% of tomato solids. It is the most important product of tomato and is consumed extensively (<xref ref-type="bibr" rid="b6">El-Desouky, 2016</xref>).</p>
            <p>There are many kinds of ketchup in the market, such as baby ketchup, fine, sharp, ketchups with various types of flavors, etc. These ketchup differ mainly in the content of the basic ingredient, ie tomatoes and the spices used, as well as stabilizers (modified starch, pectin) which are often used extensively (<xref ref-type="bibr" rid="b10">Koocheki et al., 2009</xref>).</p>
            <p>Rheology is the study of the deformation and flow of matter. Rheological properties are based on flow and deformation responses of foods when subjected to stress. Technology processes and simultaneously the texture of the final product significantly affect the flow properties of food products (<xref ref-type="bibr" rid="b7">Fischer and Windhab, 2011</xref>). Viscosity is one of the main quality aspects that should be considered to determine the comprehensive quality and consumer acceptability of many tomato products. Consistency is related to non-Newtonian or semi-solid fluids (sauces, purees, and pastes) with suspended particles and longchain soluble molecules, and is measured practically by distribution or flow of the product (<xref ref-type="bibr" rid="b5">Dak, Verma and Jaaffrey, 2008</xref>). The consistency of the product also depends on the bio-availability of various compounds, such as hydro-colloids (pectin, hemicelluloses). If the initial product is rich in these hydro-colloids, and subsequently evaporated to produce tomato paste, it results in a high consistency tomato paste (<xref ref-type="bibr" rid="b15">Xu, Adyatni and Reuhs, 2018</xref>).</p>
            <p>Several parameters contribute to the flow behavior of tomato ketchup, including the quality of the raw material (i.e. tomato paste) and the processing conditions. Different agronomical and processing conditions cause that there are difficulties in quality control arise from great variation in flow behavior in commercial tomato paste (<xref ref-type="bibr" rid="b14">Sobowale et al., 2012</xref>). Degree of maturity, the temperature of processing, the content of solids, particle size and particle interactions number play a role in determining the viscosity of tomato products (<xref ref-type="bibr" rid="b15">Xu, Adyatni and Reuhs, 2018</xref>).</p>
            <p>This work is aimed at determining of rheological properties of tomato ketchup, such as viscosity and flow curves for six different tomato ketchup.</p>
            <sec>
                <title>Scientific hypothesis</title>
                <p>The main hypothesis of this work is confirmation of assumption non-Newtonian behavior of tomato ketchup. Rheological behaviour will be modeled using mathematical model. With these mathematical model and their coefficients is possible to predicts flow behaviour of tomamto ketchup.</p>
            </sec>
        </sec>
        <sec sec-type="materials|methods">
            <title>MATERIAL AND METHODOLOGY</title>
            <p>The research was focused on evaluating rheological properties of tomato ketchup. Five tomato ketchup were taken from commercial distribution and one was homemade ketchup (Table <xref ref-type="table" rid="T1">1</xref>). Homemade ketchup contains tomato-apple-onion (in ratio 6:4:1), sugar, salt, vinegar, and herbs. Denstity of tomato ketchup was carried out using digital densitometer Densito 30 PX (Mettler Toledo, USA). Rheological measurements were carried out using the DV-3P rotary viscometer (Anton Paar, Austria) equipped with a coaxial cylinder sensor system with precision small samples adapter and standard spindle TR9 according to Anton Paar (number 27 according to Brookfield). In the first step viscosity and flow curves (shear strain rate versus viscosity/shear stress) of tomato ketchup were measured in shear strain rate between 0.1 s<sub>-1</sub> and 68 s<sub>-1</sub> in the standard room temperature 22 &#xB0;C.</p>
            <table-wrap id="T1" position="float">
                <label>Table 1</label>
                <caption>
                    <p>Overview of meaured ketchups.</p>
                </caption>
                <table frame="hsides" rules="none" width="100%">
                    <thead>
                        <tr>
                            <th rowspan="2">Sign</th>
                            <th rowspan="2">Manufacturer</th>
                            <th>Tomato content</th>
                            <th>Energy value</th>
                            <th>Fats</th>
                            <th>Carbohydrates</th>
                            <th>Proteins</th>
                            <th>Salt</th>
                        </tr>
                        <tr>
                            <th>g.100g<sup>-1</sup></th>
                            <th>kJ.100g<sup>-1</sup></th>
                            <th>g.100g<sup>-1</sup></th>
                            <th>g.100g<sup>-1</sup></th>
                            <th>g.100g<sup>-1</sup></th>
                            <th>g.100g<sup>-1</sup></th>
                        </tr>
                        <tr>
                            <th colspan="8">
                                <hr/>
                            </th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr align="center">
                            <td align="left"><bold>K1</bold></td>
                            <td align="left">Hellmann&#x2019;s</td>
                            <td>151</td>
                            <td>440</td>
                            <td>0.1</td>
                            <td>25.0</td>
                            <td>1.0</td>
                            <td>1.8</td>
                        </tr>
                        <tr align="center">
                            <td align="left"><bold>K2</bold></td>
                            <td align="left">Heinz</td>
                            <td>148</td>
                            <td>435</td>
                            <td>0.1</td>
                            <td>23.2</td>
                            <td>1.2</td>
                            <td>1.8</td>
                        </tr>
                        <tr align="center">
                            <td align="left"><bold>K3</bold></td>
                            <td align="left">Otma</td>
                            <td>140</td>
                            <td>508</td>
                            <td>0.4</td>
                            <td>28.1</td>
                            <td>0.9</td>
                            <td>1.2</td>
                        </tr>
                        <tr align="center">
                            <td align="left"><bold>K4</bold></td>
                            <td align="left">Otma - Gurman</td>
                            <td>240</td>
                            <td>637</td>
                            <td>0.7</td>
                            <td>34.4</td>
                            <td>1.6</td>
                            <td>1.7</td>
                        </tr>
                        <tr align="center">
                            <td align="left"><bold>K5</bold></td>
                            <td align="left">COOP Klasik</td>
                            <td>140</td>
                            <td>535</td>
                            <td>0.4</td>
                            <td>29.9</td>
                            <td>0.8</td>
                            <td>2.1</td>
                        </tr>
                        <tr align="center">
                            <td align="left"><bold>K6</bold></td>
                            <td align="left">Homemade</td>
                            <td>70.4</td>
                            <td/>
                            <td/>
                            <td/>
                            <td/>
                            <td/>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>The value of viscosity was measured ten times and resulting in an average dynamic viscosity value. Power-law model also known as Ostwald-de Waele model was used. This widely used equation takes the form <inline-formula><mml:math display='inline' xmlns:mml='http://www.w3.org/1998/Math/MathML' id="inline">
 <mml:semantics>
  <mml:mrow>
   <mml:mstyle mathvariant='bold' mathsize='normal'><mml:mi>&#x03C4;</mml:mi><mml:mo>=</mml:mo><mml:mi>K</mml:mi></mml:mstyle><mml:mo>&#x22C5;</mml:mo><mml:msup>
    <mml:mstyle mathvariant='bold' mathsize='normal'><mml:mover accent='true'>
     <mml:mi>&#x03B3;</mml:mi>
     <mml:mo>&#x02D9;</mml:mo>
    </mml:mover>
    </mml:mstyle>
    <mml:mstyle mathvariant='bold' mathsize='normal'><mml:mi>n</mml:mi></mml:mstyle>
   </mml:msup>
   </mml:mrow>
 </mml:semantics>
</mml:math></inline-formula>, where <italic>&#x3C4;</italic> is a shear stress, <italic>K</italic> is a consistency coefficient, <inline-formula><mml:math display='inline' xmlns:mml='http://www.w3.org/1998/Math/MathML' id="inline1">
 <mml:semantics>
  <mml:mover accent='true'>
   <mml:mi>&#x03B3;</mml:mi>
   <mml:mo>&#x02D9;</mml:mo>
  </mml:mover>
 </mml:semantics>
</mml:math></inline-formula> is a shear strain rate, and <italic>n</italic> is a flow index that indicates the type of liquid (<xref ref-type="bibr" rid="b4">Burg et al., 2018</xref>; <xref ref-type="bibr" rid="b11">Meher, Keshav and Mazumdar, 2019</xref>). For a Newtonian liquid <italic>n</italic> = 1; for a dilatant fluid <italic>n</italic> &#x3E; 1, and for pseudoplastic fluid 0 &#x003C; n &#x003C; 1. The most non-Newtonian foods are pseudoplastics shear thinning liquid (0 &#x003C; n &#x003C; 1) (<xref ref-type="bibr" rid="b2">Bourne, 2002</xref>).</p>
            <sec>
                <title>Statistic analysis</title>
                <p>Statistical analysis of differences was based on Statistica12 (TIBCO, CA, USA), namely single-factor ANOVA - Duncan&#x27;s test. Software MATLAB&#xAE; R2018b with toolboxes (MathWorks, USA) was used to modelling of the experimental results. The satistically inconclusive difference was considered to be a result whose probability value reached <italic>p</italic> &#x3E;0.05.</p>
            </sec>
        </sec>
        <sec sec-type="results|discussion">
            <title>RESULTS AND DISCUSSION</title>
            <p>The viscosity of tomato ketchups was determined relative to four different shear rates. The first important physico-mechanical properties of tomato ketchup, which were measured, are the apparent viscosity at 20 s<sub>-1</sub>, results see Table <xref ref-type="table" rid="T2">2</xref>. The highest density, as well as the apparent viscosity, was shown by the sample marked K4, ie by the gentle curl of Otma Gurm&#xE1;n, which is attributed to its highest proportion of tomato share, which significantly influenced these parameters.</p>
            <table-wrap id="T2" position="float">
                <label>Table 2</label>
                <caption>
                    <p>Physico-mechanical properties of tomato ketchup at shear strain rate 20 s<sub>-1</sub>.</p>
                </caption>
                <table frame="hsides" rules="none" width="100%">
                    <thead>
                        <tr>
                            <th/>
                            <th>K1</th>
                            <th>K2</th>
                            <th>K3</th>
                            <th>K4</th>
                            <th>K5</th>
                            <th>K6</th>
                        </tr>
                        <tr>
                            <th colspan="7">
                                <hr/>
                            </th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr align="center">
                            <td align="left"><bold>Density, [kg . m<sup>-3</sup>]</bold></td>
                            <td>1122.1 &#x00B1;3.25</td>
                            <td>1135.4 &#x00B1;2.80</td>
                            <td>1123.6 &#x00B1;2.96</td>
                            <td>1165.0 &#x00B1;3.11</td>
                            <td>1130.6 &#x00B1;1.78</td>
                            <td>1056.6 &#x00B1;2.04</td>
                        </tr>
                        <tr align="center">
                            <td align="left"><bold>Apparent viscosity, [mPa . s]</bold></td>
                            <td>2675 &#x00B1;8.6</td>
                            <td>3130 &#x00B1;7.4</td>
                            <td>3222 &#x00B1;9.0</td>
                            <td>3726 &#x00B1;6.8</td>
                            <td>2870 &#x00B1;9.7</td>
                            <td>1099 &#x00B1;6.6</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
            <p>For modeling dependencies density and apparent viscosity of tomato ketchup on the tomato content it was used linear models: <inline-formula><mml:math display='inline' xmlns:mml='http://www.w3.org/1998/Math/MathML' id="inline2">
 <mml:semantics>
  <mml:mrow>
   <mml:mstyle mathvariant='bold' mathsize='normal'><mml:mi>&#x03C1;</mml:mi><mml:mo>=</mml:mo><mml:mn>0</mml:mn></mml:mstyle><mml:mstyle mathvariant='bold' mathsize='normal'><mml:mo>.</mml:mo><mml:mn>6112</mml:mn></mml:mstyle><mml:mtext>&#x2009;</mml:mtext><mml:mo>&#x22C5;</mml:mo><mml:mtext>&#x2009;</mml:mtext><mml:mstyle mathvariant='bold' mathsize='normal'><mml:mi>t</mml:mi><mml:mi>c</mml:mi><mml:mo>+</mml:mo><mml:mn>1031</mml:mn></mml:mstyle><mml:mstyle mathvariant='bold' mathsize='normal'><mml:mo>.</mml:mo><mml:mn>7</mml:mn></mml:mstyle></mml:mrow>
 </mml:semantics>
</mml:math></inline-formula> [kg.m<sub>-3</sub>] (<italic>R<sub>2</sub></italic> = 0.86) and <inline-formula><mml:math display='inline' xmlns:mml='http://www.w3.org/1998/Math/MathML' id="inline3">
 <mml:semantics>
  <mml:mrow>
   <mml:msub>
    <mml:mstyle mathvariant='bold' mathsize='normal'><mml:mi>&#x03B7;</mml:mi></mml:mstyle>
    <mml:mrow>
     <mml:mstyle mathvariant='bold' mathsize='normal'><mml:mi>a</mml:mi><mml:mi>p</mml:mi><mml:mi>p</mml:mi></mml:mstyle></mml:mrow>
   </mml:msub>
   <mml:mstyle mathvariant='bold' mathsize='normal'><mml:mo>=</mml:mo><mml:mn>14</mml:mn></mml:mstyle><mml:mstyle mathvariant='bold' mathsize='normal'><mml:mo>.</mml:mo><mml:mn>544</mml:mn></mml:mstyle><mml:mo>&#x22C5;</mml:mo><mml:mstyle mathvariant='bold' mathsize='normal'><mml:mi>t</mml:mi><mml:mi>c</mml:mi><mml:mo>+</mml:mo><mml:mn>632</mml:mn></mml:mstyle><mml:mstyle mathvariant='bold' mathsize='normal'><mml:mo>.</mml:mo><mml:mn>11</mml:mn></mml:mstyle></mml:mrow>
 </mml:semantics>
</mml:math></inline-formula> [mPa.s] (<italic>R<sub>2</sub></italic> = 0.77), where <italic>&#x3C1;</italic> is a density, <italic>tc</italic> is a tomato concent, and <italic><bold>&#x3B7;</bold><sub>app</sub></italic> is an apparent viscosity, see Figure <xref ref-type="fig" rid="F1">1</xref>.</p>
            <fig id="F1" position="float">
                <label>Figure 1</label>
                <caption>
                    <p>Influence of tomato content on density and apparent viscosity.</p>
                </caption>
                <graphic xlink:href="PSJFS-13-1-730_F1.jpg"/>
            </fig>
            <p>
                <xref ref-type="bibr" rid="b10">Koocheki et al. (2009)</xref> reports the rheological behavior of tomato ketchups as non-Newtonian in all measured samples, using the power-law model and Herschel-Buckley. In our Ostwald-de Waele model, all ketchup samples also showed non-Newtonian, pseudoplastic behaviour, see Figure <xref ref-type="fig" rid="F2">2</xref> and Figure <xref ref-type="fig" rid="F3">3</xref>.</p>
            <fig id="F2" position="float">
                <label>Figure 2</label>
                <caption>
                    <p>Experimental records of the flow curves (shear stress vs. shear rate) – Ostwald-de Waele model.</p>
                </caption>
                <graphic xlink:href="PSJFS-13-1-730_F2.jpg"/>
            </fig>
            <fig id="F3" position="float">
                <label>Figure 3</label>
                <caption>
                    <p>Experimental records of the flow curves (apparent viscosity vs. shear rate) – Ostwald-de Waele model.</p>
                </caption>
                <graphic xlink:href="PSJFS-13-1-730_F3.jpg"/>
            </fig>
            <p>
                <xref ref-type="bibr" rid="b12">Mirzaei et al. (2018)</xref> reports the highest sample viscosity with the addition of natural thickeners in the combination of glucomannan and xanthan (1:3), but the results did not show a significant statistical difference from the sample viscosity with the addition of a thickener without combination. These differences may be due to the synergistic interaction between these thickeners.</p>
            <p>The consistency and thus its coefficient <italic>K</italic> can be influenced by the addition of hydrocolloids, their type, and also by the temperature (<xref ref-type="bibr" rid="b3">Bozikova et al., 2018</xref>). The consistency coefficient values measured for flow curves ranged from 5.74 Pa.s<sub><italic>n</italic></sub> (for K<sub>6</sub>) up to 34.46 Pa.s<sub><italic>n</italic></sub> (K<sub>2</sub>), and for viscosity curves from 5.08 Pa.s<sub><italic>n</italic></sub> (K<sub>6</sub>) up to 33.58 Pa&#xB7;sn (K<sub>2</sub>), see Table <xref ref-type="table" rid="T3">3</xref>. For <xref ref-type="bibr" rid="b10">Koocheki et al. (2009)</xref> results, the consistency coefficient ranged from 6.56 Pa.s<sub><italic>n</italic></sub> up to 27.22 Pa.s<sub><italic>n</italic></sub>. The flow behavior index <italic>n</italic> ranged from 0.2187 up to 0.4392, respectively from 0.1463 to 0.3648 for viscosity curves. <xref ref-type="bibr" rid="b10">Koocheki et al. (2009)</xref> lists values between 0.189 and 0.288. However, since all flow behavior index values are in interval between 0 and 1, which indicates a pseudoplasticy (shear thinning) of tomato ketchup samples. These results are consistent with <xref ref-type="bibr" rid="b9">Gujral, Sharma and Singh (2002)</xref> and <xref ref-type="bibr" rid="b1">Bayod, Willers and Tornberg (2008)</xref>. The coefficient determination <italic>R<sub>2</sub></italic> values ranged from 0.9508 (K<sub>2</sub>) up to 0.9968 (K<sub>4</sub>) (see Table <xref ref-type="table" rid="T3">3</xref>), and almost identical results were obtained when compared to the <xref ref-type="bibr" rid="b10">Koocheki et al. (2009)</xref> study where the determination coefficient values were between 0.990 to 0.999 using the Herschel-Bulkley model. This implies that the closer the value of <italic>R<sub>2</sub></italic> is to 1, it gives us proof of the suitability of using the model in the determination.</p>
            <table-wrap id="T3" position="float">
                <label>Table 3</label>
                <caption>
                    <p>Coefficients of the Ostwald-de Waele rheological model.</p>
                </caption>
                <table frame="hsides" rules="none" width="100%">
                    <thead>
                        <tr>
                            <th rowspan="2">Sign</th>
                            <th colspan="3">FLOW CURVES</th>
                            <th colspan="3">VISCOSITY CURVES</th>
                        </tr>
                        <tr>
                            <th>
                                <italic>K</italic>, Pa.<italic><sup>sn</sup></italic></th>
                            <th>
                                <italic>n</italic>, &#x2013;</th>
                            <th>R<sup>2</sup></th>
                            <th>
                                <italic>K</italic>, Pa.<italic><sup>sn</sup></italic></th>
                            <th>
                                <italic>n</italic>, &#x2013;</th>
                            <th>
                                <italic>R<sup>2</sup>
</italic>
                            </th>
                        </tr>
                        <tr>
                            <th colspan="7">
                                <hr/>
                            </th>
                        </tr>
                    </thead>
                    <tbody>
                        <tr align="center">
                            <td><bold>K1</bold></td>
                            <td>21.55</td>
                            <td>0.3070</td>
                            <td>0.9956</td>
                            <td>19.63</td>
                            <td>0.1463</td>
                            <td>0.9969</td>
                        </tr>
                        <tr align="center">
                            <td><bold>K2</bold></td>
                            <td>34.46</td>
                            <td>0.2187</td>
                            <td>0.9508</td>
                            <td>33.58</td>
                            <td>0.3648</td>
                            <td>0.9913</td>
                        </tr>
                        <tr align="center">
                            <td><bold>K3</bold></td>
                            <td>31.19</td>
                            <td>0.2615</td>
                            <td>0.9933</td>
                            <td>30.35</td>
                            <td>0.1918</td>
                            <td>0.9991</td>
                        </tr>
                        <tr align="center">
                            <td><bold>K4</bold></td>
                            <td>25.21</td>
                            <td>0.3392</td>
                            <td>0.9868</td>
                            <td>23.61</td>
                            <td>0.1728</td>
                            <td>0.9959</td>
                        </tr>
                        <tr align="center">
                            <td><bold>K5</bold></td>
                            <td>23.36</td>
                            <td>0.3123</td>
                            <td>0.9965</td>
                            <td>22.37</td>
                            <td>0.2261</td>
                            <td>0.9976</td>
                        </tr>
                        <tr align="center">
                            <td><bold>K6</bold></td>
                            <td>5.74</td>
                            <td>0.4392</td>
                            <td>0.9962</td>
                            <td>5.08</td>
                            <td>0.2768</td>
                            <td>0.9871</td>
                        </tr>
                    </tbody>
                </table>
            </table-wrap>
        </sec>
        <sec sec-type="conclusion">
            <title>CONCLUSION</title>
            <p>The practical importance of knowledge of rheological parameters was outlined. Experimental data were successfully fitted with the Ostwald-de Waele model. We can conclude that the content of tomato in ketchup significant affect (<italic>p</italic> &#x003C;0.05) the density and apparent viscosity of ketchup. With increasing tomato content is density and apparent viscosity of ketchup increases. These increases can be described using linear model. Obtained results also demonstrated non-Newtonian (pseudoplastics) behaviour of tomato ketchup - all of coefficients <italic>n</italic> (flow behaviour index) are less than 1. The pseudoplastic behaviour of tomato ketchup was successfully modeled using power-law (also known as Ostwald-de Waele) model (<italic>R<sub>2</sub></italic> ranged from 0.9508 up to 0.9991). The coefficients of power-law model can be used for used in various software application dealing with a numerical simulation of flow parameters as calculate volume flow, friction factor, mean and maximal flow velicity, Reynolds number, 2D and 3D velocity profiles, and other flow properties of tomato ketchup.</p>
        </sec>
    </body>
    <back>
        <ack>
            <title>Acknowledgments:</title>
            <p>This research was supported by TP 2/2017 &#x201C;Effect of additives on the rheological behaviour of foodstuffs and product and raw materials for their production&#x201D; financed by Internal Grant Agency FA MENDELU.</p>
        </ack>
        <ref-list>
            <ref id="b1">
                <label>1</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Bayod</surname>
                            <given-names>E.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Willers</surname>
                            <given-names>E.P.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Tornberg</surname>
                            <given-names>E.</given-names>
                        </name>
                    </person-group>
                    <article-title>Rheological and structural characterization of tomato paste and its influence on the quality of ketchup.</article-title>
                    <source>
                        <italic>Lebensm. Wiss. Technol.</italic>
                    </source>
                    <year>2008</year>
                    <volume>41</volume>
                    <issue>7</issue>
                    <fpage>1289</fpage>
                    <lpage>1300</lpage>
                    <pub-id pub-id-type="doi">10.1016/j.lwt.2007.08.011</pub-id>
                </element-citation>
            </ref>
            <ref id="b2">
                <label>2</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Bourne</surname>
                            <given-names>M.</given-names>
                        </name>
                    </person-group>
                    <year>2002</year>
                    <source>
                        <italic>Food texture and viscosity: concept and measurement</italic>. 2<sup>nd</sup> ed. Cambridge, USA : Academic Press, 416 p. ISBN 9780080491332.</source>
                </element-citation>
            </ref>
            <ref id="b3">
                <label>3</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Bozikova</surname>
                            <given-names>M.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Hlavac</surname>
                            <given-names>P.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Vozarova</surname>
                            <given-names>V.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Hlavacova</surname>
                            <given-names>Z.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Kubik</surname>
                            <given-names>L.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Kotoulek</surname>
                            <given-names>P.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Brindza</surname>
                            <given-names>J.</given-names>
                        </name>
                    </person-group>
                    <article-title>Thermal properties of selected bee products.</article-title>
                    <source>
                        <italic>Prog. Agric. Eng. Sci.</italic>
                    </source>
                    <year>2018</year>
                    <volume>14</volume>
                    <fpage>37</fpage>
                    <lpage>44</lpage>
                    <pub-id pub-id-type="doi">10.1556/446.14.2018.S1.4</pub-id>
                </element-citation>
            </ref>
            <ref id="b4">
                <label>4</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Burg</surname>
                            <given-names>P.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Trávníček</surname>
                            <given-names>P.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Mašán</surname>
                            <given-names>V.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Rutkowski</surname>
                            <given-names>K.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Višacki</surname>
                            <given-names>V.</given-names>
                        </name>
                    </person-group>
                    <article-title>Comparison of rheological properties of varietal grape seed oils.</article-title>
                    <source>
                        <italic>Potravinarstvo Slovak Journal of Food Sciences</italic>
                    </source>
                    <year>2018</year>
                    <volume>12</volume>
                    <issue>1</issue>
                    <fpage>63</fpage>
                    <lpage>69</lpage>
                    <pub-id pub-id-type="doi">10.5219/816</pub-id>
                </element-citation>
            </ref>
            <ref id="b5">
                <label>5</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Dak</surname>
                            <given-names>M.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Verma</surname>
                            <given-names>R.C.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Jaaffrey</surname>
                            <given-names>S.N.A.</given-names>
                        </name>
                    </person-group>
                    <article-title>Rheological properties of tomato concentrate.</article-title>
                    <source>
                        <italic>Int. J. Food Eng.</italic>
                    </source>
                    <year>2008</year>
                    <volume>4</volume>
                    <issue>7</issue>
                    <fpage>1</fpage>
                    <lpage>17</lpage>
                    <pub-id pub-id-type="doi">10.2202/1556-3758.1470</pub-id>
                </element-citation>
            </ref>
            <ref id="b6">
                <label>6</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>El-Desouky</surname>
                            <given-names>L.</given-names>
                        </name>
                    </person-group>
                    <article-title>Effect of hydrocolloids addition on rheological properties, and sensory quality of tomato ketchup during storage.</article-title>
                    <source>
                        <italic>Int. J. Food Prop.</italic>
                    </source>
                    <year>2016</year>
                    <volume>5</volume>
                    <issue>1</issue>
                    <fpage>179</fpage>
                    <lpage>191</lpage>
                    <pub-id pub-id-type="doi">10.1081/JFP-120015600</pub-id>
                </element-citation>
            </ref>
            <ref id="b7">
                <label>7</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Fischer</surname>
                            <given-names>P.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Windhab</surname>
                            <given-names>E.J.</given-names>
                        </name>
                    </person-group>
                    <article-title>Rheology of food materials.</article-title>
                    <source>
                        <italic>Curr. Opin. Colloid Interface Sci.</italic>
                    </source>
                    <year>2011</year>
                    <volume>16</volume>
                    <issue>1</issue>
                    <fpage>36</fpage>
                    <lpage>40</lpage>
                    <pub-id pub-id-type="doi">10.1016/j.cocis.2010.07.003</pub-id>
                </element-citation>
            </ref>
            <ref id="b8">
                <label>8</label>
                <element-citation publication-type="book">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Gould</surname>
                            <given-names>W.A.</given-names>
                        </name>
                    </person-group>
                    <year>2013</year>
                    <source>
                        <italic>Tomato production, processing and technology</italic>. Amsterdam, Netherland : Elseviere, 290 p. ISBN 9781845696122.</source>
                </element-citation>
            </ref>
            <ref id="b9">
                <label>9</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Gujral</surname>
                            <given-names>H.S.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Sharma</surname>
                            <given-names>A.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Singh</surname>
                            <given-names>N.</given-names>
                        </name>
                    </person-group>
                    <article-title>Effect of hydrocolloids, storage temperature, and duration on the consistency of tomato ketchup.</article-title>
                    <source>
                        <italic>Int. J. Food Prop.</italic>
                    </source>
                    <year>2002</year>
                    <volume>5</volume>
                    <issue>1</issue>
                    <fpage>179</fpage>
                    <lpage>191</lpage>
                    <pub-id pub-id-type="doi">10.1081/JFP-120015600</pub-id>
                </element-citation>
            </ref>
            <ref id="b10">
                <label>10</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Koocheki</surname>
                            <given-names>A.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Ghandi</surname>
                            <given-names>A.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Razavi</surname>
                            <given-names>S.M.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Mortazavi</surname>
                            <given-names>S.A.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Vasiljevic</surname>
                            <given-names>T.</given-names>
                        </name>
                    </person-group>
                    <article-title>The rheological properties of ketchup as áfunction of different hydrocolloids and temperature.</article-title>
                    <source>
                        <italic>Int. J. Food Sci. Technol.</italic>
                    </source>
                    <year>2009</year>
                    <volume>44</volume>
                    <issue>3</issue>
                    <fpage>596</fpage>
                    <lpage>602</lpage>
                    <pub-id pub-id-type="doi">10.1111/j.1365-2621.2008.01868.x</pub-id>
                </element-citation>
            </ref>
            <ref id="b11">
                <label>11</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Meher</surname>
                            <given-names>J.M.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Keshav</surname>
                            <given-names>A.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Mazumdar</surname>
                            <given-names>B.</given-names>
                        </name>
                    </person-group>
                    <article-title>Rheological and functional properties of roselle (<italic>Hibiscus Sabdariffa</italic>) leaves puree.</article-title>
                    <source>
                        <italic>Potravinarstvo Slovak Journal of Food Sciences.</italic>
                    </source>
                    <year>2019</year>
                    <volume>13</volume>
                    <issue>1</issue>
                    <fpage>46</fpage>
                    <lpage>57</lpage>
                    <pub-id pub-id-type="doi">10.5219/929</pub-id>
                </element-citation>
            </ref>
            <ref id="b12">
                <label>12</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Mirzaei</surname>
                            <given-names>M.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Alimi</surname>
                            <given-names>M.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Shokoohi</surname>
                            <given-names>S.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Golchoobi</surname>
                            <given-names>L.</given-names>
                        </name>
                    </person-group>
                    <article-title>Synergistic interactions between konjacč?mannan and xanthan/tragacanth gums in tomato ketchup: Physical, rheological, and textural properties.</article-title>
                    <source>
                        <italic>J. Texture Stud.</italic>
                    </source>
                    <year>2018</year>
                    <volume>49</volume>
                    <issue>6</issue>
                    <fpage>586</fpage>
                    <lpage>594</lpage>
                    <pub-id pub-id-type="doi">10.1111/jtxs.12359</pub-id>
                </element-citation>
            </ref>
            <ref id="b13">
                <label>13</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Ray</surname>
                            <given-names>S.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Saha</surname>
                            <given-names>R.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Raychaudhuri</surname>
                            <given-names>U.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Chakraborty</surname>
                            <given-names>R.</given-names>
                        </name>
                    </person-group>
                    <article-title>Different quality characteristics of tomato (Solanum Lycopersicum) as a fortifying ingredient in food products: A review.</article-title>
                    <source>
                        <italic>Technical Sciences/University of Warmia and Mazury in Olsztyn</italic>
                    </source>
                    <year>2016</year>
                    <volume>19</volume>
                    <issue>3</issue>
                    <fpage>199</fpage>
                    <lpage>213</lpage>
                    <pub-id pub-id-type="doi">10.3390/foods6080056</pub-id>
                </element-citation>
            </ref>
            <ref id="b14">
                <label>14</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Sobowale</surname>
                            <given-names>S.S.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Olatidoye</surname>
                            <given-names>O.P.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Odunmbaku</surname>
                            <given-names>L.A.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Raji</surname>
                            <given-names>O.H.</given-names>
                        </name>
                    </person-group>
                    <article-title>A comparative study on physicochemical and rheological properties of imported tomato paste in Nigeria.</article-title>
                    <source>
                        <italic>Sustain. Agric. Res.</italic>
                    </source>
                    <year>2012</year>
                    <volume>1</volume>
                    <issue>2</issue>
                    <fpage>51</fpage>
                    <lpage>56</lpage>
                    <pub-id pub-id-type="doi">10.5539/sar.v1n2p51</pub-id>
                </element-citation>
            </ref>
            <ref id="b15">
                <label>15</label>
                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name name-style="western">
                            <surname>Xu</surname>
                            <given-names>Q.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Adyatni</surname>
                            <given-names>I.</given-names>
                        </name>
                        <name name-style="western">
                            <surname>Reuhs</surname>
                            <given-names>B.</given-names>
                        </name>
                    </person-group>
                    <article-title>Effect of processing methods on the quality of tomato products.</article-title>
                    <source>
                        <italic>Food Nutr. (Roma)</italic>
                    </source>
                    <year>2018</year>
                    <volume>9</volume>
                    <issue>2</issue>
                    <fpage>86</fpage>
                    <lpage>98</lpage>
                    <pub-id pub-id-type="doi">10.4236/fns.2018.92007</pub-id>
                </element-citation>
            </ref>
        </ref-list>
    </back>
</article>