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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="3.0" xml:lang="en">
   <front>
      <journal-meta>
         <journal-id journal-id-type="publisher-id">SJAR</journal-id>
         <journal-title-group>
            <journal-title>Spanish Journal of Agricultural Research</journal-title>
            <abbrev-journal-title>SJAR</abbrev-journal-title>
         </journal-title-group>
         <issn pub-type="epub">2171-9292</issn>
         <publisher>
            <publisher-name>Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA)</publisher-name>
         </publisher>
      </journal-meta>
      <article-meta>
         <article-id pub-id-type="publisher-id">14487</article-id>
         <article-id pub-id-type="doi">10.5424/sjar/2019173-14487</article-id>
         <article-categories>
            <subj-group subj-group-type="heading">
               <subject>Research article</subject>
            </subj-group>
         </article-categories>
         <title-group>
            <article-title>Optimal amounts of water and nitrogen applied to sugar beet when crop price depends on its sugar content</article-title>
         </title-group>
         <contrib-group>
            <contrib contrib-type="author" corresp="yes">
               <name>
                  <surname>Shabani</surname>
                  <given-names>Ali</given-names>
                  <aff>
                     <i>Fasa University, Water Science and Engineering Dept., Daneshjou blvd., Fasa, Fars Province, I.R. of Iran.</i>
                  </aff>
               </name>
            </contrib>
            <contrib contrib-type="author" corresp="no">
               <name>
                  <surname>Sepaskhah</surname>
                  <given-names>Ali Reza</given-names>
                  <aff>
                     <i>Shiraz University, Irrigation Dept., Shiraz, Badjgah, Fars Province, I.R. of Iran.</i>
                     <i>Shiraz University, Drought Research Center, Shiraz, Badjgah, Fars Province, I.R. of Iran.</i>
                  </aff>
               </name>
            </contrib>
         </contrib-group>
         <author-notes>
            <corresp>
               should be addressed to Ali Shabani:
               <email xlink:href="shabani8ali@gmail.com">shabani8ali@gmail.com</email>
            </corresp>
         </author-notes>
         <pub-date pub-type="epub">
            <day>01</day>
            <month>09</month>
            <year>2019</year>
         </pub-date>
         <pub-date pub-type="collection">
            <year>2019</year>
         </pub-date>
         <volume>17</volume>
         <issue>3</issue>
         <elocation-id content-type="doi">10.5424/sjar/2019173-14487</elocation-id>
         <history>
            <date date-type="recibido">
               <day>05</day>
               <month>01</month>
               <year>2019</year>
            </date>
            <date date-type="aceptado">
               <day>22</day>
               <month>10</month>
               <year>2019</year>
            </date>
         </history>
         <permissions>
            <copyright-statement>© 2019 INIA</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 4.0 International (CC-by 4.0) License.</license-p>
            </license>
         </permissions>
         <abstract id="abstract01">
            <title>Abstract</title>
            <p>
               <italic>Aim of study</italic>
               : To derive mathematical formulas to determine the optimum amounts of applied water and N at variable crop prices and rainfall conditions for sugar beet.
            </p>
            <p>
               <italic>Area of study:</italic>
               Karaj Research Center, Alborz Province, Iran.
            </p>
            <p>
               <italic>Material and methods:</italic>
               At first, mathematical formulas were derived to determine optimum applied water and nitrogen for sugar beet under rainfall occurrence, land limited (in cases that arable land area is limited and the farmer can not put more land area under irrigation) and water limited conditions when crop price depends on sugar content. Second, this theory was applied to analyze the relevant experimental data. The experiment was a split-plot design with irrigation treatments as the main plots (40%, 80%, 120% and 160% of evaporation from the surface of class A evaporation pan) and N fertilizer rates (0, 90, 180 and 270 kg N/ha) as subplots.
            </p>
            <p>
               <italic>Main results:</italic>
               Under land and water limiting conditions, deficit irrigation of 27% and 48% led to 6.4% and 25.4% decrease in yield and 21.4% and 96.2% increase in total net income, respectively, compared with full irrigation. Under water limiting conditions, cultivated land area increased by 93.7, 108 and 128% for 0, 60 and 120 mm rainfall, respectively. Under land limiting conditions, amounts of optimum irrigation water were 12381.2, 11781.2 and 11181.2 m3/ha, for 0, 60 and 120 mm rainfalls, respectively. The corresponding values for N were 262.5 kg/ha in all three rainfall quantities. Besides, under water limiting conditions, optimum amounts of irrigation water were 8708.1, 7828.8 and 6882.1 m
               <sup>3</sup>
               /ha for 0, 60 and 120 mm rainfalls, respectively. The corresponding values for N were 301.1, 299.5 and 295.5 kg/ha, respectively. Optimum amounts of irrigation water and N decreased by increase in rainfall amount.
            </p>
            <p>
               <italic>Research highlights</italic>
               : Under limited irrigation water conditions, if the rainfall, residual N, water cost and base crop price increases, the value of optimum applied water should be decreased.
            </p>
         </abstract>
         <kwd-group>
            <title>Additional key words:</title>
            <kwd>water limiting conditions;</kwd>
            <kwd>land limiting conditions;</kwd>
            <kwd>water management.</kwd>
         </kwd-group>
         <kwd-group>
            <title>Additional key words:</title>
            <kwd>A (irrigated area);</kwd>
            <kwd>
               I
               <sub>f</sub>
               (total net income from all irrigated area);
            </kwd>
            <kwd>
               i
               <sub>l</sub>
               (net income per unit area);
            </kwd>
            <kwd>
               N
               <sub>l</sub>
               (optimum level of N fertilizer under limited land conditions);
            </kwd>
            <kwd>
               N
               <sub>m</sub>
               (amount of applied N which results in maximum yield);
            </kwd>
            <kwd>
               N
               <sub>r</sub>
               (soil residual mineral N);
            </kwd>
            <kwd>
               N
               <sub>w</sub>
               (optimum level of N fertilizer under limited water conditions);
            </kwd>
            <kwd>
               P
               <sub>c</sub>
               (crop price);
            </kwd>
            <kwd>
               P
               <sub>c16</sub>
               (base price of sugar beet);
            </kwd>
            <kwd>
               P
               <sub>n</sub>
               (N fertilizer cost);
            </kwd>
            <kwd>
               P
               <sub>w</sub>
               (water price);
            </kwd>
            <kwd>R (rainfall);</kwd>
            <kwd>SC (sugar concentration);</kwd>
            <kwd>W (applied water);</kwd>
            <kwd>
               W
               <sub>l</sub>
               (optimum level of water under limited land conditions);
            </kwd>
            <kwd>
               W
               <sub>m</sub>
               (applied water which results in maximum yield);
            </kwd>
            <kwd>
               W
               <sub>w</sub>
               (optimum level of water under limited water conditions).
            </kwd>
         </kwd-group>
         <funding-group>
            <funding-statement>
               <table border="1">
                  <tbody>
                     <tr>
                        <td>Funding agencies/Institutions</td>
                     </tr>
                     <tr>
                        <td>Shiraz University Research Council, Iran</td>
                     </tr>
                     <tr>
                        <td>Drought National Research Center, Iran</td>
                     </tr>
                     <tr>
                        <td>Center of Excellence for On-Farm Water Management, Shiraz University, Iran</td>
                     </tr>
                     <tr>
                        <td>Iranian National Science Foundation (INSF)</td>
                     </tr>
                  </tbody>
               </table>
            </funding-statement>
         </funding-group>
      </article-meta>
      <notes>
         <p>
            <bold>Author's contributions:</bold>
            Both authors participated in the conception and design of the research, analysis or interpretation of data, and writing of the paper.
         </p>
         <p>
            <bold>Citation</bold>
            Shabani, A; Sepaskhah, AR (2019). Optimal amounts of water and nitrogen applied to sugar beet when crop price depends on its sugar content. Spanish Journal of Agricultural Research, Volume 17, Issue 3, e1202.
            <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5424/sjar/2019173-14487">https://doi.org/10.5424/sjar/2019173-14487</ext-link>
         </p>
         <p>
            <bold>Competing interests:</bold>
            The authors have declared that no competing interests exist.
         </p>
      </notes>
   </front>
   <body>
      <sec id="S1">
         <title>Introduction</title>
         <p>
            Application of extra nitrogen (N) fertilizers and irrigation water result in water resources pollution (
            <xref ref-type="bibr" rid="b26">
               Rahmati
               <italic>et al.</italic>
               , 2015
            </xref>
            ;
            <xref ref-type="bibr" rid="b4">
               Barzegari
               <italic>et al.</italic>
               , 2017
            </xref>
            ) and decrease in yield and farmer income in agriculture (
            <xref ref-type="bibr" rid="b10">Ehteshami &amp; Biglarijoo, 2014</xref>
            ;
            <xref ref-type="bibr" rid="b26">
               Rahmati
               <italic>et al.</italic>
               , 2015
            </xref>
            ). For example, in the north of Iran nitrate concentration in groundwater in citrus orchard areas is considerably lower than in rice fields because of less irrigation and less fertilizer use in citrus orchards (
            <xref ref-type="bibr" rid="b10">Ehteshami &amp; Biglarijoo, 2014</xref>
            ). On the other hand, inadequate applications of N fertilizers and irrigation water result in decrease in crop yield and income. Therefore, irrigation and N fertilizer rates and its application in different plant growth phases influence the amounts of N leaching (
            <xref ref-type="bibr" rid="b3">Barton &amp; Colmer, 2006</xref>
            ).
            <xref ref-type="bibr" rid="b12">
               English
               <italic>et al.</italic>
               (1990)
            </xref>
            and
            <xref ref-type="bibr" rid="b11">English &amp; Raja (1996)</xref>
            performed an economic analysis to determine the optimum applied wa­ter, and
            <xref ref-type="bibr" rid="b38">Zand-Parsa &amp; Sepaskhah (2001)</xref>
            and
            <xref ref-type="bibr" rid="b32">
               Sepaskhah
               <italic>et al.</italic>
               (2006)
            </xref>
            determined the optimum applied water and N. They showed that the amount of applied water and N which resulted in maximum net income per unit of applied water or land, is lower than the level of irrigation water and N that maximises the crop yield. Therefore, determining the optimum applied N and irrigation water, based on economic analysis, is very important to decrease N leaching, groundwater contamination and economic loss. In all the above-mentioned studies, the analyses were conducted assuming a constant crop price. However, for sugar beet (
            <italic>Beta vulgaris</italic>
            L. subsp.
            <italic>vulgaris</italic>
            var.
            <italic>altissima</italic>
            ), crop price is dependent on sugar content. In other words, sugar concentration of sugar beet is measured in sugar refining factories, then crop price is determined based on its value. The higher the percentage of sugar content, the higher the price of sugar beet (
            <xref ref-type="bibr" rid="b15">
               Jalilian
               <italic>et al.</italic>
               , 2001
            </xref>
            ;
            <xref ref-type="bibr" rid="b20">
               Loel
               <italic>et al.</italic>
               , 2014
            </xref>
            ;
            <xref ref-type="bibr" rid="b18">Khorramian &amp; Hosseinpour, 2016</xref>
            ).
         </p>
         <p>
            Irrigation water and N fertilizers affect the sugar content of sugar beet (
            <xref ref-type="bibr" rid="b14">Hoffmann, 2010</xref>
            ). Water stress is leading to proline, glycine betaine, glucose and sucrose accumulation and ultimately on sugar concentration in the sugar beet (
            <xref ref-type="bibr" rid="b36">Winter, 1988</xref>
            ;
            <xref ref-type="bibr" rid="b28">Rinaldi &amp; Vonella, 2006</xref>
            ;
            <xref ref-type="bibr" rid="b7">
               Choluj
               <italic>et al.</italic>
               , 2008
            </xref>
            ). Increasing N levels decreases sugar content of sugar beet (
            <xref ref-type="bibr" rid="b1">
               Akeson
               <italic>et al.</italic>
               , 1979
            </xref>
            ;
            <xref ref-type="bibr" rid="b21">
               Monreal
               <italic>et al.</italic>
               , 2007
            </xref>
            ).
            <xref ref-type="bibr" rid="b30">
               Sadeghi-Shoae
               <italic>et al.</italic>
               (2015)
            </xref>
            indicated that, applying increasing amounts of N fertilization, sugar concentration increased if N had low concentration, and decreased if the concentration was high.
            <xref ref-type="bibr" rid="b6">Carter (1982)</xref>
            showed that before root yield reached its maximum level, increase in applied N fertilizer to a certain and optimum level resul­ted in increase in sugar beet root yield, although, its
         </p>
         <p>su­gar concentration decreased by increa­sing N.</p>
         <p>
            <xref ref-type="bibr" rid="b31">Sepaskhah &amp; Akbari (2005)</xref>
            and
            <xref ref-type="bibr" rid="b32">
               Sepaskhah
               <italic>et al.</italic>
               (2006)
            </xref>
            considered seasonal rainfall in an economic analysis to determine the optimum applied water for co­tton and wheat, respectively. They modified an equation to determine the optimum irrigation water for different years with different situations of seasonal rainfall. These investigators showed that the optimum amount of irrigation water for different years increased as the seasonal rainfall decreased. Despite there is uncertainty and risk related to estimates of optimum applied water, farmers will accept some degree of risk if there is a potential economic gain (
            <xref ref-type="bibr" rid="b31">Sepaskhah &amp; Akbari, 2005</xref>
            ).
         </p>
         <p>
            Optimization problems can be solved by means of mathematical programming or heuristic methods. Mathematical solutions to the problems are more un­derstandable, analyzable and result in exact answers. However, heuristic methods do not necessarily lead to exact answers, and researchers should be consent to obtain the answers with an acceptable accuracy (
            <xref ref-type="bibr" rid="b5">
               Burke
               <italic>et al.</italic>
               , 2003
            </xref>
            ). These methods must be applied in cases where the mathematical solutions cannot be used or solved (
            <xref ref-type="bibr" rid="b29">
               Rodríguez
               <italic>et al.</italic>
               , 2018
            </xref>
            ). Furthermore, heuristics methods are black-box type (
            <xref ref-type="bibr" rid="b23">
               Muñoz
               <italic>et al.</italic>
               , 2015
            </xref>
            ) that may result in a final answer that may be incorrect (
            <xref ref-type="bibr" rid="b17">Kaveh &amp; Talatahari, 2010</xref>
            ). The heuristic methods present just one answer, and not necessarily the optimal one, while the case may have more than one answer (
            <xref ref-type="bibr" rid="b13">
               Feng
               <italic>et al.</italic>
               , 1997
            </xref>
            ;
            <xref ref-type="bibr" rid="b22">Mulder, 2018</xref>
            ). It is easier to understand issues based on our mathematical methods. Sensitivity analysis in mathematical methods is much easier and more comprehensible, but in heuristic and non-mathematical methods, the software must be run several times with different inputs, what is time-consuming (
            <xref ref-type="bibr" rid="b37">Yoo &amp; Kim, 2014</xref>
            ).
         </p>
         <p>
            In this study, mathematical formulas were derived to determine the optimum amounts of applied water and N at variable crop prices and rainfall conditions for sugar beet under land and water limiting conditions. This theory was applied for sugar beet data obtained in Alborz Province of Iran (
            <xref ref-type="bibr" rid="b16">Karimi &amp; Naderi, 2008</xref>
            ).
         </p>
      </sec>
      <sec id="S2">
         <title>Material and methods</title>
         <sec id="S2.1">
            <title>Mathematical formulation with variable crop prices</title>
            <p>
               The mathematical formulation was presented by
               <xref ref-type="bibr" rid="b38">Zand-Parsa &amp; Sepaskhah (2001)</xref>
               to determine the farm net income in case that the crop yield and price are a function of applied water and N as follows:
            </p>
            <p />
          <graphic id="form1" xlink:href="sjar_e1202_form1.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
          <graphic id="form2" xlink:href="sjar_e1202_form2.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>
               where A is the irrigated area (ha), W is the applied water (m
               <sup>3</sup>
               /ha), R is the rainfall (m
               <sup>3</sup>
               /ha), N is the N application rate (kg/ha), Nr is the soil residual mineral N (kg/ha), y (W+R, N+Nr) is the crop yield (kg/ha), c (W, N) is the production costs (Rls
               <sup>1</sup>
               /ha), P
               <sub>c</sub>
               (W+R, N+Nr) is the crop price (Rls/kg), i
               <sub>l</sub>
               (W+R, N+Nr) is the net income per unit area (Rls/ha), and I
               <sub>f</sub>
               (W+R, N+Nr) is the total net income (Rls) from all irrigated area. Contrary to W and N that are management parameters and can be selected, R and Nr are not easily available under field conditions; however, R can be predicted. Although the values of R and Nr affect the crop yield and price, they do not influence the crop production costs.
            </p>
            <p>The irrigated area (A) can be a function of used water and is not dependent on N fertilizer because of no limitation for N use. The irrigated area can be determined as follows:</p>
            <p />
            <graphic id="form3" xlink:href="sjar_e1202_form3.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p />
            <p>
               where W
               <sub>T</sub>
               is the total available water supply (m
               <sup>3</sup>
               ).
            </p>
            <p>Under land limited conditions (when the arable land area is limited), the farmer put all available arable land under irrigation and cannot increase the land area. Therefore, net income per unit area gets a maximum value since the partial derivative of farm net income equation [<xref ref-type="disp-formula" rid="form1">Eqn (1)</xref>] with respect to W and N was set to zero as follows:</p>
         <graphic id="form4a" xlink:href="sjar_e1202_form4a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
         <graphic id="form4b" xlink:href="sjar_e1202_form4b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>
               Under land limiting conditions, all available land is put under irrigation and A is not dependent on applied water and N. In this condition, the derivative of A is zero. Therefore, the optimum levels of water and N fertilizer under limited land conditions,
               <italic>i.e</italic>
               ., W
               <sub>l</sub>
               and N
               <sub>l</sub>
               can be determined as follows:
            </p>
         <graphic id="form5a" xlink:href="sjar_e1202_form5a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
         <graphic id="form5b" xlink:href="sjar_e1202_form5b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>Therefore, the partial derivatives of <xref ref-type="disp-formula" rid="form2">Eqn (2)</xref> can be written as follows:</p>
           <graphic id="form6a" xlink:href="sjar_e1202_form6a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
           <graphic id="form6b" xlink:href="sjar_e1202_form6b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>Therefore, under limited land conditions, optimum applied water and N can be determined by solving:</p>
         <graphic id="form7a" xlink:href="sjar_e1202_form7a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
         <graphic id="form7b" xlink:href="sjar_e1202_form7b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>Under water limiting conditions, the farmer may put more land area under irrigation to use all the water supply. Therefore, when the applied water and N are limited and non-limited, respectively, the partial derivative of A with respect to W and N can be written as follows:</p>
            <graphic id="form8a" xlink:href="sjar_e1202_form8a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <graphic id="form8b" xlink:href="sjar_e1202_form8b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>
               By substituting <xref ref-type="disp-formula" rid="form2">Eqns (2)</xref>, <xref ref-type="disp-formula" rid="form3">(3)</xref>, <xref ref-type="disp-formula" rid="form8">(8a) and (8b)</xref> in <xref ref-type="disp-formula" rid="form4a">Eqns (4a)</xref> and <xref ref-type="disp-formula" rid="form4b">(4b)</xref>, the optimum amount of applied water and N under water limiting conditions,
               <italic>i.e</italic>
               . W
               <sub>w</sub>
               and N
               <sub>w</sub>
               , can be calculated as follows:
            </p>
         <graphic id="form9a" xlink:href="sjar_e1202_form9a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
         <graphic id="form9b" xlink:href="sjar_e1202_form9b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>By simplifying the <xref ref-type="disp-formula" rid="form9a">Eqns (9a)</xref> and <xref ref-type="disp-formula" rid="form9b">(9b)</xref></p>
    <graphic id="form10a" xlink:href="sjar_e1202_form10a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
    <graphic id="form10b" xlink:href="sjar_e1202_form10b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>
               and solving <xref ref-type="disp-formula" rid="form10a">Eqns (10a)</xref> and <xref ref-type="disp-formula" rid="form10b">(10b)</xref> for W and N will yield the optimum amount of applied water (W
               <sub>w</sub>
               ) and nitrogen (N
               <sub>w</sub>
               ) under limited water conditions and variable crop price.
            </p>
            <p>
               The applied water and N amounts which result in maximum yield,
               <italic>i.e</italic>
               ., W
               <sub>m</sub>
               and N
               <sub>m</sub>
               , can be determined by taking the partial derivative of the crop yield function with respect to W and N and set those equal to zero as:
            </p>
           <graphic id="form11a" xlink:href="sjar_e1202_form11a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
           <graphic id="form11b" xlink:href="sjar_e1202_form11b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>Since crop yield and price equations are nonlinear equations as a function of W and N, a nonlinear system of equations should be used for solving <xref ref-type="disp-formula" rid="form7a">Eqns (7a)</xref>, <xref ref-type="disp-formula" rid="form7b">(7b)</xref>, <xref ref-type="disp-formula" rid="form10a">(10a)</xref>, <xref ref-type="disp-formula" rid="form10b">(10b)</xref> and <xref ref-type="disp-formula" rid="form11a">(11a)</xref>, <xref ref-type="disp-formula" rid="form11b">(11b)</xref>. In the current study, MATLAB software was used to solve this nonlinear system of equations.</p>
         </sec>
         <sec id="S2.2">
            <title>Field experiment</title>
            <p />
            <p>
               The data used in this investigation were obtained from
               <xref ref-type="bibr" rid="b16">Karimi &amp; Naderi (2008)</xref>
               , who conducted an experiment at Karaj Research Center, Karaj, I. R. of Iran in 2003. <xref ref-type="table" rid="T1">Table 1</xref> shows the soil physical and chemical properties (
               <xref ref-type="bibr" rid="b16">Karimi &amp; Naderi, 2008</xref>
               ). The experiment was a split-plot design (1 plot = 3&#215;6 m
               <sup>2</sup>
               ) with randomized complete blocks arrangement with three replications. Irrigation treatments were the main plots and N fertilizer rates were subplots. Four levels of irrigation water (40%, 80%, 120% and 160% of evaporation from the surface of class A evaporation pan) and four of N fertilizer (urea) (0, 90, 180 and 270 kg N/ha) were applied. Irrigation frequency was the same for all treatments (every 7 days). Sum of the applied water and seasonal rainfall for different irrigation treatments were 9500, 11850, 14500 and 16450 m
               <sup>3</sup>
               /ha, respectively. Seasonal rainfall was 207 m
               <sup>3</sup>
               /ha. MSC2 cultivar of sugar beet was planted. Seeds were planted on rows with spacing between rows of 0.6 m and distance between seeds on rows of 0.2 m. After harvest, the sugar concentration was determined by standard procedures by the sugar refining factory. The soil residual mineralized nitrogen (NO
               <sub>3</sub>
               and NH
               <sub>4</sub>
               ) of the root zone was considered as 255.15 kg/ha for two soil layers (5% of the soil total N (<xref ref-type="table" rid="T1">Table 1</xref>), as reported by
               <xref ref-type="bibr" rid="b9">Dhanke &amp; Vass, 1973</xref>
               ).
            </p>
            <table-wrap id="T1">
    <label>Table 1.</label>
    <caption>
    <title>Soil physical and chemical properties of the
experimental site (from Karimi &amp; Naderi, 2008). </title>
    </caption>
    <graphic xlink:href="sjar_e1202_t01.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</table-wrap>

         </sec>
         <sec id="S2.3">
            <title>Rainfall probability of occurrence</title>
            <p />
            <p>
               Using the above-mentioned analysis to plan the deficit irrigation is contingent on the prediction of seasonal rainfall amount before the start of the growing season or on the amount of optimum applied water that should be determined by using occurrence probability analysis for a given rainfall (
               <xref ref-type="bibr" rid="b33">
                  Sepaskhah
                  <italic>et al.</italic>
                  , 2008
               </xref>
               ).
            </p>
            <p>
               Rainfall amounts during the growing season for 21 years in the study area are available (
               <ext-link>http://www.irimo.ir</ext-link>
               ). A frequency analysis was applied for the amounts of optimum applied water at different N levels obtai­ned in different years. The occurrence probability was estima­ted by Weibull equation (
               <xref ref-type="bibr" rid="b8">
                  Chow
                  <italic>et al.</italic>
                  , 1988
               </xref>
               ) as follows:
            </p>
           <graphic id="form12" xlink:href="sjar_e1202_form12.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p />
            <p>
               where
               <italic>p</italic>
               is the probability of occurrence in fraction,
               <italic>m</italic>
               is the rank of observation, and
               <italic>n</italic>
               is the number of observations.
            </p>
         </sec>
         <sec id="2.4">
            <title>Crop yield, cost and crop price function</title>
            <p />
            <p>
               Based on the sugar beet root yield, sugar content, sum of irrigation water and rainfall and sum of N application rate and residual N, reported by
               <xref ref-type="bibr" rid="b16">Karimi &amp; Naderi (2008)</xref>
               , crop yield and sugar concentration functions were determined by multiple regression analysis as follows:
            </p>
     <graphic id="form13" xlink:href="sjar_e1202_form13.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
     <graphic id="form14" xlink:href="sjar_e1202_form14.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p>In <xref ref-type="disp-formula" rid="form13">Eqns. (13)</xref> and <xref ref-type="disp-formula" rid="form14">(14)</xref>, units of y, N, and Nr are</p>
            <p>
               kg/ha; W and R, m
               <sup>3</sup>
               /ha; and SC, %.
            </p>
            <p>
               As mentioned above, crop price (P
               <sub>c</sub>
               ) depends on root sugar concentration. Therefore, crop price (P
               <sub>c</sub>
               ) is a function of W+R and N+Nr and its value was determined as follows (
               <xref ref-type="bibr" rid="b35">Tavakoli &amp; Fardad, 1999</xref>
               ):
            </p>
            <p />
          <graphic id="form15" xlink:href="sjar_e1202_form15.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
            <p />
            <p>
               where P
               <sub>c16</sub>
               is the base price of sugar beet (Rls/kg) with SC of 16% and its value was 290 Rls/kg at the time of carrying out the experiment. Values of 3 and 13 are a mean waste (%) and mean sugar concentration (%) in previous years, respectively, as suggested by the Iranian Agricultural Ministry (
               <xref ref-type="bibr" rid="b35">Tavakoli &amp; Fardad, 1999</xref>
               ). The cost function is the sum of fixed cost including land preparation, seeding, herbicides and pesticides, harvest, and land rent and variable costs consisted of water cost (P
               <sub>w</sub>
               =120 Rls/m
               <sup>3</sup>
               ) and N fertilizer cost (P
               <sub>n</sub>
               =913 Rls/kg) as follows:
            </p>
            <graphic id="form16" xlink:href="sjar_e1202_form16.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
         </sec>
      </sec>
      <sec id="S3">
         <title>Results</title>
         <sec id="S3.1">
            <title>Maximum yield</title>
            <p>
               Solving <xref ref-type="disp-formula" rid="form11a">Eqns (11a)</xref> and <xref ref-type="disp-formula" rid="form11b">(11b)</xref> based on the coe­fficients of <xref ref-type="disp-formula" rid="form13">Eqn (13)</xref>, the amount of applied water (W
               <sub>m</sub>
               ) and nitrogen (N
               <sub>m</sub>
               ) that resulted in maximum yield was obtained as follows:
            </p>
     <graphic id="form17a" xlink:href="sjar_e1202_form17a.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
     <graphic id="form17b" xlink:href="sjar_e1202_form17b.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
         </sec>
         <sec id="S3.2">
            <title>Land limiting conditions</title>
            <p />
            <p>
               Under land limiting conditions, saved water com­pared to W
               <sub>m</sub>
               cannot be used to irrigate extra land area. This amount of water maximized the benefit for each unit of land. By solving <xref ref-type="disp-formula" rid="form7a">Eqns (7a)</xref> and <xref ref-type="disp-formula" rid="form7b">(7b)</xref> based on yield [<xref ref-type="disp-formula" rid="form13">Eqn (13)</xref>], crop price [<xref ref-type="disp-formula" rid="form15">Eqn (15)</xref>] and cost [<xref ref-type="disp-formula" rid="form16">Eqn (16)</xref>] functions for R=207 m
               <sup>3</sup>
               /ha, Nr=255.15 kg/ha, P
               <sub>c16</sub>
               =290 Rls/kg, P
               <sub>n</sub>
               =913 Rls/kg and P
               <sub>w</sub>
               =120 Rls/m
               <sup>3</sup>
               ,
            </p>
            <p>
               the calculated optimum water (W
               <sub>l</sub>
               ) and N (N
               <sub>l</sub>
               ) under land limiting conditions were 12174.2 m
               <sup>3</sup>
               /ha and
            </p>
            <p>
               262.6 kg/ha, respectively. For more assessments, W
               <sub>l</sub>
               and N
               <sub>l</sub>
               were calculated at different rainfalls, water costs, N cost, base crop prices and soil residual N. Results are shown in <xref ref-type="fig" rid="F1">Figs. 1</xref> and <xref ref-type="fig" rid="F2">2</xref> which indicate that as rainfall increased, W
               <sub>l</sub>
               decreased, whereas N
               <sub>l</sub>
               did not vary (<xref ref-type="fig" rid="F1">Fig. 1a</xref>). Therefore, rainfall had not any effect on the optimal amount of N
               <sub>l</sub>
               . For constant N cost (P
               <sub>n</sub>
               =913 Rls/kg) and base crop price (P
               <sub>c16</sub>
               =290 Rls/kg), by increasing water cost (P
               <sub>w</sub>
               ), optimum amounts of water and N decreased and increased, respectively (<xref ref-type="fig" rid="F1">Fig. 1a</xref>). For constant water cost (P
               <sub>w</sub>
               =120 Rls/m
               <sup>3</sup>
               ) and base crop price (P
               <sub>c16</sub>
               =290 Rls/kg),
            </p>
            <fig id="F1">
    <label>Figure 1.</label>
    <caption>
    <title>Relationship between the optimum water (W<sub>l</sub>) and nitrogen (N<sub>l</sub>) under land
limiting conditions and rainfall at different water costs [a, P<sub>w</sub> (Rls/m<sup>3</sup>)], N costs [b, P<sub>n</sub>
(Rls/kg)] and base crop prices [c, P<sub>c16</sub> (Rls/kg)].</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f01.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

<fig id="F2">
    <label>Figure 2.</label>
    <caption>
    <title>Relationship between the optimum water (W<sub>l</sub>) and nitrogen (N<sub>l</sub>) under
land limiting conditions and residual N at different N costs (P<sub>n</sub>, Rls/kg) for
rainfall=207 m<sup>3</sup>/ha, base crop prices (P<sub>c16</sub>) =290 Rls/kg and water price (P<sub>w</sub>)=120
Rls/m<sup>3</sup>.</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f02.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

            <p>
               by increasing N cost (P
               <sub>n</sub>
               ), the optimum amount of N decreased; however, the optimum amount of water increased (<xref ref-type="fig" rid="F1">Fig. 1b</xref>). For a given rainfall, the optimum level of water increased by an increase in base crop price (<xref ref-type="fig" rid="F1">Fig. 1c</xref>). In other words, maximum net income was found at a higher depth of water by an increase in base crop price. For a given rainfall, N
               <sub>l</sub>
               variation was very low by a change in base crop price (<xref ref-type="fig" rid="F1">Fig. 1c</xref>) and was higher for a higher water and N cost (<xref ref-type="fig" rid="F1">Figs. 1a and 1b</xref>). The value of W
               <sub>l</sub>
               was not affected by soil residual N content, and the value of N
               <sub>l</sub>
               decreased by an increase in Nr (<xref ref-type="fig" rid="F2">Fig. 2</xref>).
            </p>
            <p>
               Net income was calculated based on different irri­gation water and N applications at different water and N costs and base crop price for constant rainfall and soil residual N. Relationships between net income and irrigation water at different water costs and base crop prices for R=207 m
               <sup>3</sup>
               /ha and N+Nr=517 kg/ha are shown in <xref ref-type="fig" rid="F3">Fig. 3</xref>. As mentioned above, the maximum net income per unit area (the maximum points) occurred at optimum irrigation water for different water costs (<xref ref-type="fig" rid="F3">Fig. 3a</xref>). An increase in water cost decreased net income. Also, maximum net income was obtained at lower irrigation water depth by the increase in water cost compared with P
               <sub>w</sub>
               =0 (arrow in <xref ref-type="fig" rid="F3">Fig. 3a</xref>). Maximum net income increased by increase in the base crop price. The maximum net income was obtained at higher irrigation water by an increase in base crop price (arrow in <xref ref-type="fig" rid="F3">Fig. 3b</xref>). The net income under land limiting conditions at different N costs for P
               <sub>c16</sub>
               =290 Rls/kg and W+R=
            </p>
            <fig id="F3">
    <label>Figure 3.</label>
    <caption>
    <title>Relationships between the net income and irrigation water under land limiting
conditions at different water cost (a) and base crop price (b) for sum of the N and soil
residual mineral N (N+Nr)=517 kg/ha and rainfall=20.7 mm. Arrows cross through
maximum net income.</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f03.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

            <p>
               12381 m
               <sup>3</sup>
               /ha are shown in <xref ref-type="fig" rid="F4">Fig. 4</xref>. The maximum net income per unit area (maximum point) occurred at optimum N application. The maximum net income decreased and occurred at a lower N level by an increase in N cost (arrow in <xref ref-type="fig" rid="F4">Fig. 4</xref>).
            </p>
            <fig id="F4">
    <label>Figure 4.</label>
    <caption>
    <title>Relationships between the net income and applied N under land limiting
conditions at different N cost for base crop price (P<sub>c16</sub>)=290 Rls/kg and sum of irrigation
water and rainfall (W+R)=12381 m<sup>3</sup>/ha. The arrow crosses the peak points.</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f04.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

         </sec>
         <sec id="S3.3">
            <title>Water limiting conditions</title>
            <p />
            <p>
               For an optimum amount of water under water limiting conditions, the saved water with respect to W
               <sub>m</sub>
               can be used to increase the A (more planting area). Therefore, net income gained from total A is increased. By solving <xref ref-type="disp-formula" rid="form10a">Eqns (10a)</xref> and <xref ref-type="disp-formula" rid="form10b">(10b)</xref> based on yield [<xref ref-type="disp-formula" rid="form13">Eqn (13)</xref>], crop price [<xref ref-type="disp-formula" rid="form15">Eqn (15)</xref>] and cost [<xref ref-type="disp-formula" rid="form16">Eqn (16)</xref>] functions, for R=207 m
               <sup>3</sup>
               /ha, Nr=255.15 kg/ha, P
               <sub>c16</sub>
               =290 Rls/kg, P
               <sub>n</sub>
               =913 Rls/kg and P
               <sub>w</sub>
               =120 Rls/m
               <sup>3</sup>
               , the calculated optimum water (W
               <sub>w</sub>
               ) and N (N
               <sub>w</sub>
               ) under water limiting conditions were 8410.6 m
               <sup>3</sup>
               /ha and
            </p>
            <p>300.7 kg/ha, respectively.</p>
            <p>
               For more assessments, the values of W
               <sub>w</sub>
               and N
               <sub>w</sub>
               were calculated at different rainfall amounts, water costs, N costs, base crop prices and soil residual N contents. The results are shown in <xref ref-type="fig" rid="F5">Figs. 5</xref> and <xref ref-type="fig" rid="F6">6</xref>. By an increase in rainfall (<xref ref-type="fig" rid="F5">Fig. 5</xref>), residual N (<xref ref-type="fig" rid="F6">Fig. 6</xref>), water cost (<xref ref-type="fig" rid="F5">Fig. 5a</xref>) and base crop price (<xref ref-type="fig" rid="F5">Fig. 5c</xref>), the value of applied water decreased. The value of W
               <sub>w</sub>
               increased by an increase in the N cost (<xref ref-type="fig" rid="F5">Fig. 5b</xref>). For N
               <sub>w</sub>
               , with exception of base crop price (<xref ref-type="fig" rid="F5">Fig. 5c</xref>), the value of N
               <sub>w</sub>
               decreased by increase in rainfall (<xref ref-type="fig" rid="F5">Fig. 5</xref>), soil residual N content (<xref ref-type="fig" rid="F6">Fig. 6</xref>), water cost (<xref ref-type="fig" rid="F5">Fig. 5a</xref>), and N cost (<xref ref-type="fig" rid="F5">Fig. 5b</xref>). For a constant water cost and base crop price, by increasing N cost, the optimum N decreased, and optimum water increased (<xref ref-type="fig" rid="F5">Fig. 5b</xref>). Net income decreased by an increase in N cost. Therefore, the maximum net income per unit area occurred at a higher water level in which yield was higher. For a given rainfall, the optimum level of applied water decreased by an increase in base crop price. In other words, maximum net income occurred at lower applied water by an increase in base crop price (<xref ref-type="fig" rid="F5">Fig. 5c</xref>).
            </p>
            <fig id="F5">
    <label>Figure 5.</label>
    <caption>
    <title>Relationship between the optimum water (W<sub>w</sub>) and nitrogen (N<sub>w</sub>)
under water limiting conditions and rainfall at different: (a) water costs [P<sub>w</sub> (Rls/
m<sup>3</sup>)], (b) N costs [P<sub>n</sub> (Rls/kg)] and (c) base crop prices [P<sub>c16</sub> (Rls/kg)].</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f05.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

<fig id="F6">
    <label>Figure 6.</label>
    <caption>
    <title>Relationship between the optimum water (W<sub>w</sub>) and nitrogen (N<sub>w</sub>) under water
limiting conditions and residual N at different N costs (P<sub>n</sub>, Rls/kg) for rainfall=207
m<sup>3</sup>/ha, base crop prices (P<sub>c16</sub>) =290 Rls/kg and water price (P<sub>w</sub>)=120 Rls/m<sup>3</sup>.</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f06.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

            <p>The net income under conditions of water limiting for seasonal rainfall of 20.7 mm and N+Nr=517 kg/ha at different water costs and base crop prices are shown in <xref ref-type="fig" rid="F7">Fig. 7</xref>.</p>
            <fig id="F7">
    <label>Figure 7.</label>
    <caption>
    <title>Relationships between the net income and irrigation water under water limiting
conditions at different: (a) water costs and (b) base crop prices for sum of the N and soil
residual mineral N (N+Nr)=517 kg/ha and rainfall=20.7 mm. Arrows cross through maximum
net income.</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f07.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

            <p>
               Optimum water, N, grain yield, net income and land increase for Nr=255 kg/ha, P
               <sub>w</sub>
               =120 Rls/m
               <sup>3</sup>
               , P
               <sub>n</sub>
               =
            </p>
            <p>
               913 Rls/kg and P
               <sub>c16</sub>
               =290 Rls/kg at different rainfall depths were calculated and presented in <xref ref-type="table" rid="T2">Table 2</xref>. Rainfall occurrence resulted in increase in the amount of total net income due to a decrease in water cost. In <xref ref-type="fig" rid="F7">Fig. 7</xref>, the maximum points occurred at irrigation depth that is equal to W
               <sub>w</sub>
               . The maximum point was shifted to the left and optimum irrigation water decreased by an increase in the water cost and base crop price (arrows in <xref ref-type="fig" rid="F7">Fig. 7</xref>). The net income under water limiting conditions at different N costs for P
               <sub>c16</sub>
               =290 Rls/kg and W+R=12381 m
               <sup>3</sup>
               /ha are shown in <xref ref-type="fig" rid="F8">Fig. 8</xref>. Maximum net income in the total irrigated area (maximum point) occurred at optimum N application. The maximum net income decreased and occurred at a lower N level by increase in N cost due to increase in production costs (arrow in <xref ref-type="fig" rid="F8">Fig. 8</xref>).
            </p>
            <table-wrap id="T2">
    <label>Table 2.</label>
    <caption>
    <title>Optimum water, nitrogen, grain yield, net income and land increasing for soil residual mineral N =255 kg/
ha, water price =120 Rls/m<sup>3</sup> and N fertilizer cost =913 Rls/kg at different rainfall depths. </title>
    </caption>
    <graphic xlink:href="sjar_e1202_t02.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</table-wrap>

            <fig id="F8">
    <label>Figure 8.</label>
    <caption>
    <title>Relationships between the net income and applied N under water limiting
conditions at different N costs for base crop price (P<sub>c16</sub>)=290 Rls/kg and sum of irrigation
water and rainfall (W+R)=12381 m3/ha. The arrow crosses the peak points.</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f08.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

         </sec>
         <sec id="S3.4">
            <title>Constant crop price conditions</title>
            <p />
            <p>
               When the crop price is fix (it does not change with crop quality), its value will be determined based on supply and demand system or government pricing. For fixed crop price, term
               <italic>pc</italic>
               (
               <italic>W</italic>
               +
               <italic>R</italic>
               ,
               <italic>N</italic>
               +
               <italic>Nr</italic>
               ) in Eq. (2) changed to a constant value (P
               <sub>c</sub>
               ). Anyway, the fixed crop price may be either higher than the variable crop price or lower than it. Therefore, the results of these two situations are similar to those obtained by changing the base crop price in <xref ref-type="disp-formula" rid="form15">Eqn. (15)</xref>. For example, as presented in <xref ref-type="table" rid="T2">Table 2</xref>, optimum water, optimum N, grain yield, net income and land increase for
            </p>
            <p>
               Nr=255 kg/ha, P
               <sub>w</sub>
               =120 Rls/m and P
               <sub>n</sub>
               =913 Rls/kg in case of the fixed crop price and equal to the base crop price (P
               <sub>c</sub>
               = P
               <sub>c16</sub>
               =290 Rls/kg) at different rainfall depths were calculated. In other words, crop price did not change with crop quality and it was assumed that the value of SC in <xref ref-type="disp-formula" rid="form15">Eqn. (15)</xref> was 16 and
            </p>
            <p>
               P
               <sub>c</sub>
               = P
               <sub>c16</sub>
               =290 Rls/kg. In these conditions, crop price was higher than the varied crop price due to root sugar concentration lower than 16% (mean sugar content is 13% in Iran;
               <xref ref-type="bibr" rid="b35">Tavakoli &amp; Fardad, 1999</xref>
               ). As mentioned above, increasing of P
               <sub>c16</sub>
               , to higher crop price under constant crop price conditions resulted in higher W
               <sub>l</sub>
               , W
               <sub>w</sub>
               , N
               <sub>w</sub>
               and total net income and lower N
               <sub>l</sub>
               compared with the crop price under varied crop prices (<xref ref-type="table" rid="T2">Table 2</xref>).
            </p>
         </sec>
         <sec id="S3.5">
            <title>Deficit irrigation planning</title>
            <p />
            <p>
               For planning deficit irrigation, the amounts of optimum applied water at different N levels were obtained for 21 years of seasonal rainfall values in the study area. A frequency analysis was applied for the amounts of optimum applied water at different N levels obtained in different years. The occurrence probability for the values of optimum applied water was estimated by the Weibull equation [<xref ref-type="disp-formula" rid="form12">Eqn (12)</xref>]. The suitable distribution function was Gumbel (<xref ref-type="fig" rid="F9">Fig. 9</xref>) based on the Kolmogorov-Smirnov index of goodness of fit. Results of distribution function showed that under water limiting conditions, the probability of occurrence for W
               <sub>w</sub>
               as 50% and 80% that is corresponding to 3001.9 and 3400.3 m
               <sup>3</sup>
               /ha of water for N
               <sub>w</sub>
               =0.0 kg/ha, 7135.6 and 7430.3 m
               <sup>3</sup>
               /ha of water for N
               <sub>w</sub>
               =100.0 kg/ha and 7996.0 and 8278.9 m
               <sup>3</sup>
               /ha of water for N
               <sub>w</sub>
               =200.0 kg/ha, respectively, could be used in irrigation water resources planning, which is in accordance with the probability of occurrence of 50% and 80% for seasonal rainfall.
            </p>
            <fig id="F9">
    <label>Figure 9.</label>
    <caption>
    <title>Relationships between the optimum applied water and
Weibull probability under limiting water conditions at the different
N level (N<sub>w</sub>, kg/ha) for soil residual mineral N (Nr)=255 kg/ha,
water price (P<sub>w</sub>)=120 Rls/m<sup>3</sup>, N fertilizer cost (P<sub>n</sub>)=913 Rls/kg and
base crop price (P<sub>c16</sub>)=290 Rls/kg.</title>
    </caption>
    <graphic xlink:href="sjar_e1202_f09.jpg" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</fig>

         </sec>
      </sec>
      <sec id="S4">
         <title>Discussion</title>
         <p>
            In the current study, required equations for deter­mining the optimum applied irrigation water depth and N fertilizer under full irrigation, limited land and water conditions for sugar beet were derived when the crop price is a function of the sum of irrigation water and seasonal rainfall and N fertilizer. Results showed that applied water and N to maximize yield decreased by an increase in rainfall and soil residual mineral N, respectively. The higher rainfall supplied, the higher portion of crop water requirements. These results are similar to those obtained by
            <xref ref-type="bibr" rid="b33">
               Sepaskhah
               <italic>et al.</italic>
               (2008)
            </xref>
            for saffron and
            <xref ref-type="bibr" rid="b32">
               Sepaskhah
               <italic>et al.</italic>
               (2006)
            </xref>
            for winter wheat.
         </p>
         <p>
            Under land limiting conditions by an increase in rainfall and water price, optimum water decreased due to partly supplying of the crop water requirement by rainfall. Similar results were reported by
            <xref ref-type="bibr" rid="b24">Oweis &amp; Hachum (2006)</xref>
            and
            <xref ref-type="bibr" rid="b2">
               Amiri
               <italic>et al.</italic>
               (2016)
            </xref>
            for rice and wheat, respectively. A decrease in N cost and base crop price resulted in decrease in W
            <sub>l</sub>
            as shown by
            <xref ref-type="bibr" rid="b38">Zand-Parsa &amp; Sepaskhah (2001)</xref>
            under land limiting conditions. The value of W
            <sub>l</sub>
            was not affected by Nr. Similarly to the results obtained by
            <xref ref-type="bibr" rid="b32">
               Sepaskhah
               <italic>et al.</italic>
               (2006)
            </xref>
            , the applied N under land limiting conditions decreased by an increase in Nr. The value of N
            <sub>l</sub>
            increased by an increase in water price and a decrease in base crop price and N cost. Net income decreased by an increase in water and N costs due to the increase in production costs. Therefore, the maximum net income per unit area occurred at higher water and N levels in which yield was higher.
         </p>
         <p>
            Under limited water conditions, by an increase in rainfall, soil residual N, water cost and base crop price, the value of optimum applied water decreased (
            <xref ref-type="bibr" rid="b39">Zhang &amp; Oweis, 1999</xref>
            ;
            <xref ref-type="bibr" rid="b38">Zand-Parsa &amp; Sepaskhah, 2001</xref>
            ;
            <xref ref-type="bibr" rid="b2">
               Amiri
               <italic>et al.</italic>
               , 2016
            </xref>
            ;
            <xref ref-type="bibr" rid="b19">Khozaie &amp; Sepaskhah, 2018</xref>
            ). The value of W
            <sub>w</sub>
            increased by an increase in the N cost. With the exception of base crop price, the value of optimum N under water limiting conditions decreased by an increase in rainfall, soil residual N, water cost, and N cost. As discussed by
            <xref ref-type="bibr" rid="b32">
               Sepaskhah
               <italic>et al.</italic>
               (2006)
            </xref>
            , in the conditions of limited water, the cultivated land under irrigation is determined as W
            <sub>m</sub>
            /W
            <sub>w</sub>
            . In this condition, as obtained in the current study, the net income is maximized at less applied water in comparison with that obtained at limited land conditions. Under limited water conditions, the net benefit per unit water is maximized, while under limited land conditions, the net benefit per unit land is maximized. According to
            <xref ref-type="bibr" rid="b11">English &amp; Raja (1996)</xref>
            ,
            <xref ref-type="bibr" rid="b31">Sepaskhah &amp; Akbari (2005)</xref>
            and
            <xref ref-type="bibr" rid="b34">
               Shabani
               <italic>et al.</italic>
               (2018)
            </xref>
            , results showed that the net income per unit water was higher under limited water conditions compared to the maximum yield and limited land conditions. However, yield and net income per unit area were low. Therefore, the total obtained net income from all irrigated areas increased due to the increase in cultivated area (
            <xref ref-type="bibr" rid="b25">
               Pereira
               <italic>et al.</italic>
               , 2002
            </xref>
            ). Increase in water cost and base crop price decreased and increased the net income due to an increase in production cost and income, respectively (
            <xref ref-type="bibr" rid="b27">
               Rey
               <italic>et al.</italic>
               , 2016
            </xref>
            ).
         </p>
         <p>
            Optimum N application under limited land and limited water conditions was higher than its value under full irrigation due to the fact that N fertilizer application was not limited and maximum net income per unit area and water occurred at higher N level in which yield was higher (
            <xref ref-type="bibr" rid="b38">Zand-Parsa &amp; Sepaskhah, 2001</xref>
            ;
            <xref ref-type="bibr" rid="b32">
               Sepaskhah
               <italic>et al.</italic>
               , 2006
            </xref>
            ). In these conditions, N leaching decreased as a result of a decrease in applied water and drainage water. Therefore, using these optimum water depth and N create lower environmental pollution.
         </p>
         <p>For no rainfall in the growing season, deficit irrigation as 27% and 48% compared to full irrigation resulted in 6.4% and 25.4% decrease in yield and 21.4% and 96.2% increase in total net income under land and water limiting conditions, respectively. Under water limiting conditions, for given base crop price, water cost, N cost and soil residual N, cultivated land area increased by 93.7, 108 and 128% for 0, 60 and 120 mm rainfall, respectively.</p>
         <p>
            For fixed crop price, derived equations in this study is similar to the derived equations by
            <xref ref-type="bibr" rid="b38">Zand-Parsa &amp; Sepaskhah (2001)</xref>
            and
            <xref ref-type="bibr" rid="b32">
               Sepaskhah
               <italic>et al.</italic>
               (2006)
            </xref>
            and increasing of base crop price resulted in increase in W
            <sub>l</sub>
            , W
            <sub>w</sub>
            , N
            <sub>w</sub>
            and total net income and decrease in N
            <sub>l</sub>
            .
         </p>
         <p>The economic-mathematical analysis presented here can be used for other regions and crops, e.g., sugarcane and other crops for which the crop price is dependent on yield quality. Yield and crop price functions used in the current study were empirical and should be determined for specific climates and cultivars.</p>
      </sec>
   </body>
   <back>
      <ref-list id="S5">
         <title>References</title>
         <ref id="b1">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Akeson</surname>
                     <given-names>WR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Westfall</surname>
                     <given-names>DG</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Henson</surname>
                     <given-names>MA</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Stout</surname>
                     <given-names>EL</given-names>
                  </name>
                  ,
               </person-group>
               <year>1979</year>
               .
               <article-title>Influence of nitrogen fertility level and topping method on yield, quality, and storage losses in sugar beets.</article-title>
               <source>Agron J</source>
               <volume>71</volume>
               <lpage>292</lpage>
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.2134/agronj1979.00021962007100020018x">https://doi.org/10.2134/agronj1979.00021962007100020018x</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b2">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Amiri</surname>
                     <given-names>MJ</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Hamidifar</surname>
                     <given-names>H</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Bahrami</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Eslamian</surname>
                     <given-names>S</given-names>
                  </name>
                  ,
               </person-group>
               <year>2016</year>
               .
               <article-title>Optimization of deficit-irrigation under variable seasonal rainfall and planning scenarios for rice in a semi-arid region of Iran.</article-title>
               <source>Int J Hyd Sci Tech</source>
               <volume>6</volume>
               :
               <fpage>331</fpage>
               -
               <lpage>343</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1504/IJHST.2016.079351">https://doi.org/10.1504/IJHST.2016.079351</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b3">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Barton</surname>
                     <given-names>L</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Colmer</surname>
                     <given-names>TD</given-names>
                  </name>
                  ,
               </person-group>
               <year>2006</year>
               .
               <article-title>Irrigation and fertilizer strategies for minimizing nitrogen leaching from turfgrass.</article-title>
               <source>Agric Water Manag</source>
               <volume>80</volume>
               :
               <fpage>160</fpage>
               -
               <lpage>175</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.agwat.2005.07.011">https://doi.org/10.1016/j.agwat.2005.07.011</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b4">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Barzegari</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Sepaskhah</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Ahmadi</surname>
                     <given-names>SH</given-names>
                  </name>
                  ,
               </person-group>
               <year>2017</year>
               .
               <article-title>Irrigation and nitrogen managements affect nitrogen leaching and root yield of sugar beet.</article-title>
               <source>Nut Cyc Agroeco</source>
               <volume>108</volume>
               :
               <fpage>211</fpage>
               -
               <lpage>230</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s10705-017-9853-y">https://doi.org/10.1007/s10705-017-9853-y</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b5">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Burke</surname>
                     <given-names>E</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Kendall</surname>
                     <given-names>G</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Newall</surname>
                     <given-names>J</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Hart</surname>
                     <given-names>E</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Ross</surname>
                     <given-names>P</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Schulenburg</surname>
                     <given-names>S</given-names>
                  </name>
                  ,
               </person-group>
               <year>2003</year>
               .
               <article-title>Hyper-heuristics: An emerging direction in modern search technology.</article-title>
               <source>Springer, Boston, MA, USA.</source>
               <fpage>457</fpage>
               <lpage>474</lpage>
               <comment>In: Handbook of metaheuristics,</comment>
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/0-306-48056-5_16">https://doi.org/10.1007/0-306-48056-5_16</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b6">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Carter</surname>
                     <given-names>JN</given-names>
                  </name>
                  ,
               </person-group>
               <year>1982</year>
               .
               <article-title>Effect of nitrogen and irrigation levels, location and year on sucrose concentration of sugar beet in southern Idaho.</article-title>
               <source>Am Soc Sugar Beet Tech</source>
               <volume>21</volume>
               :
               <fpage>86</fpage>
               -
               <lpage>306</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5274/jsbr.21.3.286">https://doi.org/10.5274/jsbr.21.3.286</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b7">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Choluj</surname>
                     <given-names>D</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Karwowska</surname>
                     <given-names>R</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Ciszewska</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Jasińska</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
               </person-group>
               <year>2008</year>
               .
               <article-title>Influence of long-term drought stress on osmolyte accumulation in sugar beet (Beta vulgaris L.) plants.</article-title>
               <source>Acta Physiol Plant</source>
               <volume>30</volume>
               :
               <fpage>679</fpage>
               -
               <lpage>687</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s11738-008-0166-2">https://doi.org/10.1007/s11738-008-0166-2</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b8">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Chow</surname>
                     <given-names>VT</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Maidment</surname>
                     <given-names>DR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Mays</surname>
                     <given-names>LW</given-names>
                  </name>
                  ,
               </person-group>
               <year>1988</year>
               .
               <article-title>Handbook of applied hydrology.</article-title>
               <source>McGraw-Hill press, NY.</source>
            </element-citation>
         </ref>
         <ref id="b9">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Dhanke</surname>
                     <given-names>WG</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Vass</surname>
                     <given-names>E</given-names>
                  </name>
                  ,
               </person-group>
               <year>1973</year>
               .
               <article-title>Testing soil for nitrogen.</article-title>
               <source>Soil Sci Soc Am Inc., Madison, WI, USA.</source>
               <fpage>97</fpage>
               <lpage>144</lpage>
               <comment>In: Soil testing and plant analysis, rev. ed.; Walsh LE, Beaton J (Eds.),</comment>
            </element-citation>
         </ref>
         <ref id="b10">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Ehteshami</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Biglarijoo</surname>
                     <given-names>N</given-names>
                  </name>
                  ,
               </person-group>
               <year>2014</year>
               .
               <article-title>Determination of nitrate concentration in groundwater in agricultural area in Babol County, Iran.</article-title>
               <source>Iran J Public Health</source>
               <volume>2</volume>
               :
               <fpage>1</fpage>
               -
               <lpage>9</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.18869/acadpub.jhs.2.4.1">https://doi.org/10.18869/acadpub.jhs.2.4.1</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b11">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>English</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Raja</surname>
                     <given-names>SN</given-names>
                  </name>
                  ,
               </person-group>
               <year>1996</year>
               .
               <article-title>Perspective on deficit irrigation.</article-title>
               <source>Agric Water Manage</source>
               <volume>32</volume>
               :
               <fpage>1</fpage>
               -
               <lpage>14</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S0378-3774(96)01255-3">https://doi.org/10.1016/S0378-3774(96)01255-3</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b12">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>English</surname>
                     <given-names>MJ</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Musick</surname>
                     <given-names>JT</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Murty</surname>
                     <given-names>VVN</given-names>
                  </name>
                  ,
               </person-group>
               <year>1990</year>
               .
               <article-title>Deficit irrigation.</article-title>
               <source>ASAE Monograph no. 9. Am Soc of Agr Eng, USA.</source>
               <comment>In: Management of farm irrigation systems; Hoffman GJ, Howell TA, Solomon KH (eds).</comment>
            </element-citation>
         </ref>
         <ref id="b13">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Feng</surname>
                     <given-names>CW</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Liu</surname>
                     <given-names>L</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Burns</surname>
                     <given-names>SA</given-names>
                  </name>
                  ,
               </person-group>
               <year>1997</year>
               .
               <article-title>Using genetic algorithms to solve construction time-cost trade-off problems.</article-title>
               <source>J Comput Civil Eng</source>
               <volume>11</volume>
               (
               <issue>3</issue>
               ):
               <fpage>184</fpage>
               -
               <lpage>189</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1061/(ASCE)0887-3801(1997)11:3(184)">https://doi.org/10.1061/(ASCE)0887-3801(1997)11:3(184)</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b14">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Hoffmann</surname>
                     <given-names>CM</given-names>
                  </name>
                  ,
               </person-group>
               <year>2010</year>
               .
               <article-title>Root quality of sugar beet.</article-title>
               <source>Sugar Tech</source>
               <volume>12</volume>
               :
               <fpage>276</fpage>
               -
               <lpage>287</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s12355-010-0040-6">https://doi.org/10.1007/s12355-010-0040-6</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b15">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Jalilian</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Shiravani</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Nemati</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Basati</surname>
                     <given-names>J</given-names>
                  </name>
                  ,
               </person-group>
               <year>2001</year>
               .
               <article-title>
                  Effects of deficit irrigation on the production and economy of
                  <source>sugar beet</source>
                  in Kermanshah region.
               </article-title>
               Sugar Beet
               <volume>17</volume>
               :
               <fpage>1</fpage>
               -
               <lpage>14</lpage>
               .
               <comment>(In Persian).</comment>
            </element-citation>
         </ref>
         <ref id="b16">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Karimi</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Naderi</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
               </person-group>
               <year>2008</year>
               .
               <article-title>Different levels of irrigation and nitrogen effects on quantitative and qualitative yield and water use efficiency of Sugar beet.</article-title>
               <source>J Water Soil</source>
               <volume>22</volume>
               :
               <fpage>235</fpage>
               -
               <lpage>246</lpage>
               .
               <comment>(In Persian with English abstract).</comment>
            </element-citation>
         </ref>
         <ref id="b17">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Kaveh</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Talatahari</surname>
                     <given-names>S</given-names>
                  </name>
                  ,
               </person-group>
               <year>2010</year>
               .
               <article-title>A novel heuristic optimization method: charged system search.</article-title>
               <source>Acta Mechanica</source>
               <volume>213</volume>
               <issue>3-4</issue>
               <fpage>267</fpage>
               <lpage>289</lpage>
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s00707-009-0270-4">https://doi.org/10.1007/s00707-009-0270-4</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b18">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Khorramian</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Hosseinpour</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
               </person-group>
               <year>2016</year>
               .
               <article-title>Autumn sugar beet irrigation water optimization basis of yield and cost functions in north of the Khuzestan.</article-title>
               <source>J Irri Sci Eng</source>
               <volume>39</volume>
               :
               <fpage>95</fpage>
               -
               <lpage>106</lpage>
               <comment>(In Persian with English abstract).</comment>
            </element-citation>
         </ref>
         <ref id="b19">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Khozaie</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Sepaskhah</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
               </person-group>
               <year>2018</year>
               .
               <article-title>Economic analysis of the optimal level of supplemental irrigation for rain-fed figs.</article-title>
               <source>Iran Agric Res</source>
               <volume>37</volume>
               (
               <issue>2</issue>
               ):
               <fpage>17</fpage>
               -
               <lpage>26</lpage>
               .
            </element-citation>
         </ref>
         <ref id="b20">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Loel</surname>
                     <given-names>J</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Kenter</surname>
                     <given-names>C</given-names>
                  </name>
                  ,
                  <name>
                     <surname>M&#228;rl&#228;nder</surname>
                     <given-names>B</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Hoffmann</surname>
                     <given-names>CM</given-names>
                  </name>
                  ,
               </person-group>
               <year>2014</year>
               .
               <article-title>Assessment of breeding progress in sugar beet by testing old and new varieties under greenhouse and field conditions.</article-title>
               <source>Eur J Agr</source>
               <volume>52</volume>
               :
               <fpage>146</fpage>
               -
               <lpage>156</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.eja.2013.09.016">https://doi.org/10.1016/j.eja.2013.09.016</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b21">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Monreal</surname>
                     <given-names>JA</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Jiménez</surname>
                     <given-names>ET</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Remesal</surname>
                     <given-names>E</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Morillo-Velarde</surname>
                     <given-names>R</given-names>
                  </name>
                  ,
                  <name>
                     <surname>García-Mauriño</surname>
                     <given-names>S</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Echevarría</surname>
                     <given-names>C</given-names>
                  </name>
                  ,
               </person-group>
               <year>2007</year>
               .
               <article-title>Proline content of sugar beet storage roots: Response to water deficit and nitrogen fertilization at field conditions.</article-title>
               <source>Environ Exp Bot</source>
               <volume>60</volume>
               :
               <fpage>257</fpage>
               -
               <lpage>267</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.envexpbot.2006.11.002">https://doi.org/10.1016/j.envexpbot.2006.11.002</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b22">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Mulder</surname>
                     <given-names>P</given-names>
                  </name>
                  ,
               </person-group>
               <year>2018</year>
               .
               <article-title>Heuristic Method.</article-title>
               <comment>[8/3/19].</comment>
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://www.toolshero.com/problem-solving/heuristic-method/">https://www.toolshero.com/problem-solving/heuristic-method/</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b23">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Muñoz</surname>
                     <given-names>MA</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Sun</surname>
                     <given-names>Y</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Kirley</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Halgamuge</surname>
                     <given-names>SK</given-names>
                  </name>
                  ,
               </person-group>
               <year>2015</year>
               .
               <article-title>Algorithm selection for black-box continuous optimization problems: A survey on methods and challenges.</article-title>
               <source>Info Sci</source>
               <volume>317</volume>
               :
               <fpage>224</fpage>
               -
               <lpage>245</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.ins.2015.05.010">https://doi.org/10.1016/j.ins.2015.05.010</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b24">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Oweis</surname>
                     <given-names>T</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Hachum</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
               </person-group>
               <year>2006</year>
               .
               <article-title>Water harvesting and supplemental irrigation for improved water productivity of dry farming systems in West Asia and North Africa.</article-title>
               <source>Agric Water Manage</source>
               <volume>80</volume>
               :
               <fpage>57</fpage>
               -
               <lpage>73</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.agwat.2005.07.004">https://doi.org/10.1016/j.agwat.2005.07.004</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b25">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Pereira</surname>
                     <given-names>LS</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Oweis</surname>
                     <given-names>T</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Zairi</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
               </person-group>
               <year>2002</year>
               .
               <article-title>Irrigation management under water scarcity.</article-title>
               <source>Agric Water Manage</source>
               <volume>57</volume>
               :
               <fpage>175</fpage>
               -
               <lpage>206</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S0378-3774(02)00075-6">https://doi.org/10.1016/S0378-3774(02)00075-6</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b26">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Rahmati</surname>
                     <given-names>O</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Samani</surname>
                     <given-names>AN</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Mahmoodi</surname>
                     <given-names>N</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Mahdavi</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
               </person-group>
               <year>2015</year>
               .
               <article-title>Assessment of the contribution of N-fertilizers to nitrate pollution of groundwater in western Iran (Case Study: Ghorveh-Dehgelan Aquifer).</article-title>
               <source>Water Qual Expos Hea</source>
               <volume>7</volume>
               :
               <fpage>143</fpage>
               -
               <lpage>151</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s12403-014-0135-5">https://doi.org/10.1007/s12403-014-0135-5</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b27">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Rey</surname>
                     <given-names>D</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Holman</surname>
                     <given-names>IP</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Daccache</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Morris</surname>
                     <given-names>J</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Weatherhead</surname>
                     <given-names>EK</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Knox</surname>
                     <given-names>JW</given-names>
                  </name>
                  ,
               </person-group>
               <year>2016</year>
               .
               <article-title>Modelling and mapping the economic value of supplemental irrigation in a humid climate.</article-title>
               <source>Agric Water Manage</source>
               <volume>173</volume>
               :
               <fpage>13</fpage>
               -
               <lpage>22</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.agwat.2016.04.017">https://doi.org/10.1016/j.agwat.2016.04.017</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b28">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Rinaldi</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Vonella</surname>
                     <given-names>AV</given-names>
                  </name>
                  ,
               </person-group>
               <year>2006</year>
               .
               <article-title>The response of autumn and spring sown sugar beet (Beta vulgaris L.) to irrigation in Southern Italy: Water and radiation use efficiency.</article-title>
               <source>Field Crops Res</source>
               <volume>95</volume>
               :
               <fpage>103</fpage>
               -
               <lpage>114</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.fcr.2004.12.004">https://doi.org/10.1016/j.fcr.2004.12.004</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b29">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Rodríguez</surname>
                     <given-names>N</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Gupta</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Zabala</surname>
                     <given-names>PL</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Cabrera-Guerrero</surname>
                     <given-names>G</given-names>
                  </name>
                  ,
               </person-group>
               <year>2018</year>
               .
               <article-title>Optimization algorithms combining (meta) heuristics and mathematical programming and its application in engineering.</article-title>
               <source>Math Probl Eng</source>
               <volume>2018</volume>
               <lpage>3967457.</lpage>
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1155/2018/3967457">https://doi.org/10.1155/2018/3967457</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b30">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Sadeghi-Shoae</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Taleghani</surname>
                     <given-names>DF</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Paknejad</surname>
                     <given-names>F</given-names>
                  </name>
                  ,
               </person-group>
               <year>2015</year>
               .
               <article-title>Meta-analysis the effect of nitrogen fertilizer on quantitative and qualitative characteristics of sugar beet.</article-title>
               <source>Biol Forum</source>
               <volume>7</volume>
               :
               <fpage>65</fpage>
               -
               <lpage>71</lpage>
               .
            </element-citation>
         </ref>
         <ref id="b31">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Sepaskhah</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Akbari</surname>
                     <given-names>D</given-names>
                  </name>
                  ,
               </person-group>
               <year>2005</year>
               .
               <article-title>Deficit irrigation planning under variable seasonal rainfall.</article-title>
               <source>Biosys Eng</source>
               <volume>92</volume>
               :
               <fpage>97</fpage>
               -
               <lpage>106</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.biosystemseng.2005.05.014">https://doi.org/10.1016/j.biosystemseng.2005.05.014</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b32">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Sepaskhah</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Azizian</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Tavakoli</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
               </person-group>
               <year>2006</year>
               .
               <article-title>Optimal applied water and nitrogen for winter wheat under variable seasonal rainfall and planning scenarios for consequent crops in a semi-arid region.</article-title>
               <source>Agric Water Manage</source>
               <volume>84</volume>
               :
               <fpage>113</fpage>
               -
               <lpage>122</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.agwat.2006.01.008">https://doi.org/10.1016/j.agwat.2006.01.008</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b33">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Sepaskhah</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Dehbozorgi</surname>
                     <given-names>F</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Kamgar-Haghighi</surname>
                     <given-names>AA</given-names>
                  </name>
                  ,
               </person-group>
               <year>2008</year>
               .
               <article-title>Optimal irrigation water and saffron corm planting intensity under two cultivation practices in a semi-arid region.</article-title>
               <source>Biosys Eng</source>
               <volume>101</volume>
               :
               <fpage>452</fpage>
               -
               <lpage>462</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/j.biosystemseng.2008.09.014">https://doi.org/10.1016/j.biosystemseng.2008.09.014</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b34">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Shabani</surname>
                     <given-names>A</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Sepaskhah</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Khorramian</surname>
                     <given-names>M</given-names>
                  </name>
                  ,
               </person-group>
               <year>2018</year>
               .
               <article-title>Mathe­matical-economic analysis to determine optimal applied water in case of crop price depends on its quality.</article-title>
               <source>Int J Plant Prod</source>
               <volume>12</volume>
               :
               <fpage>191</fpage>
               -
               <lpage>202</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1007/s42106-018-0020-4">https://doi.org/10.1007/s42106-018-0020-4</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b35">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Tavakoli</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Fardad</surname>
                     <given-names>H</given-names>
                  </name>
                  ,
               </person-group>
               <year>1999</year>
               .
               <article-title>Economic evaluation of deficit irrigation on sugar beet for optimization of water use.</article-title>
               <source>Iran J Agric Sci</source>
               <volume>30</volume>
               :
               <fpage>575</fpage>
               -
               <lpage>584</lpage>
               .
               <comment>(In Persian with English abstract).</comment>
            </element-citation>
         </ref>
         <ref id="b36">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Winter</surname>
                     <given-names>SR</given-names>
                  </name>
                  ,
               </person-group>
               <year>1988</year>
               .
               <article-title>Influence of seasonal irrigation amount on sugar beet yield and quality.</article-title>
               <source>J Sugar Beet Res</source>
               <volume>25</volume>
               :
               <fpage>1</fpage>
               -
               <lpage>10</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.5274/jsbr.25.1.1">https://doi.org/10.5274/jsbr.25.1.1</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b37">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Yoo</surname>
                     <given-names>DG</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Kim</surname>
                     <given-names>JH</given-names>
                  </name>
                  ,
               </person-group>
               <year>2014</year>
               .
               <article-title>Meta-heuristic algorithms as tools for hydrological science.</article-title>
               <source>Geosci Let</source>
               <volume>1</volume>
               <issue>1</issue>
               <lpage>4</lpage>
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1186/2196-4092-1-4">https://doi.org/10.1186/2196-4092-1-4</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b38">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Zand-Parsa</surname>
                     <given-names>Sh</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Sepaskhah</surname>
                     <given-names>AR</given-names>
                  </name>
                  ,
               </person-group>
               <year>2001</year>
               .
               <article-title>Optimal applied water and nitrogen for corn.</article-title>
               <source>Agric Water Manage</source>
               <volume>52</volume>
               :
               <fpage>73</fpage>
               -
               <lpage>85</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S0378-3774(01)001­06-8">https://doi.org/10.1016/S0378-3774(01)001­06-8</ext-link>
               </comment>
            </element-citation>
         </ref>
         <ref id="b39">
            <element-citation publication-type="journal">
               <person-group person-group-type="author">
                  <name>
                     <surname>Zhang</surname>
                     <given-names>H</given-names>
                  </name>
                  ,
                  <name>
                     <surname>Oweis</surname>
                     <given-names>T</given-names>
                  </name>
                  ,
               </person-group>
               <year>1999</year>
               .
               <article-title>Water-yield relations and optimal irrigation scheduling of wheat in the Mediterranean region.</article-title>
               <source>Agric Water Manage</source>
               <volume>38</volume>
               :
               <fpage>195</fpage>
               -
               <lpage>211</lpage>
               .
               <comment>
                  <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1016/S0378-3774(98)00069-9">https://doi.org/10.1016/S0378-3774(98)00069-9</ext-link>
               </comment>
            </element-citation>
         </ref>
      </ref-list>
   </back>
</article>