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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Span. J. Soil Sci.</journal-id>
<journal-title>Spanish Journal of Soil Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Span. J. Soil Sci.</abbrev-journal-title>
<issn pub-type="epub">2253-6574</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">13522</article-id>
<article-id pub-id-type="doi">10.3389/sjss.2024.13522</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Science archive</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of Irrigation Management on Salinity and Volume of Drainage Water in an 8000&#xa0;ha Irrigation District in the Ebro Basin (NE Spain) </article-title>
<alt-title alt-title-type="left-running-head">Alt&#xe9;s et al.</alt-title>
<alt-title alt-title-type="right-running-head">Influence of Irrigation in Drainage</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Alt&#xe9;s</surname>
<given-names>V&#xed;ctor</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2630854/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pascual</surname>
<given-names>Miquel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Villar</surname>
<given-names>Josep Maria</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2779470/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Soil and Water Research Group</institution>, <institution>University of Lleida</institution>, <addr-line>Lleida</addr-line>, <country>Spain</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>isardSAT SL</institution>, <addr-line>Barcelona</addr-line>, <country>Spain</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/89410/overview">Avelino N&#xfa;&#xf1;ez-Delgado</ext-link>, University of Santiago de Compostela, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: V&#xed;ctor Alt&#xe9;s, <email>victor.altes@udl.cat</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>13522</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Alt&#xe9;s, Pascual and Villar.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Alt&#xe9;s, Pascual and Villar</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>When irrigation is introduced in a region, it adds salts and mobilizes those already present in the soil, changing the soil-plant-atmosphere continuum. These changes may lead to higher salt loads in the drainage water which, in turn, can have an impact on waters further downstream. Knowing the dynamics of these loads at the sub-basin scale is key to accounting for the possible impact that irrigation may have and to determining what improvements could be applied. This study aimed to characterise the different salt types present and to investigate drainage salt loads and their dependence upon irrigation input and their implications in irrigation management in a new, and well-managed, 8000&#xa0;ha irrigation district located in the Ebro basin, NE Spain. In addition, it is relevant to highlight that the Ebro basin suffered a period of significant drought in 2023. As a result, irrigation restrictions were applied in many irrigation districts. We sought to investigate how these reductions influenced irrigation return flows and salt discharges within a selected irrigation district. The present study was undertaken during the irrigation periods of 2021, 2022, and 2023. We monitored water inputs and outputs in two representative sub-basins belonging to the Algerri-Balaguer irrigation district (Ebro basin, NE Spain). We also analysed water inputs and outputs in order to characterise and establish the salt balances in both of the sub-basins that we studied. Our results showed that during 2023, a reduction in irrigation delivery of 31% led to a reduction in drainage volume of 73%, resulting in a decrease in salt exports through drainage of 70%. These data revealed that the application of irrigation restrictions not only led to an increased availability of downstream water resources, but also to a decrease in drainage volume and salt load, resulting in an improvement in irrigation management by farmers. However, it should also be underlined that this drastic reduction in irrigation was, in turn, responsible for a reduction in yield. Re-utilising drainage waters and/or improving irrigation management at the field scale may help to find this point of balance in areas with high water demands.</p>
</abstract>
<kwd-group>
<kwd>return flows</kwd>
<kwd>water quality</kwd>
<kwd>drought</kwd>
<kwd>calcareous soils</kwd>
<kwd>environmental impact</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The introduction of irrigation in a region has a significant impact on the natural dynamics of its environment, including its soils (<xref ref-type="bibr" rid="B36">Murray and Grant, 2007</xref>; <xref ref-type="bibr" rid="B27">Hillel et al., 2008</xref>; <xref ref-type="bibr" rid="B14">Cox et al., 2018</xref>). In Mediterranean areas, irrigation plays a crucial role in enabling high crop yields and promoting social and economic development (<xref ref-type="bibr" rid="B21">FAO, 2002</xref>). These areas typically have soils that are rich in ions, because the dry climate prevents them from being washed out. The aridity of their climates is characterized by low levels of precipitation (P) compared to evapotranspiration (ET) (<xref ref-type="bibr" rid="B44">Soil Survey Staff, 2022</xref>). Under dry-land conditions, the balance between evapotranspiration and precipitation leads to a deficit in water availability in the soil and there is little possibility of salt leaching. The application of irrigation water leads to a significant change in soil water dynamics. Irrigation, which may also contain high levels of dissolved salts, allows excess water to carry salts away from the root zone more efficiently. The movement of water from the soil to lower areas, aided by drainage systems, facilitates the removal of salts from both the irrigated fields and the entire irrigated area. This, helps to prevent soil salinisation and water-logging (<xref ref-type="bibr" rid="B22">Fereres et al., 2011</xref>).</p>
<p>Numerous studies have been conducted to address this issue. In irrigated Mediterranean regions, and specifically in the Ebro basin, salt removal in irrigated land has been reported to range from 0.5 (<xref ref-type="bibr" rid="B6">Andr&#xe9;s and Cuch&#xed;, 2014</xref>) to 14.5&#xa0;t. <inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B1">Abrahao et al., 2011</xref>; <xref ref-type="bibr" rid="B9">Barros et al., 2015</xref>; <xref ref-type="bibr" rid="B11">Causap&#xe9; et al., 2004a</xref>; <xref ref-type="bibr" rid="B24">Garc&#xed;a-Gariz&#xe1;bal et al., 2009</xref>; <xref ref-type="bibr" rid="B23">2012</xref>; <xref ref-type="bibr" rid="B29">Isidoro et al., 2006</xref>; <xref ref-type="bibr" rid="B46">Tedeschi et al., 2001</xref>). The variations in these values can primarily be attributed to the type of irrigation system used (surface or sprinkler) and the presence of salts in the soils of the area, which are influenced by geology, geomorphology, and hydrology. A notable example of such differences was highlighted in a study conducted by (<xref ref-type="bibr" rid="B30">Jim&#xe9;nez-Aguirre and Isidoro, 2018</xref>), who compared the salinity and volume of the drainage water (that constitute what will be the salt loads) in an irrigation district before (with surface irrigation) and after modernization (with sprinkler). That study revealed a 60% reduction in salt loads, from 16.7&#xa0;t. <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> to 5.6&#xa0;t. <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, as a result of reducing the water input through irrigation by 5,536 <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>.</p>
<p>Understanding the quality and quantity of drainage water within an irrigation district is crucial for determining opportunities for water reuse, evaluating potential impacts on water bodies, and assessing the sustainability of irrigation practices related to soil and water quality.</p>
<p>It is on these questions that this study is focused. We wanted to investigate how a reduction in irrigation water use affects salinity and volume of drainage water in new irrigated areas where land consolidation has been carried out and a drainage network has been designed to allow for monitoring. To do so, this study focused on an irrigation district that, due to the drought in the Ebro basin, suffered a 25% restriction (from a theoretical maximum allocation of 48 <inline-formula id="inf10">
<mml:math id="m10">
<mml:mrow>
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</inline-formula> to 36 <inline-formula id="inf11">
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</inline-formula>) in irrigation in 2023. During the years 2021, 2022, and 2023, we obtained both qualitative and quantitative data about the irrigation, precipitation in, and drainage from, the Algerri-Balaguer irrigation district (Ebro basin, NE Spain) at the sub-basin scale. Our objective was not only to assess the salt balances but also to understand how the irrigation-precipitation-drainage system responds to reduced water inputs during hydrological drought restrictions. We also conducted a comprehensive analysis of water quality parameters relating to the drainage water in order to assess its potential for reuse in irrigation and any potential downstream impacts.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Material and Methods</title>
<sec id="s2-1">
<title>Area Studied</title>
<sec id="s2-1-1">
<title>Land Use and Irrigation Management in the Area Studied</title>
<p>The research area is located in the Algerri-Balaguer irrigation district, which is part of the River Ebro basin in northeastern Spain. This district was established in 1998 and has a total irrigable area of 8,000&#xa0;ha.</p>
<p>The maximum water usage in this district is 48 <inline-formula id="inf12">
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</inline-formula>. <inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
<mml:msup>
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<mml:mtext>year</mml:mtext>
</mml:mrow>
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<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
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</mml:math>
</inline-formula>. The irrigation water used in this district is pumped from the River Noguera Ribagor&#xe7;ana (see <xref ref-type="fig" rid="F1">Figure 1</xref>), on a daily basis, as needed. Not all land within the irrigation district is irrigated. The total irrigated area has been ranging from 6,000 to 7,000&#xa0;ha over the years, depending on the fallow requirements and water availability (6,243&#xa0;ha, 6326&#xa0;ha, 6345&#xa0;ha, for 2021, 2022, and 2023, respectively). All of the irrigation facilities in this district are pressurized, with 70% of irrigation using sprinkler systems and 30% using drip irrigation.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The sub-basins studied, main soil mapping units in the study area, and data collection points.</p>
</caption>
<graphic xlink:href="sjss-14-13522-g001.tif"/>
</fig>
<p>The predominant land use in this district is double cropping, with winter cereals or peas (to a lesser degree) being grown in winter, followed by maize in summer. Double cropping accounts for over 50% of land use in the irrigated area. Orchard crops, such as apples, almonds and olives, are also grown in this district.</p>
<p>To conduct the study within the irrigation district, four drainage sub-basins were selected. These were defined using the &#x201c;Fill sinks&#x201d; (<xref ref-type="bibr" rid="B49">Wang and Liu, 2006</xref>) algorithm in QGIS 3.24.3 software. The digital elevation model of the study zone used for this purpose was obtained from <xref ref-type="bibr" rid="B16">Institut Cartogr&#xe0;fic i Geol&#xf2;gic de Catalunya (2020)</xref>. The &#x201c;SAGA Terrain Analysis: Channel Network and Drainage Basins&#x201d; toolbox was then used to obtain the final drainage sub-basin areas. The specific drainage sub-basins can be seen in <xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Catchment area and land use in the four sub-basins studied within the Algerri-Balaguer irrigation district.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Land use (ha)</th>
<th align="center">AB1</th>
<th align="center">AB2</th>
<th align="center">AB5</th>
<th align="center">AB6</th>
<th align="center">Total</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Catchment area</td>
<td align="center">114</td>
<td align="center">2,587</td>
<td align="center">419</td>
<td align="center">2,648</td>
<td align="center">5,768</td>
</tr>
<tr>
<td align="left">Irrigated area</td>
<td align="center">94</td>
<td align="center">2,337</td>
<td align="center">374</td>
<td align="center">925</td>
<td align="center">3,731</td>
</tr>
<tr>
<td align="left">Double crop</td>
<td align="center">61</td>
<td align="center">1,323</td>
<td align="center">215</td>
<td align="center">319</td>
<td align="center">1918</td>
</tr>
<tr>
<td align="left">Orchard trees</td>
<td align="center">17</td>
<td align="center">344</td>
<td align="center">23</td>
<td align="center">97</td>
<td align="center">481</td>
</tr>
<tr>
<td align="left">Alfalfa</td>
<td align="center"/>
<td align="center">159</td>
<td align="center">16</td>
<td align="center">79</td>
<td align="center">254</td>
</tr>
<tr>
<td align="left">Maize</td>
<td align="center"/>
<td align="center">158</td>
<td align="center">23</td>
<td align="center">97</td>
<td align="center">278</td>
</tr>
<tr>
<td align="left">Winter cereal</td>
<td align="center"/>
<td align="center">205</td>
<td align="center">69</td>
<td align="center">294</td>
<td align="center">568</td>
</tr>
<tr>
<td align="left">Others</td>
<td align="center">16</td>
<td align="center">147</td>
<td align="center">29</td>
<td align="center">40</td>
<td align="center">232</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The extension, land use and acreage of the sub-basins which were studied are shown in <xref ref-type="table" rid="T1">Table 1</xref>. Land use data were obtained from the DUN-SIGPAC data set provided by the <xref ref-type="bibr" rid="B18">Departament d&#x2019;Acci&#xf3; Clim&#xe0;tica (2021)</xref> and validated, for each study year, using <italic>in situ</italic> data provided by technicians working in the Algerri-Balaguer irrigation district.</p>
</sec>
<sec id="s2-1-2">
<title>Weather and Climate</title>
<p>The study area has a dry, continental Mediterranean climate, with cold winters and hot, dry summers. Its average air temperature is 14.4&#xb0;C. Its average annual rainfall and reference evapotranspiration are 378&#xa0;mm and 1,072&#xa0;mm, respectively (2000&#x2013;2022), as measured at the agrometeorological station of Albesa (<xref ref-type="bibr" rid="B17">RuralCat Departament d&#x2019;Acci&#xf3; Clim&#xe0;tica Alimentaci&#xf3; i Agenda Rural, 2023</xref>). Rainfall is predominantly concentrated during the spring and autumn seasons. During the study period, annual rainfall was below average, with values of 333, 298, and 237&#xa0;mm, for 2021, 2022, and 2023, respectively (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Monthly rainfall and average air temperature in the study area during the study period, according to the agrometeorological station at Albesa.</p>
</caption>
<graphic xlink:href="sjss-14-13522-g002.tif"/>
</fig>
</sec>
<sec id="s2-1-3">
<title>Geology and Soils</title>
<p>From a geological point of view, the study site is located in the Piedmont zone, between the expansive Pre-Pyrenean Mountain system, which is characterised by imposing mountain ranges, and the Tertiary depression, which is dominated by the Ebro Valley. Serra Llarga marks its northern boundary, corresponding to the southern slopes of the Barbastro-Balaguer Anticline, with the Alfarr&#xe0;s plateau connecting it to lower-lying areas through fluvial deposits and glacis. To the south, the study area is bordered by the central-eastern depression, which is traversed by the Segre and Noguera Ribagor&#xe7;ana rivers, which have formed prominent, stepped terraces.</p>
<p>Geologically, the region&#x2019;s stratigraphy comprises Tertiary materials, which progress from a gypsum base and include two detrital units. The lower unit includes stratified limestones, marls, flint intercalations, sandstones alternating with silts and clays, and carbonate levels. Upon this lies the upper detrital unit, which features paleochannel deposits of sandstones, silts, and red clays, alternating with sandstone bars and conglomerates. Quaternary deposits, characterised by terraces and colluvial deposits have also been identified in the study area (<xref ref-type="bibr" rid="B25">Gil et al., 1998</xref>).</p>
<p>Hydrologically, the study region falls within the basins of the rivers Segre and Noguera Ribagor&#xe7;ana. In terms of hydrogeology, the aquifer system of the Ebro&#x2019;s alluvial terraces, is divided into two aquifers: the lower alluvial terrace of the River Noguera Ribagor&#xe7;ana, with its current floodplain, and the last alluvial terrace of the River Segre. In both cases, the impermeable substrate consists of tertiary lithologies, such as clays, gypsum, and silts. Recharge mechanisms encompass direct infiltration from rivers, rainwater infiltration, limited infiltration from lateral torrents, and predominant infiltration from irrigation returns (<xref ref-type="bibr" rid="B32">Mensua et al., 1977</xref>).</p>
<p>However, this aquifer system is not extensive in the studied sub-basins, as it is confined to the terraces of rivers Noguera Ribagor&#xe7;ana, Farfanya, and Segre (areas limited by Typic Xerofluvents and Oxyaquic Xerofluvents, in <xref ref-type="fig" rid="F1">Figure 1</xref>). Thus, there is no interaction with groundwater in the study area.</p>
<p>The soils in the study area have been widely studied. Field studies dating from 1984&#x2013;1986; 1990&#x2013;1991; 1994; and 2017&#x2013;2018 resulted in a detailed 1:25,000 soil map (<xref ref-type="bibr" rid="B15">Institut Cartogr&#xe0;fic i Geol&#xf2;gic de Catalunya, 2019</xref>), which is available online.</p>
<p>The soils in the Algerri Balaguer irrigation district have pHs ranging from of 7.6&#x2013;8.5, with high levels of calcium carbonate (15%&#x2013;50%) and low levels of organic matter (0.2%&#x2013;3%). The soil textures are mainly loam, clay-loam, silt, and silty-clay-loam. Soil depths vary, being generally deep (<inline-formula id="inf14">
<mml:math id="m14">
<mml:mrow>
<mml:mo>&#x3e;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>120&#xa0;cm) and well-drained, and there is no evidence of redox reactions in the first 100&#xa0;cm of the soil profile (<xref ref-type="bibr" rid="B10">Boixadera et al., 1989</xref>), indicating that there is no (and has not been) shallow water-table.</p>
<p>Secondary accumulations of calcium carbonate often manifest as nodules (calcic horizons), and in cases where coarse elements are abundant, petrocalcic horizons may form. It is also common to find crystals and secondary accumulations of vermiform gypsum, which have formed gypsic horizons. This has occurred in soils that have developed on detrital materials originating from the residual platforms of alluvial deposits in the foothills of the Serra Llarga range. According to the parental material, there are also distinctive sequences of horizons, with the most common ones being Ap - Bwkn(y)/Bw/Bkm/By - 2C/2R.</p>
<p>The soils in the study area are mainly classified as Gypsic Haploxerepts, Typic Calcixerepts, Xeric Torriorthents or Xeric Petrocalcids, among others, according to the Soil Survey Staff (<xref ref-type="bibr" rid="B44">Soil Survey Staff, 2022</xref>). Further information on the different soil taxonomies present in the area can be found in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
</sec>
</sec>
<sec id="s2-2">
<title>Sampling Methodology</title>
<p>Throughout 2021, 2022, and 2023, the volumes of irrigation water used, precipitation and the amount of water drained were measured. Complete water analyses were also carried out periodically in order to determine the main quality parameters.</p>
<sec id="s2-2-1">
<title>Irrigation Water</title>
<p>As already mentioned in 2.1.1, the Algerri-Balaguer irrigation district has a maximum water use of 48 <inline-formula id="inf15">
<mml:math id="m15">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>hm</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf16">
<mml:math id="m16">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. This water comes from the River Noguera Ribagor&#xe7;ana. Demands for water from the irrigation district are submitted on a daily basis to the Confederaci&#xf3;n Hidrogr&#xe1;fica del Ebro (CHE), which is the institution responsible for the management of water in the River Ebro basin. Once the requested water has been delivered from the upstream reservoir (Santa Ana dam), it is recorded in the Ebro Automatic Hydrological Information System (Sistema Autom&#xe1;tico de Informaci&#xf3;n Hidrol&#xf3;gica &#x2013; SAIH), whose data are available online (SAIH, last access 15th December 2023). Once the water is pumped from the river to the canal, it is stored in a regulating reservoir and later on distributed throughout the irrigation district, between different reservoirs, as illustrated in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Diagram showing the irrigation network of the Algerri Balaguer irrigation district and the points from which the water volume data were collected.</p>
</caption>
<graphic xlink:href="sjss-14-13522-g003.tif"/>
</fig>
<p>The farmers connect their systems to the irrigation district network of hydrants, which are equipped with flow-measuring devices. A total of 1,369 hydrants were installed in the Algerri Balaguer irrigation district during its development. Non-revenue water (NRW), which is also known as unregistered water, is the difference between the volume of water pumped into the water distribution system and that which reaches the hydrant. It has been estimated as representing 8% in 2021 and 2022 (<xref ref-type="bibr" rid="B37">Olivera-Guerra et al., 2023</xref>) and 7% in 2023.</p>
<p>The Algerri-Balaguer irrigation season starts on 5th March and ends on 15th October. To monitor yearly water use and provide a tool for water accounting, each hydrant is checked before the start and after the end of the irrigation season. This enables the irrigation district technicians to accurately monitor the amount of irrigation water used from each hydrant and its associated field. The irrigation district makes two charges for supplying water. One is fixed and depends on the total acreage irrigated and the other is variable and depends on the total volume of water used.</p>
<p>With this information, and knowing the location of each hydrant, it is possible to determine the total irrigation water input for each sub-basin and year. In addition, it is possible to obtain average values of water consumption for each crop as recorded at the hydrant.</p>
<p>The total amount of water used per sub-basin and day can be determined by considering both the daily volume of pumped water and the yearly use per hydrant. We assume that daily pattern water consumption is consistent across all the sub-basins studied.</p>
</sec>
<sec id="s2-2-2">
<title>Monitoring Drainage Volume and Water Quality</title>
<p>During the 2021, 2022, and 2023 irrigation seasons, the water level and electrical conductivity (EC) at the outlets from the four sub-basins (<xref ref-type="fig" rid="F1">Figure 1</xref>) were continuously monitored, using a Hydros21 sensor (METERGroup, USA). This sensor provides hourly average data about water level (mm), electrical conductivity (EC, dS&#xb7;<inline-formula id="inf17">
<mml:math id="m17">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>), and water temperature (&#xb0;C). The flow data at the drain outlets are obtained from the water level according to the procedure described in <xref ref-type="bibr" rid="B4">Alt&#xe9;s et al. (2023)</xref>. By applying this methodology, it is possible to obtain hourly flow values (e.g., <inline-formula id="inf18">
<mml:math id="m18">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf19">
<mml:math id="m19">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>h</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>). Technical information regarding the Hydros21 Sensor can be obtained online in METERGroup.</p>
<p>However, among the four sub-basins, reliable flow estimates are only available for outlets AB1 and AB2, which were used for determining the salt and water balances. When characterising the quality of the drainage water, data from all of the four monitored sub-basin were used.</p>
<p>Drainage water quality was monitored in two different ways. On the one hand, continuous hourly EC (dS&#xb7;<inline-formula id="inf20">
<mml:math id="m20">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) values were registered using the HYDROS21 sensor; on the other, six-monthly ion analyses were performed in the laboratory for the four sub-basin outlets and irrigation water. The latter was done using the UNE-EN ISO 10304-1, UNE-EN ISO 10304-4 and UNE-EN ISO 11885 methodologies. This allowed us to correlate continuous EC values with values for total dissolved ions (TDI) (mg&#xb7;<inline-formula id="inf21">
<mml:math id="m21">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>). With this value, combined with the outflows at the outlets, we were able to know the total salt export during the period studied.</p>
</sec>
</sec>
<sec id="s2-3">
<title>Salt Balances</title>
<p>A total of six salt balances were carried out. Three were obtained for sub-basin AB1 and another three for sub-basin AB2. They were obtained for the irrigation periods in the years 2021, 2022, and 2023: from 5th March to 15th October in each year.</p>
<p>The salt balance (<inline-formula id="inf22">
<mml:math id="m22">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>SB) equation was defined by the difference between salt inputs (SI) and outputs (SO). This is a common methodology and has been used in other studies conducted in the Ebro basin, such as (<xref ref-type="bibr" rid="B6">Andr&#xe9;s and Cuch&#xed;, 2014</xref>; <xref ref-type="bibr" rid="B11">Causap&#xe9; et al., 2004a</xref>).</p>
<p>In the case of the present study, the main salt inputs were irrigation (<inline-formula id="inf23">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>SI</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) and rainfall (<inline-formula id="inf24">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>SI</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>). In the case of irrigation, total dissolved ions (TDI, mg&#xb7;<inline-formula id="inf25">
<mml:math id="m25">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) were obtained from the relationship between EC and the sum of all the ions obtained in the laboratory analysis. In that of precipitation TDI, there was no locally available data. To fill this gap, we used average data from other salt balance studies conducted in the Ebro basin in recent decades. All of these concluded that the contribution of rain salts to the total balance was low, and never greater than 5% [(<xref ref-type="bibr" rid="B6">Andr&#xe9;s and Cuch&#xed;, 2014</xref>; <xref ref-type="bibr" rid="B12">Causap&#xe9; et al., 2004b</xref>; <xref ref-type="bibr" rid="B39">Qu&#xed;lez, 1985</xref>)].</p>
<p>It should be noted that salt exports (SO) correspond exclusively to the salt load of the drainage water, as other components of the balance, such as salt removal by crop uptake, are considered negligible. In the case of groundwater, there was no evidence of the aquifers in the sub-basins studied (<xref ref-type="bibr" rid="B2">Ag&#xe8;ncia Catalana de l&#x2019;Aigua, 2013</xref>; <xref ref-type="bibr" rid="B28">Instituto Geol&#xf3;gico y Minero de Espa&#xf1;a and Direcci&#xf3;n General del Agua, 2010</xref>; <xref ref-type="bibr" rid="B35">Ministerio para la Transici&#xf3;n Ecol&#xf3;gica y el Reto Demogr&#xe1;fico, 2022</xref>). In these cases, the resulting salt balance would be provided by <xref ref-type="disp-formula" rid="e1">Equation 1</xref>.<disp-formula id="e1">
<mml:math id="m26">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>B</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>
</p>
<p>Water and salt balance calculations were conducted for the entire basin. The results were then divided by the irrigated area, yielding the average salt balance per field, expressed in kg. <inline-formula id="inf26">
<mml:math id="m27">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf27">
<mml:math id="m28">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. In this way, it was easier to make comparisons between both of the sub-basins studied and with other similar studies.</p>
<p>We also performed a separate balance calculation for each ion in order to know which ions were exported through drainage water and which remained in the soil.</p>
<sec id="s2-3-1">
<title>Leaching Fraction</title>
<p>The leaching fraction (LF) represents the depth of water that leached below the root zone compared to the total depth of water applied (<xref ref-type="bibr" rid="B8">Ayers and Wescot, 1985</xref>) and is provided by <xref ref-type="disp-formula" rid="e2">Equation 2</xref>. In the case of irrigated agriculture, the total volume of water applied is the sum of irrigation and rainfall. In the present study, the amount of leached water accounts for drainage water.<disp-formula id="e2">
<mml:math id="m29">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>F</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>%</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>D</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>I</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>R</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>f</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xb7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>
</p>
<p>Irrigation adds salts to the soil, which can potentially decrease crop yields in the medium term. Additionally, in calcareous soils, irrigation can dissolve existing salts in the soil. To maintain soil quality, these salts must be removed, a process defined as leaching requirements (LR) (<xref ref-type="bibr" rid="B40">Rhoades, 1974</xref>; <xref ref-type="bibr" rid="B19">Doorenbos and Pruitt, 1977</xref>; <xref ref-type="bibr" rid="B8">Ayers and Wescot, 1985</xref>). As long as the leaching fraction (LF) is greater than or equal to the leaching requirement (LR), there will be no accumulation of salts from the irrigation water, and existing salts in the soil will be leached away. If this situation persists for extended periods, salts from irrigation water will accumulate in the soil, leading to processes known as secondary soil salinisation. Amongst other things, this will adversely affect the yields of non-salt-tolerant crops.</p>
<p>In this study, the leaching fractions (LF) were estimated and compared with the leaching requirements (LR), which can be calculated using models. We employed the model proposed by <xref ref-type="bibr" rid="B40">Rhoades (1974)</xref> for these estimations, following <xref ref-type="disp-formula" rid="e3">Equation 3</xref>,<disp-formula id="e3">
<mml:math id="m30">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>R</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>%</mml:mi>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
<mml:mrow>
<mml:mn>5</mml:mn>
<mml:mo>.</mml:mo>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#xb7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>
</p>
<p>With <inline-formula id="inf28">
<mml:math id="m31">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>i</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> being the electrical conductivity of irrigation water, valued at 0.37&#xa0;dS&#xb7;<inline-formula id="inf29">
<mml:math id="m32">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> in the study area and <inline-formula id="inf30">
<mml:math id="m33">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> the average soil salinity tolerated by the crop, measured from a soil saturation extract. This value can be obtained from <xref ref-type="bibr" rid="B8">Ayers and Wescot (1985)</xref> for several crops. Given that maize is one of the most sensitive crops to soil salinity (and the main crop in the area), an electrical conductivity of the saturated soil-paste extract (<inline-formula id="inf31">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>EC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) of 1.7&#xa0;dS&#xb7;<inline-formula id="inf32">
<mml:math id="m35">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> was used in the Rhoades model.</p>
<p>According to the Rhoades model, the salt leaching requirement with an irrigation water electrical conductivity of 0.37&#xa0;dS&#xb7;<inline-formula id="inf33">
<mml:math id="m36">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and an <inline-formula id="inf34">
<mml:math id="m37">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>EC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> of 1.7&#xa0;dS&#xb7;<inline-formula id="inf35">
<mml:math id="m38">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> is 4.5%. Consequently, if LF <inline-formula id="inf36">
<mml:math id="m39">
<mml:mrow>
<mml:mo>&#x2265;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> 4.5%, the LR would be achieved and, in theory, no salt build-up should occur.</p>
</sec>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>Results and Discussion</title>
<sec id="s3-1">
<title>Water Quality Data</title>
<p>
<xref ref-type="fig" rid="F4">Figure 4</xref> presents the Piper diagram (<xref ref-type="bibr" rid="B38">Piper, 1944</xref>) for the four sub-basins studied, along with the irrigation water used in the Algerri-Balaguer.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Piper diagram of irrigation water and the different drainage water in the sub-basins studied. Template by (<xref ref-type="bibr" rid="B45">Stosch, 2022</xref>).</p>
</caption>
<graphic xlink:href="sjss-14-13522-g004.tif"/>
</fig>
<p>The Piper diagram is a graphic procedure for geochemical interpretation of water analysis. It is useful for observing and describing possible differences between samples and sources, in terms of their chemistry. It shows the relative proportions of cations and anions and their hydrochemical characteristics.</p>
<p>The Piper diagram illustrates the differences in ionic composition between the irrigation water and the drainage water. In the case of the cations, the irrigation water exhibited a predominance of calcium. In the drainage water, there is no dominant cation type. This discrepancy was primarily due to the elevated levels of <inline-formula id="inf37">
<mml:math id="m40">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>Mg</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf38">
<mml:math id="m41">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>Na</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> in drainage waters and its absence in irrigation (see <xref ref-type="table" rid="T2">Table 2</xref>). In the case of anions, it is clear that different types predominate depending on the water source. While bicarbonate is the primary ion present in irrigation water, sulphates predominate in drainage water.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Mean and standard deviation of the main ions analysed in the different sample points. Values for ions, expressed in <inline-formula id="inf39">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>mmol</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf40">
<mml:math id="m43">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. SAR accounts for sodium adsorption ratio and EC for electrical conductivity (dS. <inline-formula id="inf41">
<mml:math id="m44">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> at 25&#xb0;C). The respective number of samples were <inline-formula id="inf42">
<mml:math id="m45">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>12</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> for AB2, <inline-formula id="inf43">
<mml:math id="m46">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>8</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> for AB1 and AB5 and <inline-formula id="inf44">
<mml:math id="m47">
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>6</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> for AB6 and irrigation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Sample point</th>
<th align="center">
<inline-formula id="inf45">
<mml:math id="m48">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf46">
<mml:math id="m49">
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf47">
<mml:math id="m50">
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf48">
<mml:math id="m51">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf49">
<mml:math id="m52">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf50">
<mml:math id="m53">
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mi>C</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf51">
<mml:math id="m54">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>A</mml:mi>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf52">
<mml:math id="m55">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">AB1</td>
<td align="center">
<inline-formula id="inf53">
<mml:math id="m56">
<mml:mrow>
<mml:mn>27.5</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf54">
<mml:math id="m57">
<mml:mrow>
<mml:mn>15.2</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf55">
<mml:math id="m58">
<mml:mrow>
<mml:mn>6.6</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf56">
<mml:math id="m59">
<mml:mrow>
<mml:mn>4.3</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf57">
<mml:math id="m60">
<mml:mrow>
<mml:mn>35.4</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>5.8</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf58">
<mml:math id="m61">
<mml:mrow>
<mml:mn>4.9</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">1.4</td>
<td align="center">3.3</td>
</tr>
<tr>
<td align="left">AB2</td>
<td align="center">
<inline-formula id="inf59">
<mml:math id="m62">
<mml:mrow>
<mml:mn>25.3</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>5.5</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf60">
<mml:math id="m63">
<mml:mrow>
<mml:mn>18.8</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>4.9</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf61">
<mml:math id="m64">
<mml:mrow>
<mml:mn>10.9</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf62">
<mml:math id="m65">
<mml:mrow>
<mml:mn>7.0</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf63">
<mml:math id="m66">
<mml:mrow>
<mml:mn>42.1</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>10.6</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf64">
<mml:math id="m67">
<mml:mrow>
<mml:mn>4.6</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">2.3</td>
<td align="center">3.7</td>
</tr>
<tr>
<td align="left">AB5</td>
<td align="center">
<inline-formula id="inf65">
<mml:math id="m68">
<mml:mrow>
<mml:mn>15.9</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.8</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf66">
<mml:math id="m69">
<mml:mrow>
<mml:mn>7.5</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.7</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf67">
<mml:math id="m70">
<mml:mrow>
<mml:mn>10.1</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf68">
<mml:math id="m71">
<mml:mrow>
<mml:mn>5.9</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf69">
<mml:math id="m72">
<mml:mrow>
<mml:mn>22.4</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>2.6</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf70">
<mml:math id="m73">
<mml:mrow>
<mml:mn>4.5</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">2.9</td>
<td align="center">2.6</td>
</tr>
<tr>
<td align="left">AB6</td>
<td align="center">
<inline-formula id="inf71">
<mml:math id="m74">
<mml:mrow>
<mml:mn>21.6</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf72">
<mml:math id="m75">
<mml:mrow>
<mml:mn>11.1</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.7</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf73">
<mml:math id="m76">
<mml:mrow>
<mml:mn>28.0</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.6</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf74">
<mml:math id="m77">
<mml:mrow>
<mml:mn>20.2</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>1.6</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf75">
<mml:math id="m78">
<mml:mrow>
<mml:mn>33.9</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.7</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf76">
<mml:math id="m79">
<mml:mrow>
<mml:mn>5.7</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">6.9</td>
<td align="center">4.6</td>
</tr>
<tr>
<td align="left">Irrigation</td>
<td align="center">
<inline-formula id="inf77">
<mml:math id="m80">
<mml:mrow>
<mml:mn>3.0</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.2</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf78">
<mml:math id="m81">
<mml:mrow>
<mml:mn>0.6</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf79">
<mml:math id="m82">
<mml:mrow>
<mml:mn>0.5</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf80">
<mml:math id="m83">
<mml:mrow>
<mml:mn>0.5</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf81">
<mml:math id="m84">
<mml:mrow>
<mml:mn>1.3</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.1</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf82">
<mml:math id="m85">
<mml:mrow>
<mml:mn>2.2</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">0.4</td>
<td align="center">0.37</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The irrigation water showed characteristics of a calcium-magnesium bicarbonate type. Conversely, the drainage water exhibited a composition dominated by calcium, magnesium, chlorine, and sulfate ions. However, in the case of AB6, there was a mixed type, attributable to the presence of elevated levels of Na<sup>&#x2b;</sup> and Cl<sup>&#x2212;</sup>. These ions are present in the soils classified as Xeric Torriorthents that predominate in this sub-basin (<xref ref-type="fig" rid="F1">Figure 1</xref>).The differences in composition between the irrigation and drainage waters was a result of the dissolution of salts present in the soil; this process is intensified with higher water inputs, such as the application of irrigation.</p>
<p>On the other hand, we established a relationship between the total dissolved ions <inline-formula id="inf83">
<mml:math id="m86">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>TDI, mg&#xb7;<inline-formula id="inf84">
<mml:math id="m87">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B26">Hart, 1974</xref>; <xref ref-type="bibr" rid="B31">McNeil and Cox, 2000</xref>)<inline-formula id="inf85">
<mml:math id="m88">
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>, and the electrical conductivity (EC, dS&#xb7;<inline-formula id="inf86">
<mml:math id="m89">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) of the water. TDI considers the sum of major ions in the water, expressed in mg. <inline-formula id="inf87">
<mml:math id="m90">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. In most water, these ions correspond to <inline-formula id="inf88">
<mml:math id="m91">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mi>M</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>g</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mi>N</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mi>C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>l</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>,</mml:mo>
<mml:mi>S</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf89">
<mml:math id="m92">
<mml:mrow>
<mml:mi>H</mml:mi>
<mml:mi>C</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>. This serves as an initial step for determining the salt input through irrigation and salt output through drainage. The relationship between TDI and EC is generally linear, according to <xref ref-type="disp-formula" rid="e4">Equation 4</xref>, with values of <inline-formula id="inf90">
<mml:math id="m93">
<mml:mrow>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> ranging between 350 and 1,000 in most waters.<disp-formula id="e4">
<mml:math id="m94">
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<mml:mi>D</mml:mi>
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<mml:msup>
<mml:mrow>
<mml:mi>L</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>k</mml:mi>
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<mml:mi>E</mml:mi>
<mml:mi>C</mml:mi>
<mml:mfenced open="(" close=")">
<mml:mrow>
<mml:mi>d</mml:mi>
<mml:mi>S</mml:mi>
<mml:mo>&#xb7;</mml:mo>
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<mml:mi>m</mml:mi>
</mml:mrow>
<mml:mrow>
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<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
<label>(4)</label>
</disp-formula>
</p>
<p>When assessing most salt balances, it is common to use total dissolved solids (TDS) for this purpose, establishing the relationship at 640&#xa0;mg&#xb7;<inline-formula id="inf91">
<mml:math id="m95">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
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<mml:mrow>
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<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> to 1&#xa0;dS&#xb7;<inline-formula id="inf92">
<mml:math id="m96">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B41">Rhoades et al., 1999</xref>; <xref ref-type="bibr" rid="B47">USSL, 1954</xref>) for continental waters, and commonly reaching values of 890&#xa0;mg. <inline-formula id="inf93">
<mml:math id="m97">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B42">Rusydi, 2018</xref>). However, total dissolved solids (TDS) includes not only ionic dissolved solids but also organic solids. As our goal was to determine salt inputs and outputs, we used the TDI-EC relationship. Moreover, in waters from xeric regions, originating in calcareous soils with a prevalence of gypsum, it is advisable to establish an <italic>in situ</italic> relationship. Applying the relationship proposed by the USSL may lead to an underestimation of the salt content in drainage water and its environmental impact.</p>
<p>In <xref ref-type="fig" rid="F5">Figure 5</xref> we show the TDI-EC relationship for water in the four sub-basins studied and for the irrigation water.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Relationship between total dissolved ions (TDI, mg&#xb7;<inline-formula id="inf94">
<mml:math id="m98">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) and electrical conductivity (EC, dS&#xb7;<inline-formula id="inf95">
<mml:math id="m99">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) in the four sub-basins studied and in irrigation water.</p>
</caption>
<graphic xlink:href="sjss-14-13522-g005.tif"/>
</fig>
<p>All the relationships were higher than 640&#xa0;mg&#xb7;<inline-formula id="inf96">
<mml:math id="m100">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, ranging from 804 (irrigation) to 958 (AB2). The relationships for each site were:<list list-type="simple">
<list-item>
<p>
<inline-formula id="inf97">
<mml:math id="m101">
<mml:mrow>
<mml:mo>&#x2022;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf98">
<mml:math id="m102">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
<mml:mi>I</mml:mi>
<mml:mrow>
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<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>B</mml:mi>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>926</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf99">
<mml:math id="m103">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">adj</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.87</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf100">
<mml:math id="m104">
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>v</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0.001</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>)</p>
</list-item>
<list-item>
<p>
<inline-formula id="inf101">
<mml:math id="m105">
<mml:mrow>
<mml:mo>&#x2022;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf102">
<mml:math id="m106">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>B</mml:mi>
<mml:mn>2</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>958</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf103">
<mml:math id="m107">
<mml:mrow>
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<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">adj</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.91</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf104">
<mml:math id="m108">
<mml:mrow>
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<mml:mi>a</mml:mi>
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<mml:mo>&#x3c;</mml:mo>
<mml:mn>0.001</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>)</p>
</list-item>
<list-item>
<p>
<inline-formula id="inf105">
<mml:math id="m109">
<mml:mrow>
<mml:mo>&#x2022;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf106">
<mml:math id="m110">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>B</mml:mi>
<mml:mn>5</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>830</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf107">
<mml:math id="m111">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">adj</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.85</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf108">
<mml:math id="m112">
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>v</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0.001</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>)</p>
</list-item>
<list-item>
<p>
<inline-formula id="inf109">
<mml:math id="m113">
<mml:mrow>
<mml:mo>&#x2022;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf110">
<mml:math id="m114">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>B</mml:mi>
<mml:mn>6</mml:mn>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>842</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf111">
<mml:math id="m115">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">adj</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.80</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf112">
<mml:math id="m116">
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>v</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0.001</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>)</p>
</list-item>
<list-item>
<p>
<inline-formula id="inf113">
<mml:math id="m117">
<mml:mrow>
<mml:mo>&#x2022;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> <inline-formula id="inf114">
<mml:math id="m118">
<mml:mrow>
<mml:mi>T</mml:mi>
<mml:mi>D</mml:mi>
<mml:mi>I</mml:mi>
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>i</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>r</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>i</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>n</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>804</mml:mn>
<mml:mo>&#xb7;</mml:mo>
<mml:mi>E</mml:mi>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<inline-formula id="inf115">
<mml:math id="m119">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">adj</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.79</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>, <inline-formula id="inf116">
<mml:math id="m120">
<mml:mrow>
<mml:mi>p</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>v</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>l</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x3c;</mml:mo>
<mml:mn>0.001</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>)</p>
</list-item>
</list>
</p>
<p>In <xref ref-type="table" rid="T2">Table 2</xref>, we also indicate the SAR (sodium adsorption ratio) and EC (electrical conductivity) of each sample site. It is important to note that in AB1, AB,2 and AB5, the SAR values did not exceed 3, while the TDI values ranged between 1,000 and 4,500&#xa0;mg&#xb7;<inline-formula id="inf117">
<mml:math id="m121">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. According to the guidelines proposed by <xref ref-type="bibr" rid="B8">Ayers and Wescot (1985)</xref>, reusing this drainage water for irrigation would not be highly recommended, as they could increase the <inline-formula id="inf118">
<mml:math id="m122">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>EC</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. However, as seen in <xref ref-type="table" rid="T2">Table 2</xref> and in <xref ref-type="fig" rid="F4">Figure 4</xref> the majority of these TDI corresponds to calcium-sulfate (<inline-formula id="inf119">
<mml:math id="m123">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<inline-formula id="inf120">
<mml:math id="m124">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>SO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) and magnesium-sulfate (<inline-formula id="inf121">
<mml:math id="m125">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Mg</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<inline-formula id="inf122">
<mml:math id="m126">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>SO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>4</mml:mn>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) salts, which are not very soluble and do not affect the osmotic potential of the water in the soil.</p>
<p>This, combined with the relatively low EC values&#x2014;especially for drainage waters&#x2014;suggests that in certain cases, this water could be reused for irrigation, with appropriate irrigation management. However, in the case of AB6, we observed higher SAR values (6.9) accompanied by slightly higher EC values (4.6&#xa0;dS&#xb7;<inline-formula id="inf123">
<mml:math id="m127">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>). Reusing the drainage water from outlet AB6 for irrigation would lead to further complications. The nature of the dissolved ions would cause issues related to the effects of sodium on both soil and plants. This highlights the importance of knowing about the soil and geological material in a given area. We could putatively observe striking differences between sub-basins receiving waters of the same irrigation quality.</p>
<p>These data were compared to a previous study conducted in the area between 2006 and 2008 by <xref ref-type="bibr" rid="B48">Villar et al. (2015)</xref>. They monitored outlets AB1 and AB2 when the irrigated area had been newly stablished (and covered 4,700&#xa0;ha in the AB district compared to the present 7,000&#xa0;ha). In <xref ref-type="table" rid="T3">Table 3</xref> we present some of the water quality results obtained in their study, and compared with the present one for sub-basin AB2. In <xref ref-type="table" rid="T3">Table 3</xref> we can observe a reduction in CE and in SAR values, accompanied with a reduction of concentration in Na<sup>&#x2b;</sup> and <inline-formula id="inf124">
<mml:math id="m128">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>Mg</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> ions. However, <inline-formula id="inf125">
<mml:math id="m129">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> concentration remains stable. Similar patterns were observed for AB1. This suggests that the application of high-quality irrigation water over the past 15&#xa0;years has resulted in the leaching of salts and the improvement of soils in the area.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Comparison between drainage water quality in the sub-basin AB2 for the years of the study of Villar et al.&#xa0;(2015) and the present study. Values of electrical conductivity (EC) in dS. <inline-formula id="inf126">
<mml:math id="m130">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, values of ion concentration in <inline-formula id="inf127">
<mml:math id="m131">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>mmol</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. <inline-formula id="inf128">
<mml:math id="m132">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>L</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. Average values <inline-formula id="inf129">
<mml:math id="m133">
<mml:mrow>
<mml:mo>&#xb1;</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula> standard deviation.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left"/>
<th align="center">2006&#x2013;08</th>
<th align="center">2021&#x2013;2023</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">CE</td>
<td align="center">
<inline-formula id="inf130">
<mml:math id="m134">
<mml:mrow>
<mml:mn>4.9</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.8</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf131">
<mml:math id="m135">
<mml:mrow>
<mml:mn>3.7</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.9</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="left">
<inline-formula id="inf132">
<mml:math id="m136">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">C</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf133">
<mml:math id="m137">
<mml:mrow>
<mml:mn>24.5</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>3.7</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf134">
<mml:math id="m138">
<mml:mrow>
<mml:mn>25.3</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>5.5</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="left">
<inline-formula id="inf135">
<mml:math id="m139">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">N</mml:mi>
<mml:mi mathvariant="normal">a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf136">
<mml:math id="m140">
<mml:mrow>
<mml:mn>14.6</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>4.4</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf137">
<mml:math id="m141">
<mml:mrow>
<mml:mn>10.9</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="left">
<inline-formula id="inf138">
<mml:math id="m142">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mi mathvariant="normal">M</mml:mi>
<mml:mi mathvariant="normal">g</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf139">
<mml:math id="m143">
<mml:mrow>
<mml:mn>28</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>5.9</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf140">
<mml:math id="m144">
<mml:mrow>
<mml:mn>18.8</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>4.9</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
<tr>
<td align="left">SAR</td>
<td align="center">
<inline-formula id="inf141">
<mml:math id="m145">
<mml:mrow>
<mml:mn>2.8</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.7</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
<td align="center">
<inline-formula id="inf142">
<mml:math id="m146">
<mml:mrow>
<mml:mn>2.3</mml:mn>
<mml:mo>&#xb1;</mml:mo>
<mml:mn>0.5</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>Drainage Volumes and Salt Balances</title>
<p>
<xref ref-type="fig" rid="F6">Figure 6</xref> illustrates the daily dynamics of irrigation water inputs, drainage water amounts, and the estimated salt export from the irrigable area in the two studied sub-basins (AB1 and AB2). In 2021 and 2022, the impact of irrigation on the quantity of drainage water and the salts exported is clearly evident. As expected for the type of crops in the area, the majority of the irrigation water was used during the summer months, with average values ranging from 50 to 80 <inline-formula id="inf143">
<mml:math id="m147">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf144">
<mml:math id="m148">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf145">
<mml:math id="m149">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>day</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. These high irrigation inputs led to an increase in drainage flow during these months; this was particularly evident at the AB2 outlet.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Daily dynamics of irrigation (I), rainfall (R) drainage discharge (D) and salt loads (SL) for the two outlets studied (AB1, AB2) during the three study periods.</p>
</caption>
<graphic xlink:href="sjss-14-13522-g006.tif"/>
</fig>
<p>A delay was observed between irrigation application and drainage discharge. Despite the highest irrigation water usage occurring in July and August, peak drainage and salt discharge were recorded in September. This suggests that at the onset of the &#x201c;second&#x201d; irrigation period for maize, the soil was initially dry, resulting in minimal drainage. Over time, as the soil moisture increased, excessive drainage occurred from July to September, aligning with the period of peak irrigation demand. This indicates that irrigation management may have been less effective during periods of high irrigation demand compared to periods of lower demand.</p>
<p>Regarding the response to precipitation events, it was observed (dark blue bars in <xref ref-type="fig" rid="F6">Figure 6</xref>) that the influence in AB1 was much smaller than in AB2, with the former having a significantly larger drainage basin (2587&#xa0;ha vs. 114&#xa0;ha). In AB2, there was a clear increase in the salt load in the days leading up to a rainfall event. In AB2, salt load values ranged from 20 to 30&#xa0;kg salt&#xb7;<inline-formula id="inf146">
<mml:math id="m150">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf147">
<mml:math id="m151">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>day</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, while in AB1, it was lower, at 15&#xa0;kg&#xb7;<inline-formula id="inf148">
<mml:math id="m152">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf149">
<mml:math id="m153">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>day</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. These values were consistent with those reported in other earlier salt balance studies conducted in the River Ebro basin (<xref ref-type="bibr" rid="B1">Abrahao et al., 2011</xref>; <xref ref-type="bibr" rid="B7">Andr&#xe9;s et al., 2020</xref>; <xref ref-type="bibr" rid="B11">Causap&#xe9; et al., 2004a</xref>; <xref ref-type="bibr" rid="B24">Garc&#xed;a-Gariz&#xe1;bal et al., 2009</xref>; <xref ref-type="bibr" rid="B29">Isidoro et al., 2006</xref>; <xref ref-type="bibr" rid="B34">Merch&#xe1;n et al., 2013</xref>; <xref ref-type="bibr" rid="B33">2018</xref>).</p>
<p>The main differences between these studies were related to the geological and soil types, and also to the irrigation types (surface or sprinkler). This complicates the comparison of results across basins beyond salt exports and highlights the importance of studying each irrigated area individually. It also underscores the potential for improvements in water management and their overall impact.</p>
<p>In 2023, there was a noticeable decrease in irrigation water application compared to 2021: by 40% in AB1 and by 32% in AB2. The reduction in irrigation water application was mandated by the basin administrator (<italic>Confederaci&#xf3;n Hidrogr&#xe1;fica del Ebro, CHE</italic>) in response to the hydrological drought experienced in the basin in 2023 <xref ref-type="bibr" rid="B13">Confederaci&#xf3;n Hidrogr&#xe1;fica del Ebro (2024)</xref>. Water availability for irrigation across the entire irrigable area was reduced to 75% compared to a normal year. However, through optimized water management at the irrigation district level, the actual irrigation water applied amounted to 70% of the amount applied in the previous 2&#xa0;years (personal communication, 2023).</p>
<p>We observed the effects of reduced irrigation water availability in both sub-basins. As shown in <xref ref-type="fig" rid="F6">Figure 6</xref>, peak irrigation application occurred during the summer months in 2021 and 2022 but this level was not reached in 2023. In that year, maximum average daily irrigation inputs did not exceed 40 <inline-formula id="inf150">
<mml:math id="m154">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf151">
<mml:math id="m155">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. This shift could primarily be attributed to changes in irrigation management and land use by farmers. They relied more on irrigation for barley and left some acreage fallow, without sowing maize. This change in behavior led to decreased crop yields. However, the reduction in irrigation also led to a 66% reduction in drainage in AB1 and a 79% reduction in AB2, compared to 2021.</p>
<p>Moreover, during the first irrigation period application in 2023 (spring months), which corresponded to the winter cereal cycle, we observed a lower drainage discharge despite a higher water input through irrigation compared to 2021 and 2022, as seen in <xref ref-type="fig" rid="F6">Figure 6</xref>. This suggests that when restrictions were imposed in the irrigation district, farmers improved their water management, possibly due to greater concerns about water usage.</p>
<p>An increase in irrigation during the spring months did not result in any corresponding increase in drainage during these months. Furthermore, despite a greater irrigation input, we observed a reduction in the leaching fraction in AB2 in 2022. This decrease in drainage was attributed to higher reference evapotranspiration (<inline-formula id="inf152">
<mml:math id="m156">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>ET</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>o</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) in that year, likely influenced by higher temperatures compared to 2021 or 2023. This led to higher crop evapotranspiration (<inline-formula id="inf153">
<mml:math id="m157">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>ET</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>c</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) values and increased irrigation demand.</p>
<p>At the same time, the reduction observed in 2023 resulted in a lower LF, with the value approaching the optimal level (LR), with this being even lower in the case of AB2 (<xref ref-type="fig" rid="F6">Figure 6</xref>). The LF decreased from 15.6% in AB1 and 14.8% in AB2, to 7.5% and 3.9%. These results suggest that most of the excess drainage occurred during the summer months, coinciding with peak irrigation activity.</p>
<p>In has been observed that the salt balances varied across the 3&#xa0;years analyzed (<xref ref-type="table" rid="T4">Table 4</xref>), with the amount of irrigation water applied being the determining factor. During the periods of unrestricted irrigation in 2021 and 2022, the salt balance shows that salt outputs through drainage were consistently high, ranging between 996&#xa0;kg&#xb7;<inline-formula id="inf154">
<mml:math id="m158">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> and 2,193&#xa0;kg&#xb7;<inline-formula id="inf155">
<mml:math id="m159">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>. Since these amounts are less than the salt supplied by irrigation water, it is conclusive that salts are leaching from soils in the area. In contrast, in 2023, with irrigation inputs below average, salt outputs were significantly reduced. The salt balance (the difference between salts added by irrigation and rainfall and those removed through drainage, as indicated in <xref ref-type="disp-formula" rid="e1">Equation 1</xref>) was slightly negative in AB1 and positive in AB2. This outcome appears to confirm the validity of the Rhoades model (1974) for leaching requirements, as the only negative balance occurred in 2023 in the AB2 sub-basin, where the leaching fraction (LF) was lower than the leaching requirement (LR).</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Irrigation (I, <inline-formula id="inf156">
<mml:math id="m160">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mspace width="0.3333em"/>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf157">
<mml:math id="m161">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>), rainfall (R, <inline-formula id="inf158">
<mml:math id="m162">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>m</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msup>
<mml:mspace width="0.3333em"/>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf159">
<mml:math id="m163">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>), salt input through irrigation (<inline-formula id="inf160">
<mml:math id="m164">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>SI</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, kg&#xb7;<inline-formula id="inf161">
<mml:math id="m165">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) and though rainfall (<inline-formula id="inf162">
<mml:math id="m166">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>SI</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
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</mml:mrow>
</mml:math>
</inline-formula>, kg&#xb7;<inline-formula id="inf163">
<mml:math id="m167">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) and outputs as drainage volume (D, <inline-formula id="inf164">
<mml:math id="m168">
<mml:mrow>
<mml:msup>
<mml:mrow>
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<mml:mrow>
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</mml:msup>
<mml:mo>&#xb7;</mml:mo>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:mrow>
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</inline-formula>) and drainage salt output (SO, kg&#xb7;<inline-formula id="inf166">
<mml:math id="m170">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) during the three irrigation seasons studied in the two studied sub-basins.<inline-formula id="inf167">
<mml:math id="m171">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>SB and LF respectively accounted for the salt balance (kg&#xb7;<inline-formula id="inf168">
<mml:math id="m172">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>) and leaching fraction (%) associated with each case.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" colspan="2" align="left"/>
<th colspan="4" align="center">
<inline-formula id="inf169">
<mml:math id="m173">
<mml:mrow>
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<mml:mi>n</mml:mi>
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<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th colspan="2" align="center">
<inline-formula id="inf170">
<mml:math id="m174">
<mml:mrow>
<mml:mi>O</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
<mml:mi>s</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf171">
<mml:math id="m175">
<mml:mrow>
<mml:mi mathvariant="normal">&#x394;</mml:mi>
<mml:mi>S</mml:mi>
<mml:mi>B</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf172">
<mml:math id="m176">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>F</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
<tr>
<th align="center">
<inline-formula id="inf173">
<mml:math id="m177">
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf174">
<mml:math id="m178">
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf175">
<mml:math id="m179">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf176">
<mml:math id="m180">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>I</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf177">
<mml:math id="m181">
<mml:mrow>
<mml:mi>D</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf178">
<mml:math id="m182">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>O</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf179">
<mml:math id="m183">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>k</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo>/</mml:mo>
<mml:mi>h</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<inline-formula id="inf180">
<mml:math id="m184">
<mml:mrow>
<mml:mo stretchy="false">(</mml:mo>
<mml:mrow>
<mml:mi>%</mml:mi>
</mml:mrow>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td rowspan="2" align="left">2021</td>
<td align="left">AB1</td>
<td align="center">4,843</td>
<td align="center">1880</td>
<td align="center">1,438</td>
<td align="center">78</td>
<td align="center">1,044</td>
<td align="center">3,415</td>
<td align="center">&#x2212;1899</td>
<td align="center">15.6</td>
</tr>
<tr>
<td align="left">AB2</td>
<td align="center">5,920</td>
<td align="center">1880</td>
<td align="center">1758</td>
<td align="center">78</td>
<td align="center">1,158</td>
<td align="center">3,558</td>
<td align="center">&#x2212;1722</td>
<td align="center">14.8</td>
</tr>
<tr>
<td rowspan="2" align="left">2022</td>
<td align="left">AB1</td>
<td align="center">4,143</td>
<td align="center">2,300</td>
<td align="center">1,230</td>
<td align="center">95</td>
<td align="center">1,098</td>
<td align="center">3,518</td>
<td align="center">&#x2212;2,193</td>
<td align="center">17</td>
</tr>
<tr>
<td align="left">AB2</td>
<td align="center">6,641</td>
<td align="center">2,300</td>
<td align="center">1972</td>
<td align="center">95</td>
<td align="center">882</td>
<td align="center">3,063</td>
<td align="center">&#x2212;996</td>
<td align="center">9.8</td>
</tr>
<tr>
<td rowspan="2" align="left">2023</td>
<td align="left">AB1</td>
<td align="center">2,878</td>
<td align="center">1810</td>
<td align="center">855</td>
<td align="center">75</td>
<td align="center">352</td>
<td align="center">1,194</td>
<td align="center">&#x2212;264</td>
<td align="center">7.5</td>
</tr>
<tr>
<td align="left">AB2</td>
<td align="center">4,054</td>
<td align="center">1810</td>
<td align="center">1,204</td>
<td align="center">75</td>
<td align="center">233</td>
<td align="center">865</td>
<td align="center">414</td>
<td align="center">3.9</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>It is important to note that the drainage measures discussed in this research are those registered exclusively during the irrigation periods of the three study years. Consequently, references to salt exports pertain specifically to those occurring within this time-frame. Although there is reduction in drainage water flow during the winter period, salt exports still occurred during this season; however, these are not reflected in this study.</p>
</sec>
<sec id="s3-3">
<title>Ion Balance Assessment</title>
<p>Individual assessments of the predominant ions were conducted for each irrigation period within the two sub-basins studied. <xref ref-type="fig" rid="F7">Figure 7</xref> provides a synthesis of the acquired data. The figure indicates that salt is exported in excess in most cases, except for sub-basin AB2 in 2023, where salt is retained in the soil. Sulfate emerged as the primary ion exported in substantial quantities, averaging &#x2212;1,200&#xa0;kg. <inline-formula id="inf181">
<mml:math id="m185">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf182">
<mml:math id="m186">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, likely due to the prevalence of gypsum in the local soils. Additionally, the bicarbonate (<inline-formula id="inf183">
<mml:math id="m187">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>HCO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) supplied by irrigation water exceeded the amount exported by drainage, suggesting possible reactions with soil calcium to form carbonate precipitates (as per <xref ref-type="disp-formula" rid="e5">Equation 5</xref>). This process likely facilitated the sequestration of inorganic carbon.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Soil ion increase/decrease for each irrigation season in the two sub-basins studied, AB1 subfigure <bold>(A)</bold> and AB2 subfigure <bold>(B)</bold>. More detailed data are available in the <xref ref-type="sec" rid="s9">Supplementary Material</xref>.</p>
</caption>
<graphic xlink:href="sjss-14-13522-g007.tif"/>
</fig>
<p>Considering <xref ref-type="disp-formula" rid="e5">Equation 5</xref>, and based on an average annual increase of 416&#xa0;kg&#xb7;<inline-formula id="inf184">
<mml:math id="m188">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> of <inline-formula id="inf185">
<mml:math id="m189">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>HCO</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> in the soil, approximately 41&#xa0;kg C&#xb7;<inline-formula id="inf186">
<mml:math id="m190">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>ha</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>&#xb7;<inline-formula id="inf187">
<mml:math id="m191">
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mtext>year</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1</mml:mn>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula> would be sequestered in the form of inorganic carbon via carbonate precipitates.<disp-formula id="e5">
<mml:math id="m192">
<mml:mrow>
<mml:mi>C</mml:mi>
<mml:msup>
<mml:mrow>
<mml:mi>a</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
<mml:mo>&#x2b;</mml:mo>
</mml:mrow>
</mml:msup>
<mml:mo>&#x2b;</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>H</mml:mi>
<mml:mi>C</mml:mi>
<mml:msubsup>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
</mml:mrow>
</mml:msubsup>
<mml:mo>&#x2192;</mml:mo>
<mml:mi>C</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mi>&#x2193;</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mrow>
<mml:mi>H</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mi>O</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>C</mml:mi>
<mml:msub>
<mml:mrow>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mn>2</mml:mn>
</mml:mrow>
</mml:msub>
<mml:mi>&#x2191;</mml:mi>
</mml:mrow>
</mml:math>
<label>(5)</label>
</disp-formula>
</p>
<p>As noted by <xref ref-type="bibr" rid="B20">Entry et al. (2004)</xref>, irrigation can serve as a tool to augment the sequestration of carbon within the soil, working in conjunction with organic C sequestration. Furthermore, this mechanism provides a valuable means of enhancing carbon sequestration in semi-arid regions, where soil organic matter (SOM) is scarce and challenging to increase. This is particularly important in arid and semi-arid regions with low soil organic matter (SOM) levels.</p>
<p>Further research could focus on accounting the total amount of C sequestrated through irrigation in a certain irrigated area.</p>
</sec>
<sec id="s3-4">
<title>Future Recommendations</title>
<p>In view of the results obtained in the present study, some remedial measures can be carried out in the study area, which are described below.</p>
<p>From one side, an improvement in irrigation management is necessary to reduce the existing leaching fraction and reduce the downstream impact. As shown in <xref ref-type="table" rid="T4">Table 4</xref>, in years with normal irrigation (i.e. 2021-2022), leaching fractions between 9.8% and 17% were obtained during the irrigation period. This indicates that LF during the whole year exceeds these values, being five times higher than those necessary to maintain soil quality. To understand the excess LF in the study area, it is necessary to know the existing irrigation dynamics.</p>
<p>As indicated in <xref ref-type="table" rid="T1">Table 1</xref>, double crop (barley &#x2b; maize) is the main land use in all the studied sub-basins, followed with alfalfa and maize (as in the whole studied irrigation district as well as in others irrigation districts in the Ebro basin).</p>
<p>Those crops are usually classified as summer crops, as its growing cycle occurs mainly during summer months. This fact, together with the reduced rainfall during this season, makes irrigation indispensable to obtain profitable productions.</p>
<p>At the same time, <xref ref-type="bibr" rid="B43">Salvador et al. (2011)</xref> observed that summer crops in the Ebro basin are usually over-irrigated. In sprinkler irrigation, they reported 20% and 25% higher irrigation water use with respect to the net irrigation requirement values in alfalfa and maize, respectively. This indicates an irrigation water use that may be leached on excess.</p>
<p>This results are similar to ones obtained in a previous study developed in the sub-basin AB5. <xref ref-type="bibr" rid="B4">Alt&#xe9;s et al. (2023)</xref> found that maize and double crop fields were being over-irrigated between a 9%&#x2013;12% with respect to the gross irrigation requirements, according to <xref ref-type="bibr" rid="B3">Allen et al. (1998)</xref>.</p>
<p>One of the strategies to reduce LF is to adjust the irrigation depths to the irrigation requirements of the crops. As can be seen in <xref ref-type="fig" rid="F6">Figure 6</xref>, September accounts for the highest drainage volume discharge. It is in this late period of the crop cycle when irrigation requirements begin to decrease. However, according to <xref ref-type="bibr" rid="B5">Alt&#xe9;s et al. (2024)</xref>, irrigation depths in the area are not reduced correspondingly, being responsible for this excess leaching.</p>
<p>On the other hand, water quality parameters indicate that three sub-basins drainage water can be easily reused (AB1, AB2, AB5). According to <xref ref-type="bibr" rid="B8">Ayers and Wescot (1985)</xref>, these are medium-low quality water in therms of EC, but with low sodium content. This, combined with the use of good quality water (as is currently being used), can be a tool to reduce the total use of irrigation water diverted upstream, and in turn reduce the impact of the irrigable area downstream, without a reduction in the soil quality of the irrigable area. At the same time, it increases water resources downstream available for other users.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>Conclusion</title>
<p>This study focused on monitoring drainage water quality in various sub-basins within a modern irrigation district located in the Ebro basin, northeastern Spain, over three consecutive irrigation periods. Our findings demonstrate distinct variations in drainage water quality among sites irrigated with identical water sources. This underscores the need to discern soil types at each site prior to evaluating potential water reuse and/or its leaching requirements. While drainage water in three of the sub-basins which were studied presented suitability for irrigation reuse without any significant issues, one site exhibited high levels of electrical conductivity and sodium adsorption ratios, pointing to its unsuitability. Analyses of salt balances over the study period also revealed a consistent trend of greater salt outputs than inputs, with drought years changing this dynamic due to insufficient water inputs for maintaining the minimum levels required for leaching. It is significant that in 2023, which was a year characterised by irrigation restrictions, salt accumulations occurred in the soil. In the case of ion concentrations, high sulfate levels in drainage water were primarily attributed to the abundance of gypsum in the soils in the study area. This altered the relationship between electrical conductivity and total dissolved ions. This study also suggest the significance of accounting for inorganic carbon accumulation in calcareous soils. This could be attributable to the precipitation of calcium carbonate resulting from irrigation involving bicarbonate-type water. Reducing irrigation doses at the end of the vegetative cycle might lower the leaching fraction reported in this study. Moreover, the reuse of the drainage water may promote sustainable water use in the region.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec sec-type="author-contributions" id="s6">
<title>Author Contributions</title>
<p>VA: conceptualisation, data curation, formal analysis, methodology, visualisation, writing&#x2013;original draft. MP: formal analysis, supervision, writing&#x2013;review and editing. JMV: funding acquisition, resources, supervision, methodology, writing&#x2013;review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This research was undertaken under project PCI2020&#x2013;112030, which was funded by the Agencia Estatal de Investigaci&#xf3;n, of the Ministerio de Ciencia e Innovaci&#xf3;n: MCIN/AEI/10.13039/501100011033 and by the European Union NextGenerationEU/PRTR and supported by IDEWA project ANR-19-P026&#x2013;003.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>Author VA was employed by isardSAT SL.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<ack>
<p>We are grateful to the Algerri- Balaguer irrigation district (Comunitat de Regants del Canal Algerri- Balaguer) for their collaboration with this research.</p>
</ack>
<sec id="s9">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontierspartnerships.org/articles/10.3389/sjss.2024.13522/full#supplementary-material">https://www.frontierspartnerships.org/articles/10.3389/sjss.2024.13522/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.XLSX" id="SM1" mimetype="application/XLSX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abrahao</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Causap&#xe9;</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Garc&#xed;a-Gariz&#xe1;bal</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Merch&#xe1;n</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Implementing Irrigation: Salt and Nitrate Exported From the Lerma Basin (Spain)</article-title>. <source>Agric. Water Manag.</source> <volume>102</volume>, <fpage>105</fpage>&#x2013;<lpage>112</lpage>. <pub-id pub-id-type="doi">10.1016/j.agwat.2011.10.011</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="book">
<collab>Ag&#xe8;ncia Catalana de l&#x2019;Aigua</collab> (<year>2013</year>). <source>Cartografia d&#x2019;aq&#xfc;&#xed;fers de Catalunya</source>. <publisher-loc>Barcelona</publisher-loc>: <publisher-name>Tech. rep., Ag&#xe8;ncia Catalana de l&#x2019;Aigua</publisher-name>.</citation>
</ref>
<ref id="B3">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Allen</surname>
<given-names>R. G.</given-names>
</name>
<name>
<surname>Pereira</surname>
<given-names>L. S.</given-names>
</name>
<name>
<surname>Raes</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Smith</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1998</year>). <source>Crop Evapotranspiration. Guidelines for Computing Crop Water Requirements. FAO Irrigation and Drainage Paper 56</source>. <publisher-loc>Rome</publisher-loc>: <publisher-name>FAO</publisher-name>.</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alt&#xe9;s</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Bellvert</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Pascual</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Villar</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Understanding Drainage Dynamics and Irrigation Management in a Semi-arid Mediterranean Basin</article-title>. <source>WaterSwitzerl.</source> <volume>15</volume>, <fpage>16</fpage>&#x2013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.3390/w15010016</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alt&#xe9;s</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Pascual</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Escorihuela</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Villar</surname>
<given-names>J. M.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Assessing Irrigation Impact on Water Quality Conditions: A Case Study in the River Noguera Ribagor&#xe7;ana (NE Spain)</article-title>. <source>Agric. Water Manag.</source> <volume>296</volume>, <fpage>108809</fpage>. <pub-id pub-id-type="doi">10.1016/j.agwat.2024.108809</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andr&#xe9;s</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Cuch&#xed;</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Salt and Nitrate Exports from the Sprinkler-Irrigated Malfar&#xe1;s Creek Watershed (Ebro River Valley, Spain) During 2010</article-title>. <source>Environ. Earth Sci.</source> <volume>72</volume>, <fpage>2667</fpage>&#x2013;<lpage>2682</lpage>. <pub-id pub-id-type="doi">10.1007/s12665-014-3174-0</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andr&#xe9;s</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Mart&#xed;n-Ramos</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Cuch&#xed;</surname>
<given-names>J. A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Water Balance and Nitrate and Salt Exports from a Saline&#x2013;Sodic Irrigation District in Castelflorite (Huesca, NE Spain)</article-title>. <source>Agronomy</source> <volume>10</volume>, <fpage>165</fpage> [<comment>pp. 16</comment>]. <pub-id pub-id-type="doi">10.3390/agronomy10020165</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Ayers</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Wescot</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>1985</year>). <source>Water Quality for Agriculture</source>, <volume>1</volume>. <publisher-loc>Rome</publisher-loc>: <publisher-name>FAO Irrigation and Drainage Paper 29 Rev</publisher-name>.</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barros</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Isidoro</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Arag&#xfc;&#xe9;s</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Three Study Decades on Irrigation Performance and Salt Concentrations and Loads in the Irrigation Return Flows of La Violada Irrigation District (Spain)</article-title>. <source>Agric. Ecosyst. Environ.</source> <volume>151</volume>, <fpage>44</fpage>&#x2013;<lpage>52</lpage>. <pub-id pub-id-type="doi">10.1016/j.agee.2012.02.003</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Boixadera</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Dan&#xe9;s</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Porta</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1989</year>). &#x201c;<article-title>Sistema d&#x2019;informaci&#xf3; de s&#xf2;ls de Catalunya (CatSIS)</article-title>,&#x201d; in <source>
<italic>Comunicacions de la XVI Reunion de la Sociedad Espa&#xf1;ola de la Cienca del Suelo</italic> (Lleida)</source>.</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Causap&#xe9;</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Qu&#xed;lez</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Arag&#xfc;&#xe9;s</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2004a</year>). <article-title>Assessment of Irrigation and Environmental Quality at the Hydrological Basin Level: I. Irrigation Quality</article-title>. <source>Agric. Water Manag.</source> <volume>70</volume>, <fpage>195</fpage>&#x2013;<lpage>209</lpage>. <pub-id pub-id-type="doi">10.1016/J.AGWAT.2004.06.005</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Causap&#xe9;</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Qu&#xed;lez</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Arag&#xfc;&#xe9;s</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2004b</year>). <article-title>Assessment of Irrigation and Environmental Quality at the Hydrological Basin Level: II. Salt and Nitrate Loads in Irrigation Return Flows</article-title>. <source>Agric. Water Manag.</source> <volume>70</volume>, <fpage>211</fpage>&#x2013;<lpage>228</lpage>. <pub-id pub-id-type="doi">10.1016/j.agwat.2004.06.006</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Confederaci&#xf3;n Hidrogr&#xe1;fica del Ebro</surname>
<given-names>M. P. L. T. E.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Informe de la Sequ&#xed;a 2023 (A&#xf1;o Hidrol&#xf3;gico 2022-2023)</article-title>. <source>Tech. Rep</source>.</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cox</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ganjegunte</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Borrok</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Lougheed</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Soil Quality Changes Due to Flood Irrigation in Agricultural Fields Along the Rio Grande in Western Texas</article-title>. <source>Appl. Geochem.</source> <volume>90</volume>, <fpage>87</fpage>&#x2013;<lpage>100</lpage>. <pub-id pub-id-type="doi">10.1016/j.apgeochem.2017.12.019</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="book">
<collab>Departament d&#x2019;Acci&#xf3; Clim&#xe0;tica, A. i. A. R.</collab> (<year>2021</year>). <source>Dun-Sigpac Crop Map</source>.</citation>
</ref>
<ref id="B19">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Doorenbos</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Pruitt</surname>
<given-names>W.</given-names>
</name>
</person-group> (<year>1977</year>). <source>Guidelines for Predicting Crop Water Requirements</source>. <publisher-loc>Rome</publisher-loc>: <publisher-name>FAO Irrigation and Drainage</publisher-name>. <comment>
<italic>Paper</italic> 24</comment>.</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Entry</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Sojka</surname>
<given-names>R. E.</given-names>
</name>
<name>
<surname>Shewmaker</surname>
<given-names>G. E.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Irrigation Increases Inorganic Carbon in Agricultural Soils</article-title>. <source>Environ. Manag.</source> <volume>33</volume>. <pub-id pub-id-type="doi">10.1007/s00267-003-9140-3</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="book">
<collab>FAO</collab> (<year>2002</year>). <source>Crops and Drops: Making the Best Use of Water for Agriculture</source>. <publisher-loc>Rome</publisher-loc>: <publisher-name>Tech. rep., FAO</publisher-name>.</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fereres</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Orgaz</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Gonzalez-Dugo</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Reflections on Food Security under Water Scarcity</article-title>. <source>J. Exp. Bot.</source> <volume>62</volume>, <fpage>4079</fpage>&#x2013;<lpage>4086</lpage>. <pub-id pub-id-type="doi">10.1093/jxb/err165</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Garc&#xed;a-Gariz&#xe1;bal</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Abrahao</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Causap&#xe9;</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>El Manejo del Riego y la Contaminaci&#xf3;n por Sales y Nitrato: Un Caso De Inundaci&#xf3;n Vs. Aspersi&#xf3;n</article-title>. <source>Inf. T&#xc9;CNICA ECON&#xd3;MICA Agrar.</source> <volume>108</volume>, <fpage>482</fpage>&#x2013;<lpage>500</lpage>.</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Garc&#xed;a-Gariz&#xe1;bal</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Valenzuela</surname>
<given-names>J. C.</given-names>
</name>
<name>
<surname>Abrah&#xe3;o</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Evolution of the Efficiency and Agro-Environmental Impact of a Traditional Irrigation Land in the Middle Ebro Valley (2001&#x2013;2007)</article-title>. <source>Span. J. ofAgricultural Res.</source> <volume>7</volume>, <fpage>465</fpage>&#x2013;<lpage>473</lpage>. <pub-id pub-id-type="doi">10.5424/sjar/2009072-1499</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Gil</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Santos</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Esnaola</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1998</year>). <source>Mapa Geol&#xf3;gico y Memoria de la Hoja no 359 (Balaguer). Mapa Geol&#xf3;gico de Espa&#xf1;a E. 1:50.000</source>. <publisher-loc>Madrid</publisher-loc>: <publisher-name>Tech. rep., Instituto Tecnol&#xf3;gico Geominero de Espa&#xf1;a</publisher-name>.</citation>
</ref>
<ref id="B26">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Hart</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>1974</year>). <source>A Compilation of Australian Water Quality Criteria. (Australian Water Resources Council Techn Paper Nr 7)</source>. <publisher-loc>Canberra</publisher-loc>: <publisher-name>Tech. rep., Australian Government Publishing Service</publisher-name>.</citation>
</ref>
<ref id="B27">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Hillel</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Braimoh</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Vlek</surname>
<given-names>P. L.</given-names>
</name>
</person-group> (<year>2008</year>). &#x201c;<article-title>Soil Degradation under Irrigation</article-title>,&#x201d; in <source>Land Use and Soil Resources</source>. Editors <person-group person-group-type="editor">
<name>
<surname>Braimoh</surname>
<given-names>V. P.</given-names>
</name>
<name>
<surname>Dordrecht</surname>
<given-names>A. K.</given-names>
</name>
</person-group> <pub-id pub-id-type="doi">10.1007/978-1-4020-6778-5{_}6</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="book">
<collab>Instituto Geol&#xf3;gico y Minero de Espa&#xf1;a and Direcci&#xf3;n General del Agua</collab> (<year>2010</year>). <source>Identificaci&#xf3;n y caracterizaci&#xf3;n de la interrelaci&#xf3;n que se presenta entre aguas subterr&#xe1;neas, cursos fluviales, descargas por manantiales, zonas h&#xfa;medas y otros ecosistemas naturales de especial inter&#xe9;s h&#xed;drico. 091.061 Aluvial del Bajo Segre</source>. <publisher-loc>Madrid</publisher-loc>: <publisher-name>Tech. rep., Instituto Geol&#xf3;gico y Minero de Espa&#xf1;a, Ministerio de Ciencia e Innovaci&#xf3;n, Gobierno de Espa&#xf1;a</publisher-name>.</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Isidoro</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Qu&#xed;lez</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Arag&#xfc;&#xe9;s</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Environmental Impact of Irrigation in La Violada District (Spain)</article-title>. <source>J. Environ. Qual.</source> <volume>35</volume>, <fpage>766</fpage>&#x2013;<lpage>775</lpage>. <pub-id pub-id-type="doi">10.2134/jeq2005.0064</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="book">
<collab>Institut Cartogr&#xe0;fic i Geol&#xf2;gic de Catalunya</collab> (<year>2019</year>). <source>Balaguer 359-2-1 (64-27) Soil Map 1:25.000</source>.</citation>
</ref>
<ref id="B16">
<citation citation-type="book">
<collab>Institut Cartogr&#xe0;fic i Geol&#xf2;gic de Catalunya</collab> (<year>2020</year>). <source>Digital Elevation Model 2x2</source>.</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jim&#xe9;nez-Aguirre</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Isidoro</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Hydrosaline Balance in and Nitrogen Loads from an Irrigation District before and after Modernization</article-title>. <source>Agric. Water Manag.</source> <volume>208</volume>, <fpage>163</fpage>&#x2013;<lpage>175</lpage>. <pub-id pub-id-type="doi">10.1016/j.agwat.2018.06.008</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McNeil</surname>
<given-names>V. H.</given-names>
</name>
<name>
<surname>Cox</surname>
<given-names>M. E.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Relationship between Conductivity and Analysed Composition in a Large Set of Natural Surface-Water Samples, Queensland, Australia</article-title>. <source>Environ. Geol.</source> <volume>39</volume>, <fpage>1325</fpage>&#x2013;<lpage>1333</lpage>. <pub-id pub-id-type="doi">10.1007/s002549900033</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Mensua</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fern&#xe1;ndez</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ib&#xe1;&#xf1;ez</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Marcell&#xe1;n</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Yetano</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Ruiz</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>1977</year>). <source>Sector Central de la Depresi&#xf3;n del Ebro, Mapa de terrazas fluviales y glacis</source>. <edition>1st ed</edition>. <publisher-loc>Zaragoza</publisher-loc>: <publisher-name>Universidad de Zaragoza, Departamento de Geograf&#xed;a</publisher-name>.</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Merch&#xe1;n</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Casal&#xed;</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Del Valle de Lersundi</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Campo-Besc&#xf3;s</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Gim&#xe9;nez</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Preciado</surname>
<given-names>B.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Runoff, Nutrients, Sediment and Salt Yields in an Irrigated Watershed in Southern Navarre (Spain)</article-title>. <source>Agric. Water Manag.</source> <volume>195</volume>, <fpage>120</fpage>&#x2013;<lpage>132</lpage>. <pub-id pub-id-type="doi">10.1016/j.agwat.2017.10.004</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Merch&#xe1;n</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Causap&#xe9;</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Abrah&#xe3;o</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Impact of Irrigation Implementation on Hydrology and Water Quality in a Small Agricultural Basin in Spain</article-title>. <source>Hydrological Sci. J. &#x2013; J. des Sci. Hydrologiques</source> <volume>58</volume>, <fpage>1400</fpage>&#x2013;<lpage>1413</lpage>. <pub-id pub-id-type="doi">10.1080/02626667.2013.829576</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="book">
<collab>Ministerio para la Transici&#xf3;n Ecol&#xf3;gica y el Reto Demogr&#xe1;fico</collab> (<year>2022</year>). <source>Caracterizaci&#xf3;n adicional de las masas de agua subterr&#xe1;nea MSBT:ES091MSBT061 - Aluvial del Bajo Segre</source>. <publisher-name>Tech. rep., Ministerio para la Transici&#xf3;n Ecol&#xf3;gica y el Reto Demogr&#xe1;fico</publisher-name>.</citation>
</ref>
<ref id="B36">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Murray</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Grant</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2007</year>). <source>
<italic>Impact Of Irrigation On Soil Structure</italic>. Tech. Rep.</source> <publisher-loc>Canberra</publisher-loc>: <publisher-name>Australian Government, Land and Water Australia</publisher-name>.</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Olivera-Guerra</surname>
<given-names>L.-E. E.</given-names>
</name>
<name>
<surname>Laluet</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Alt&#xe9;s</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Ollivier</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Pageot</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Paolini</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Modeling Actual Water Use under Different Irrigation Regimes at District Scale: Application to the FAO-56 Dual Crop Coefficient Method</article-title>. <source>Agric. Water Manag.</source> <volume>278</volume>, <fpage>108119</fpage>. <pub-id pub-id-type="doi">10.1016/j.agwat.2022.108119</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Piper</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>1944</year>). <article-title>A Graphic Procedure in the Geochemical Interpretation of Water-Analyses</article-title>. <source>os, Trans. Am. Geophys. Union</source> <volume>25</volume>, <fpage>914</fpage>&#x2013;<lpage>928</lpage>. <pub-id pub-id-type="doi">10.1029/TR025i006p00914</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Qu&#xed;lez</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>1985</year>). <source>Descripci&#xf3;n, an&#xe1;lisis y aplicaci&#xf3;n de un modelo hidrosalino del sistema flujos de retorno de riego. Bachelor thesis. Tech. rep.</source> <publisher-loc>Zaragoza</publisher-loc>: <publisher-name>Universidad de Zaragoza</publisher-name>.</citation>
</ref>
<ref id="B40">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Rhoades</surname>
<given-names>J.</given-names>
</name>
</person-group> (<year>1974</year>). &#x201c;<article-title>Drainage for Salinity Control</article-title>,&#x201d; in <source>Drainage for Agriculture</source>, <fpage>433</fpage>&#x2013;<lpage>468</lpage>. <comment>J. van Schilfgaarde (Agronomy Monographs)</comment>. <pub-id pub-id-type="doi">10.2134/agronmonogr17.c21</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Rhoades</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Chanduvi</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Lesch</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>1999</year>). <source>Soil Salinity Assessment. Methods and Interpretation Fo Electrical Conductivity Measurements</source>. <publisher-loc>Rome</publisher-loc>: <publisher-name>FAO Irrigation Drainage Paper</publisher-name>.</citation>
</ref>
<ref id="B17">
<citation citation-type="book">
<collab>RuralCat Departament d&#x2019;Acci&#xf3; Clim&#xe0;tica Alimentaci&#xf3; i Agenda Rural</collab> (<year>2023</year>). <source>Dades Agrometeorol&#xf2;giques</source>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rusydi</surname>
<given-names>A. F.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Correlation between Conductivity and Total Dissolved Solid in Various Type of Water: A Review</article-title>. <source>IOP Conf. Ser. Earth Environ. Sci.</source> <volume>118</volume>, <fpage>012019</fpage>. <pub-id pub-id-type="doi">10.1088/1755-1315/118/1/012019</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Salvador</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Mart&#xed;nez-Cob</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cavero</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Play&#xe1;n</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Seasonal On-Farm Irrigation Performance in the Ebro Basin (Spain): Crops and Irrigation Systems</article-title>. <source>Agric. Water Manag.</source> <volume>98</volume>, <fpage>577</fpage>&#x2013;<lpage>587</lpage>. <pub-id pub-id-type="doi">10.1016/J.AGWAT.2010.10.003</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="book">
<collab>Soil Survey Staff</collab> (<year>2022</year>). <source>
<italic>Keys To Soil Taxonomy</italic> (USDA Natural Resources Conservation Service)</source>. <edition>13th ed</edition>.</citation>
</ref>
<ref id="B45">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Stosch</surname>
<given-names>H.-G.</given-names>
</name>
</person-group> (<year>2022</year>). <source>Excel Template to Plot Hydrochemical Data into a Piper Diagram (1.0)</source>. <pub-id pub-id-type="doi">10.5281/zenodo.5994293</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tedeschi</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Beltr&#xe1;n</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Arag&#xfc;&#xe9;s</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Irrigation Management and Hydrosalinity Balance in a Semi-arid Area of the Middle Ebro River Basin (Spain)</article-title>. <source>Agric. Water Manag.</source> <volume>49</volume>, <fpage>31</fpage>&#x2013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1016/S0378-3774(00)00117-7</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="book">
<collab>USSL</collab> (<year>1954</year>). <source>Diagnosis and Improvement of Saline and Alkali Soil</source>. <publisher-name>USDA Agric. Handbook 60</publisher-name>.</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Villar</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Pascual</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Rufat</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Villar</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>El impacto del riego en la calidad del agua de drenaje en una nueva zona regable</article-title>. <source>Ing. del agua</source> <volume>19</volume>, <fpage>241</fpage>&#x2013;<lpage>253</lpage>. <pub-id pub-id-type="doi">10.4995/ia.2015.4113</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>An Efficient Method for Identifying and Filling Surface Depressions in Digital Elevation Models for Hydrologic Analysis and Modelling</article-title>. <source>Int. J. Geogr. Inf. Sci.</source> <volume>20</volume>, <fpage>193</fpage>&#x2013;<lpage>213</lpage>. <pub-id pub-id-type="doi">10.1080/13658810500433453</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>