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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2023.1257658</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Rising stars in precise sustainable irrigation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Conesa</surname>
<given-names>Mar&#xed;a R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Maestre-Valero</surname>
<given-names>Jos&#xe9; F.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Blanco</surname>
<given-names>Victor</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Irrigation, Centro de Edafolog&#xed;a y Biolog&#xed;a Aplicada del Segura &#x2013; Consejo Superior de Investigaciones Cient&#xed;ficas (CEBAS-CSIC)</institution>, <addr-line>Murcia</addr-line>, <country>Spain</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Agricultural Engineering, Universidad Polit&#xe9;cnica de Cartagena (UPCT)</institution>, <addr-line>Cartagena</addr-line>, <country>Spain</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Horticulture, Washington State University</institution>, <addr-line>Pullman, WA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited and Reviewed by: Lei Shu, Nanjing Agricultural University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Mar&#xed;a R. Conesa, <email xlink:href="mailto:mrconesa@cebas.csic.es">mrconesa@cebas.csic.es</email>; Jos&#xe9;  F. Maestre-Valero, <email xlink:href="mailto:josef.maestre@upct.es">josef.maestre@upct.es</email>; Victor Blanco, <email xlink:href="mailto:victor.blanco@wsu.edu">victor.blanco@wsu.edu</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1257658</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Conesa, Maestre-Valero and Blanco</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Conesa, Maestre-Valero and Blanco</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>    <related-article id="RA1" related-article-type="commentary-article" xlink:href="https://www.frontiersin.org/research-topics/43790" ext-link-type="uri">Editorial on the Research Topic <article-title>Rising stars in precise sustainable irrigation</article-title>
</related-article>
<kwd-group>
<kwd>deficit irrigation</kwd>
<kwd>irrigation water use efficiency (IWUE)</kwd>
<kwd>fertigation and nutrient content</kwd>
<kwd>remote sensing</kwd>
<kwd>soil and plant water relations</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="12"/>
<page-count count="3"/>
<word-count count="1027"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Sustainable and Intelligent Phytoprotection</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<p>Irrigation is a fundamental requirement for agricultural production in arid and semi-arid areas subjected to water scarcity. Sustainable crop productivity depends on precise and effective irrigation regimes. Furthermore, inadequate irrigation management can result in plant water stress due to the deficit or excess of water, penalizing crop yield and quality. To overcome the challenge of feeding the ever-increasing world population and the limited availability of water exacerbated by climate change, Irrigation Water Use Efficiency (IWUE) must be increased.</p>
<p>Precise sustainable irrigation (PSI), which involves rational irrigation strategies (such as deficit irrigation and/or use of non-conventional water resources for irrigation) or systems based on digital technologies (automation and remote sensing), have proven to be effective tools for increasing IWUE (<xref ref-type="bibr" rid="B12">Vories and Sudduth, 2021</xref>).</p>
<p>This Research Topic contains five original articles from recognized early career researchers (Rising Stars researchers). It gathers novel insights and innovative knowledge, technology and agricultural practices related to PSI.</p>
<p>Soil and plant-based water status indicators are often proposed as key inputs for irrigation management in decision support systems (DSS). Precision irrigation technologies using sensors feedback can provide automated DSS for irrigation scheduling and help farmers to implement more efficient deficit irrigation strategies (<xref ref-type="bibr" rid="B9">Osroosh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B11">Vera et&#xa0;al., 2021</xref>).</p>
<p>One of the most used sensor-based irrigation scheduling system is the Irrigation Scheduling Supervisory Control and Data Acquisition (ISSCADA) System patented by <xref ref-type="bibr" rid="B4">Evett et&#xa0;al. (2014)</xref>. A two-year experiment in cotton by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpls.2023.1149424">O&#x2019; Shaughnessy et&#xa0;al.</ext-link> compared the irrigation applied and crop response between automated irrigation managed with ISSCADA at different levels of soil water depletion, and manual irrigation scheduling using weekly neutron probe readings at full-irrigation conditions. The automated irrigation methods were based on ISSCADA-plant feedback (crop water stress index (CWSI) threshold values) and ISSCADA-hybrid irrigation scheduling method (combining CWSI and volumetric soil water content (&#x3b8;<sub>v</sub>) threshold values). The findings showed that the agronomical response of automated ISSCADA irrigation methods performed similarly to manual irrigation scheduling methods, but the last one was higher time-consuming and required labour intensive use along with qualified personal staff to measure with neutron probes (<xref ref-type="bibr" rid="B10">Vera et&#xa0;al., 2017</xref>). Comparing both ISSCADA methods, ISSCADA-plant feedback resulted in significantly less water applied but remains constant productive parameters. However, the authors noted the benefit of including a second sensor feedback method for the security of proper irrigation scheduling.</p>    <p>In the work of <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpls.2023.1123045">Conesa et&#xa0;al.</ext-link> the automated irrigation method was based on real-time &#x3b8;<sub>v</sub> values computed using the management allowed depletion (MAD) concept (<xref ref-type="bibr" rid="B8">Merriam, 1966</xref>). The MAD-based irrigation protocol was validated with novel trunk microtensiometers (MTs; FloraPulse, Davis, CA, USA). These biosensors are directly embedded into the tree woody tissue and provide continuous information about trunk water potential (&#x3a8;<sub>trunk</sub>) using a microelectromechanical pressure sensor. &#x3a8;<sub>trunk</sub> measurements involve the complete water pathway from the roots, which absorb the water available in the soil, to the stem whereby water is transported through the xylem, to fruit and leaves where it evaporates into the air (transpiration <italic>via</italic> stomata). Moreover, MTs have the advantage of providing real-time data in easy-to-interpret pressure units (<xref ref-type="bibr" rid="B2">Blanco and Kalcsits, 2021</xref>). The results obtained showed that measurements of &#x3a8;<sub>trunk</sub> were able to assess plant water status in nectarine trees. Furthermore, they can be used as a promising alternative to discrete measurements of leaf (&#x3a8;<sub>leaf</sub>) or stem water potentials (&#x3a8;<sub>stem</sub>) measured with traditional pressure chamber, which cannot be automated.</p>
<p>Thermal-based indicators can be an alternative for assessing plant water status in a rapid, non-destructive and cost-effective way (<xref ref-type="bibr" rid="B3">Blaya-Ros et&#xa0;al., 2020</xref>). Canopy temperature (Tc) is a plant water status indicator based on the leaf energy balance. When plants are under water stress, they respond with a partial stomatal closure, reducing the stomatal conductance (g<sub>s</sub>), limiting leaf transpiration and promoting an attenuation of the evaporative cooling process, resulting in higher Tc values (<xref ref-type="bibr" rid="B7">Jones, 2004</xref>). However, Tc does not only depend on the stomatal aperture but also on other agrometeorological variables such as solar incidence angle, solar radiation, air temperature (Ta) and wind speed. For this reason, the canopy-to-air temperature difference (Tc - Ta; <xref ref-type="bibr" rid="B5">Idso et&#xa0;al., 1981</xref>), and the crop water stress index (CWSI; <xref ref-type="bibr" rid="B6">Jackson et&#xa0;al., 1981</xref>) have been developed to minimize the effects of environmental variables on the absolute Tc values. In the work of <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpls.2023.1197437">Blanco et&#xa0;al.</ext-link>, Tc-Ta and CWSI were strongly related to &#x3a8;<sub>stem</sub> and g<sub>s</sub>, however, they were not able to detect water deficit earlier than &#x3b8;<sub>v</sub> sensors, which did not result as related to the tree water status as the thermal-based indices. The work proposes a multiple regression analysis that combines thermal base-indices and &#x3b8;<sub>v</sub> sensors which provides accurate information on tree water status and overcomes the limitations of the individual use of each indicator.</p>
<p>Hyperspectral techniques were analysed with different variable selection methods in the study of <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpls.2023.1171594">Shi et&#xa0;al.</ext-link> to predict soil salinity which is another main cause of land degradation in arid and semi-arid areas. Moreover, high soil salinity affects water absorption by plants, inhibiting plant dry matter accumulation (<xref ref-type="bibr" rid="B1">Ahmad et&#xa0;al., 2002</xref>). Hyperspectral remote sensing data provide complete information of crop spectrum which is useful to monitor soil salinity. However, it also requires of specific analysis to reduce the redundancy and complexity. The authors proposed a method for predicting accuracy of root zone soil salinity under vegetation cover conditions by combining vegetation canopy spectral and crop aboveground growth parameters.</p>
<p>Finally, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpls.2023.1149956">Imbernon-Mulero et&#xa0;al.</ext-link> presented and validated an autonomous system integrated into the irrigation head for optimal management of fertigation called NutriBalance. It was designed to manage irrigation waters of different qualities by considering different prices scenarios, fertilizers and crop nutrient requirements. The results showed good interoperability between NutriBalance and the irrigation head which was able to prescribe optimal fertigation under different scenarios.</p>
<sec id="s1" sec-type="author-contributions">
<title>Author contributions</title>
<p>MC: Conceptualization, Funding acquisition, Investigation, Validation, Writing &#x2013; original draft, Supervision. JM-V: Conceptualization, Funding acquisition, Validation, Writing &#x2013;review &amp; editing, Investigation, Project administration, Supervision. VB: Conceptualization, Funding acquisition, Investigation, Supervision, Validation, Writing &#x2013; review &amp; editing. All authors listed have made a substantial, direct and intellectual contribution to the work and approved it for publication.</p>
</sec>
</body>
<back>
<sec id="s2" sec-type="funding-information">
<title>Funding</title>
<p>MRC acknowledges the projects PID2019-106226RB-C21/AEI/10.13039/501100011033 and AGROALNEXT (PRTR-C17.I1) supported by MCIN with funding from European Union NextGenerationEU (PRTR-C17.I1) and by Fundaci&#xf3;n S&#xe9;neca with funding from Comunidad Aut&#xf3;noma Regi&#xf3;n de Murcia (CARM). Also, the postdoctoral fellowship Juan de la Cierva (IJC2020-045450-I) funded by MCIN/AEI/10.13039/501100011033 and European Union NextGenerationEU/PRTR. JFM-V acknowledges the projects SEA4CROP (PID2020-118492RA-C22), funded by Ministry for Science and Innovation and the State Research Agency (MCIN/AEI/10.13039/501100011033, Spain), and SEARRISOST (RTC-2017-6192-2) funded by the State Research Agency and the European Regional Development Fund (ERDF, EU). VB acknowledges the funding by the Washington State Tree Fruit Research Commission Technology Committee. Also, the postdoctoral financial support received from the Fundacion S&#xe9;neca (Regi&#xf3;n de Murcia, Spain, 21261/PD/19).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The Guest Editors would like to thank all the authors who contributed to this Research Topic.</p>
</ack>
<sec id="s3" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The 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>
<p>The authors declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision</p>
</sec>
<sec id="s4" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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