<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1794-6190</journal-id>
<journal-title><![CDATA[Earth Sciences Research Journal]]></journal-title>
<abbrev-journal-title><![CDATA[Earth Sci. Res. J.]]></abbrev-journal-title>
<issn>1794-6190</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional de Colombia]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1794-61902017000200085</article-id>
<article-id pub-id-type="doi">10.15446/esrj.v21n2.49829</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Estimation of Daily Soil Temperature Via Data Mining Techniques in Semi-Arid Climate Conditions]]></article-title>
<article-title xml:lang="es"><![CDATA[Estimación de la Temperatura Diaria del Suelo a Través de Técnicas de Búsqueda y Procesamiento de Datos en Condiciones Climáticas Semiáridas]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Sattari]]></surname>
<given-names><![CDATA[M. Taghi]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
<xref ref-type="aff" rid="Aaf"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Dodangeh]]></surname>
<given-names><![CDATA[Esmaeel]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Abraham]]></surname>
<given-names><![CDATA[John]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,University of Tabriz Faculty of Agriculture Department of Water Engineering]]></institution>
<addr-line><![CDATA[Tabriz ]]></addr-line>
<country>Iran</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Sari University of Agriculture and Natural Resources Department of Natural Resources ]]></institution>
<addr-line><![CDATA[Sari ]]></addr-line>
<country>Iran</country>
</aff>
<aff id="Af3">
<institution><![CDATA[,University of St. Thomas  ]]></institution>
<addr-line><![CDATA[ Minnesota]]></addr-line>
<country>USA</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>06</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>06</month>
<year>2017</year>
</pub-date>
<volume>21</volume>
<numero>2</numero>
<fpage>85</fpage>
<lpage>93</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_arttext&amp;pid=S1794-61902017000200085&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_abstract&amp;pid=S1794-61902017000200085&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.co/scielo.php?script=sci_pdf&amp;pid=S1794-61902017000200085&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[ABSTRACT This paper investigates the potential of data mining techniques to predict daily soil temperatures at 5-100 cm depths for agricultural purposes. Climatic and soil temperature data from Isfahan province located in central -Iran with a semi-arid climate was used for the modeling process. A subtractive clustering approach was used to identify the structure of the Adaptive Neuro-Fuzzy Inference System (ANFIS), and the result of the proposed approach was compared with artificial neural networks (ANNs) and an M5 tree model. Result suggests an improved performance using the ANFIS approach in predicting soil temperatures at various soil depths except at 100 cm. The performance of the ANNs and M5 tree models were found to be similar. However, the M5 tree model provides a simple linear relation to predicting the soil temperature for the data ranges used in this study. Error analyses of the predicted values at various depths show that the estimation error tends to increase with the depth.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[RESUMEN Este artículo investiga el potencial de las técnicas de búsqueda y procesamiento de datos para pronosticar las temperaturas diarias del suelo a profundidades que van de los 5 a los 100 cm con propósitos agrícolas. Se utilizó la información climática y de temperatura del suelo de la provincia Ishafan, ubicada en el centro de Irán y de clima semiárido, para el proceso de modelamiento. Se usó un enfoque de agrupamiento sustractivo para identificar la estructura del Sistema de Inferencia Neuronal Difuso Adaptado (ANFIS, del inglés Adaptive Neuro-Fuzzy Inference System) y el resultado del acercamiento propuesto se comparó con redes artificiales neuronales (ANN) y el modelo tipo árbol M5. Los resultados sugieren un desempeño mejorado al usar el enfoque ANFIS en la predicción de las temperaturas del suelo en varios puntos de profundidad, excepto en los 100 cm. El desempeño de las redes artificiales neuronales y los modelos de árbol M5 fueron similares. Sin embargo, el modelo tipo árbol M5 provee una relación linear simple para predecir los rangos de datos de la temperatura del suelo utilizados en este estudio. Los análisis de error de los valores predichos a varias profundidades muestran que la estimación de error tiende a incrementarse con la profundidad.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Soil temperature]]></kwd>
<kwd lng="en"><![CDATA[Data mining]]></kwd>
<kwd lng="en"><![CDATA[M5 tree model]]></kwd>
<kwd lng="en"><![CDATA[ANFIS]]></kwd>
<kwd lng="en"><![CDATA[ANN]]></kwd>
<kwd lng="es"><![CDATA[Temperatura del suelo]]></kwd>
<kwd lng="es"><![CDATA[minería de datos]]></kwd>
<kwd lng="es"><![CDATA[modelo tipo árbol M5]]></kwd>
<kwd lng="es"><![CDATA[ANFIS]]></kwd>
<kwd lng="es"><![CDATA[ANN]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Adnan]]></surname>
<given-names><![CDATA[R. M.]]></given-names>
</name>
<name>
<surname><![CDATA[Yuan]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Kisi]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Anam]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Improving accuracy of river floe forecasting using LSSVR with gravitational search algorithm]]></source>
<year>2017</year>
<publisher-name><![CDATA[Advances in meteorology]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B2">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Neural networks and M5 model trees in modeling water level-discharge relationship]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bhattacharya]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Solomatine]]></surname>
<given-names><![CDATA[D. P]]></given-names>
</name>
</person-group>
<source><![CDATA[Neurocomputing]]></source>
<year>2005</year>
<volume>63</volume>
<page-range>381-96</page-range></nlm-citation>
</ref>
<ref id="B3">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[M5 model tree to predict temporal evolution of clear water abutment scour]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Biabani]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Meftah Halaghi]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Ghorbani]]></surname>
<given-names><![CDATA[K. H]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of Geology]]></source>
<year>2016</year>
<volume>6</volume>
<page-range>1045-54</page-range></nlm-citation>
</ref>
<ref id="B4">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Soil temperature nitrogen mineralization and carbon source-sink relationships in boreal forests]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bonng]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Vanclev]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
</person-group>
<source><![CDATA[Canadian Journal of Forest Research]]></source>
<year>1992</year>
<volume>22</volume>
<page-range>629-39</page-range></nlm-citation>
</ref>
<ref id="B5">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Effect of temperature, moisture and soil texture on DCPA degradation]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chio]]></surname>
<given-names><![CDATA[J. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Fermanian]]></surname>
<given-names><![CDATA[T. W.]]></given-names>
</name>
<name>
<surname><![CDATA[Wehner]]></surname>
<given-names><![CDATA[D. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Spomer]]></surname>
<given-names><![CDATA[L. A]]></given-names>
</name>
</person-group>
<source><![CDATA[Agronomy Journal]]></source>
<year>1988</year>
<volume>80</volume>
<page-range>108-11</page-range></nlm-citation>
</ref>
<ref id="B6">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Fuzzy model identification based on cluster estimation]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Chiu]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of Intelligent and Fuzzy Systems]]></source>
<year>1994</year>
<volume>2</volume>
<page-range>762-7</page-range></nlm-citation>
</ref>
<ref id="B7">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[On the relevance of using artificial neural networks for estimating soil moisture content]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Elshorbagy]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Parasuraman]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of Hydrology]]></source>
<year>2008</year>
<volume>362</volume>
<page-range>1-18</page-range></nlm-citation>
</ref>
<ref id="B8">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Monthly Evapotranspiration Modeling using Intelligent Systems in Tabriz, Iran]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Esmaeilzadeh]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Sattari]]></surname>
<given-names><![CDATA[M. T]]></given-names>
</name>
</person-group>
<source><![CDATA[Agriculture Science Developments]]></source>
<year>2015</year>
<volume>4</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>35-40</page-range></nlm-citation>
</ref>
<ref id="B9">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Determination of soil temperature in an arid region]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gao]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Bian]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Hu]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Fan]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of Arid Environments]]></source>
<year>2007</year>
<volume>71</volume>
<page-range>157-68</page-range></nlm-citation>
</ref>
<ref id="B10">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Interpreting the dependence of soil respiration on soil temperature and water content in a boreal aspen stand]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Gaumont-Guay]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Black]]></surname>
<given-names><![CDATA[T. A.]]></given-names>
</name>
<name>
<surname><![CDATA[Griffis]]></surname>
<given-names><![CDATA[T. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Barr]]></surname>
<given-names><![CDATA[A. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Jassal]]></surname>
<given-names><![CDATA[R. S.]]></given-names>
</name>
<name>
<surname><![CDATA[Nesic]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
</person-group>
<source><![CDATA[Agricultural and Forest Meteorology]]></source>
<year>2006</year>
<volume>140</volume>
<page-range>220-35</page-range></nlm-citation>
</ref>
<ref id="B11">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hecht-Nielsen]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Neurocomputing]]></source>
<year>1990</year>
<publisher-loc><![CDATA[Menlo Park, CA, USA ]]></publisher-loc>
<publisher-name><![CDATA[Addison-Wesley]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B12">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[ANFIS: adaptive-network-based fuzzy inference system]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jang]]></surname>
<given-names><![CDATA[J. S. R]]></given-names>
</name>
</person-group>
<source><![CDATA[IEEE Transactions Systems, Man and Cybernetics]]></source>
<year>1993</year>
<volume>23</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>665-85</page-range></nlm-citation>
</ref>
<ref id="B13">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Predicting spatial and temporal patterns of soil temperature based on topography, surface cover and air temperature]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kang]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Kim]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Oh]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<source><![CDATA[Forest Ecology and Management]]></source>
<year>2000</year>
<month>a</month>
<volume>136</volume>
<page-range>173-84</page-range></nlm-citation>
</ref>
<ref id="B14">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lippmann]]></surname>
<given-names><![CDATA[R.P]]></given-names>
</name>
</person-group>
<source><![CDATA[An introduction to computing with neural nets]]></source>
<year>1987</year>
<page-range>4-22</page-range><publisher-name><![CDATA[IEEE ASSP Magazine]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B15">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[M5 model tree based modelling of reference evapotranspiration]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pal]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Surinder]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<source><![CDATA[Hydrological Processes]]></source>
<year>2009</year>
<volume>23</volume>
<page-range>1437-43</page-range></nlm-citation>
</ref>
<ref id="B16">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[M5 Model Tree for Pier Scour Prediction Using Field Dataset]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Pal]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[N. K.]]></given-names>
</name>
<name>
<surname><![CDATA[Tiwari]]></surname>
<given-names><![CDATA[N. K]]></given-names>
</name>
</person-group>
<source><![CDATA[KSCE]]></source>
<year>2012</year>
<volume>16</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>1079-84</page-range></nlm-citation>
</ref>
<ref id="B17">
<nlm-citation citation-type="confpro">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Quinlan]]></surname>
<given-names><![CDATA[J. R]]></given-names>
</name>
</person-group>
<source><![CDATA[Learning with continuous classes]]></source>
<year>1992</year>
<conf-name><![CDATA[ Proc. AI'92 (Fifth Australian Joint Conf. on Artificial Intelligence) (ed. by A. Adams &amp; L. Sterling)]]></conf-name>
<conf-loc> </conf-loc>
<page-range>343-8</page-range><publisher-loc><![CDATA[Singapore ]]></publisher-loc>
<publisher-name><![CDATA[World Scientific]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B18">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Prediction of soil temperature by using Artificial Neural Networks Alghorithms]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Raju]]></surname>
<given-names><![CDATA[K. G]]></given-names>
</name>
</person-group>
<source><![CDATA[Nonlinear Analysis]]></source>
<year>2001</year>
<volume>47</volume>
<page-range>1737-48</page-range></nlm-citation>
</ref>
<ref id="B19">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[M5 Model Tree Application in Daily River Flow Forecasting in Sohu Stream, Turkey]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sattari]]></surname>
<given-names><![CDATA[M. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Pal]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Apaydin]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Ozturk]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<source><![CDATA[Water Resources]]></source>
<year>2013</year>
<month>a</month>
<volume>40</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>233-42</page-range></nlm-citation>
</ref>
<ref id="B20">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[M5 model trees and neural network based modelling of ET0 in Ankara, Turkey]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sattari]]></surname>
<given-names><![CDATA[M. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Pal]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Yurekli]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Unlukara]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<source><![CDATA[Engineering and Environmental Sciences]]></source>
<year>2013</year>
<month>b</month>
<volume>37</volume>
<page-range>211-9</page-range></nlm-citation>
</ref>
<ref id="B21">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Estimation of discharge using LS-SVM and Model trees]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sayagavi]]></surname>
<given-names><![CDATA[V. G.]]></given-names>
</name>
<name>
<surname><![CDATA[Charhate]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Magar]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of water resources and ocean science]]></source>
<year>2016</year>
<volume>5</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>78-86</page-range></nlm-citation>
</ref>
<ref id="B22">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Predicting Daily Mean Soil Temperature from Daily Mean Air Temperature in Four Northern Hard Wood Forest Stands]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shannon]]></surname>
<given-names><![CDATA[E. B.]]></given-names>
</name>
<name>
<surname><![CDATA[Kurt]]></surname>
<given-names><![CDATA[S. P.]]></given-names>
</name>
<name>
<surname><![CDATA[David]]></surname>
<given-names><![CDATA[D. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Andrew]]></surname>
<given-names><![CDATA[J. B]]></given-names>
</name>
</person-group>
<source><![CDATA[Forest Science]]></source>
<year>2000</year>
<volume>46</volume>
<page-range>297-301</page-range></nlm-citation>
</ref>
<ref id="B23">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Comparison of genetic programming with neuro- fuzzy systems for predicting]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shiri]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Kishi]]></surname>
<given-names><![CDATA[O]]></given-names>
</name>
</person-group>
<source><![CDATA[Computers &amp; Geosciences]]></source>
<year>2011</year>
<volume>37</volume>
<page-range>1692-701</page-range></nlm-citation>
</ref>
<ref id="B24">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Machine learning methods for empirical streamflow simulation: a comparison of model accuracy, interpretability, and uncertainty in seasonal watersheds]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shortridge]]></surname>
<given-names><![CDATA[J. E.]]></given-names>
</name>
<name>
<surname><![CDATA[Guikema]]></surname>
<given-names><![CDATA[S. D.]]></given-names>
</name>
<name>
<surname><![CDATA[Zaitchik]]></surname>
<given-names><![CDATA[B. F]]></given-names>
</name>
</person-group>
<source><![CDATA[Hydrology and Earth System Sciences]]></source>
<year>2016</year>
<volume>20</volume>
<page-range>2611-28</page-range></nlm-citation>
</ref>
<ref id="B25">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Schnier]]></surname>
<given-names><![CDATA[S. T]]></given-names>
</name>
</person-group>
<source><![CDATA[Data driven analyses of watersheds as coupled humannature systems]]></source>
<year>2016</year>
<publisher-loc><![CDATA[Urbana, Illinois ]]></publisher-loc>
<publisher-name><![CDATA[Unvisesity of Illinois]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B26">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Regional flood frequency analysis at ungauged sites using the adaptive neuro-fuzzy inference system]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Shu]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Ouarda]]></surname>
<given-names><![CDATA[TBMJ]]></given-names>
</name>
</person-group>
<source><![CDATA[Journal of Hydrology]]></source>
<year>2008</year>
<volume>349</volume>
<page-range>31-43</page-range></nlm-citation>
</ref>
<ref id="B27">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Tree-like machine learning models in hydrologic forecasting: optimality and expert knowledge]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Siek]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Solomantine]]></surname>
<given-names><![CDATA[D. P]]></given-names>
</name>
</person-group>
<source><![CDATA[Geophysical Research Abstracts]]></source>
<year>2007</year>
<volume>9</volume>
<page-range>2-5</page-range></nlm-citation>
</ref>
<ref id="B28">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Model trees as an alternative to neural networks in rainfall-runoff modeling]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Solomantine]]></surname>
<given-names><![CDATA[D. P.]]></given-names>
</name>
<name>
<surname><![CDATA[Dulal]]></surname>
<given-names><![CDATA[K. N]]></given-names>
</name>
</person-group>
<source><![CDATA[Hydrological Sciences Journal]]></source>
<year>2003</year>
<volume>48</volume>
<page-range>455-72</page-range></nlm-citation>
</ref>
<ref id="B29">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Development of a low flow forecasting model using the M5 machine learning method]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Stravs]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Brilly]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<source><![CDATA[Hydrological Sciences Journal]]></source>
<year>2007</year>
<volume>52</volume>
<page-range>466-77</page-range></nlm-citation>
</ref>
<ref id="B30">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Feedforward neural nets as models for time series forecasting]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tang]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
<name>
<surname><![CDATA[Fishwick]]></surname>
<given-names><![CDATA[P. A]]></given-names>
</name>
</person-group>
<source><![CDATA[ORSA Journal of Computing]]></source>
<year>1993</year>
<volume>5</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>374-85</page-range></nlm-citation>
</ref>
<ref id="B31">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Error analysis of soil temperature simulations using measured and estimated hourly weather data with 2DSOIL]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Timlin]]></surname>
<given-names><![CDATA[D. J.]]></given-names>
</name>
<name>
<surname><![CDATA[Pachepsky]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
<name>
<surname><![CDATA[Acock]]></surname>
<given-names><![CDATA[B. A.]]></given-names>
</name>
<name>
<surname><![CDATA[S'imunek]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Flerchinger]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Whisler]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<source><![CDATA[Agricultural Systems]]></source>
<year>2002</year>
<volume>72</volume>
<page-range>215-39</page-range></nlm-citation>
</ref>
<ref id="B32">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Modeling of soil temperature and moisture with and without rice husks in an agriculture greenhouse]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tuntiwaranuruk]]></surname>
<given-names><![CDATA[U.]]></given-names>
</name>
<name>
<surname><![CDATA[Thepa]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Tia]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Bhumiratana]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<source><![CDATA[Renewable Energy]]></source>
<year>2006</year>
<volume>31</volume>
<page-range>1934-49</page-range></nlm-citation>
</ref>
<ref id="B33">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Measuring soil temperature and moisture using wireless MEMS sensors]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Tyronese]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Katrina]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Mohamed]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Tommy]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Peter]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<source><![CDATA[Measurement]]></source>
<year>2008</year>
<volume>41</volume>
<page-range>381-90</page-range></nlm-citation>
</ref>
<ref id="B34">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Winegardner]]></surname>
<given-names><![CDATA[D. L]]></given-names>
</name>
</person-group>
<source><![CDATA[An Introduction to Soils for Environmental Professionals]]></source>
<year>1996</year>
<publisher-loc><![CDATA[Boca Raton, Fla. ]]></publisher-loc>
<publisher-name><![CDATA[Lewis Publishers]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B35">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Time series forecasting using backpropagation neural networks]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wong]]></surname>
<given-names><![CDATA[F. S]]></given-names>
</name>
</person-group>
<source><![CDATA[Neurocomputing]]></source>
<year>1991</year>
<volume>2</volume>
<page-range>147-59</page-range></nlm-citation>
</ref>
<ref id="B36">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Application of artificial neural networks for simulation of soil temperature]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[C. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Prasher]]></surname>
<given-names><![CDATA[S. O.]]></given-names>
</name>
<name>
<surname><![CDATA[Mehuys]]></surname>
<given-names><![CDATA[G. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Patni]]></surname>
<given-names><![CDATA[N. K]]></given-names>
</name>
</person-group>
<source><![CDATA[Transactions of the ASAE]]></source>
<year>1997</year>
<volume>40</volume>
<page-range>649-56</page-range></nlm-citation>
</ref>
<ref id="B37">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Fuzzy sets. Information Control, 8, 338-353. sensors]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zadeh]]></surname>
<given-names><![CDATA[L. A]]></given-names>
</name>
</person-group>
<source><![CDATA[Measurement]]></source>
<year>1965</year>
<volume>41</volume>
<page-range>381-90</page-range></nlm-citation>
</ref>
<ref id="B38">
<nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Winegardner]]></surname>
<given-names><![CDATA[D. L]]></given-names>
</name>
</person-group>
<source><![CDATA[An Introduction to Soils for Environmental Professionals]]></source>
<year>1996</year>
<publisher-loc><![CDATA[Boca Raton, Fla. ]]></publisher-loc>
<publisher-name><![CDATA[Lewis Publishers]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B39">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Time series forecasting using backpropagation neural networks]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wong]]></surname>
<given-names><![CDATA[F. S]]></given-names>
</name>
</person-group>
<source><![CDATA[Neurocomputing]]></source>
<year>1991</year>
<volume>2</volume>
<page-range>147-59</page-range></nlm-citation>
</ref>
<ref id="B40">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Application of artificial neural networks for simulation of soil temperature]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[C. C.]]></given-names>
</name>
<name>
<surname><![CDATA[Prasher]]></surname>
<given-names><![CDATA[S. O.]]></given-names>
</name>
<name>
<surname><![CDATA[Mehuys]]></surname>
<given-names><![CDATA[G. R.]]></given-names>
</name>
<name>
<surname><![CDATA[Patni]]></surname>
<given-names><![CDATA[N. K]]></given-names>
</name>
</person-group>
<source><![CDATA[Transactions of the ASAE]]></source>
<year>1997</year>
<volume>40</volume>
<page-range>649-56</page-range></nlm-citation>
</ref>
<ref id="B41">
<nlm-citation citation-type="journal">
<article-title xml:lang=""><![CDATA[Fuzzy sets]]></article-title>
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zadeh]]></surname>
<given-names><![CDATA[L. A]]></given-names>
</name>
</person-group>
<source><![CDATA[Information Control]]></source>
<year>1965</year>
<volume>8</volume>
<page-range>338-53</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
