<?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>0872-1904</journal-id>
<journal-title><![CDATA[Portugaliae Electrochimica Acta]]></journal-title>
<abbrev-journal-title><![CDATA[Port. Electrochim. Acta]]></abbrev-journal-title>
<issn>0872-1904</issn>
<publisher>
<publisher-name><![CDATA[Sociedade Portuguesa de Electroquímica]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S0872-19042026000100001</article-id>
<article-id pub-id-type="doi">10.4152/pea.2026440101</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Levenberg-Marquardt Based Prediction Models for Slabs with Magnesium Sacrificial Anodes Subjected to Chloride Ingress]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Murthy]]></surname>
<given-names><![CDATA[Yogesh Iyer]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[Sumegh]]></given-names>
</name>
<xref ref-type="aff" rid="Aff"/>
</contrib>
</contrib-group>
<aff id="Af1">
<institution><![CDATA[,Jaypee University of Engineering and Technology Department of Civil Engineering ]]></institution>
<addr-line><![CDATA[Guna ]]></addr-line>
<country>India</country>
</aff>
<aff id="Af2">
<institution><![CDATA[,Jaypee University of Engineering and Technology Department of Civil Engineering ]]></institution>
<addr-line><![CDATA[Guna ]]></addr-line>
<country>India</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>01</month>
<year>2026</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>01</month>
<year>2026</year>
</pub-date>
<volume>44</volume>
<numero>1</numero>
<fpage>1</fpage>
<lpage>15</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_arttext&amp;pid=S0872-19042026000100001&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_abstract&amp;pid=S0872-19042026000100001&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://scielo.pt/scielo.php?script=sci_pdf&amp;pid=S0872-19042026000100001&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[Abstract This work focused on developing prediction models using ANN, in order to forecast the long-term performance of reinforcements in concrete slabs containing pure Mg anodes, and subjected to Cl- ingress. The experimental set-up consisted of two built RCC slabs with 1000 x 1000 x 100 mm. Slab #1 was cast with 3.5% NaCl by cement weight. Slab #2 was cast without NaCl. Considered input parameters were the distance of the anode from the point under consideration in x and y-axes, T, RH and concrete age in days. HCP values concerning SCE were considered output. Experimental values consisted of 80 HCP per slab/day. These were collected for 270 days, in order to generate the prediction model. The learning heuristic used LM supervised learning in feed-forward. A two-layer feed-forward network, with ten hidden sigmoid neurons and trained linear output neurons, was employed. The network architecture (5-10-1) and ten neurons in the hidden layer were used for all prediction models. The accuracy level of results obtained with LM was above 97%.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[ANN model]]></kwd>
<kwd lng="en"><![CDATA[Cl-induced corrosion]]></kwd>
<kwd lng="en"><![CDATA[HCP]]></kwd>
<kwd lng="en"><![CDATA[SA from Mg]]></kwd>
</kwd-group>
</article-meta>
</front><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Protection of Steel Reinforcement - A Review]]></article-title>
<source><![CDATA[Corros Rev]]></source>
<year>1998</year>
<volume>16</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>317-58</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Silva Campos]]></surname>
<given-names><![CDATA[MDR]]></given-names>
</name>
<name>
<surname><![CDATA[Blawert]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Scharnagl]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Cathodic protection of mild steel using aluminium-based alloys]]></article-title>
<source><![CDATA[Materials (Basel)]]></source>
<year>2022</year>
<volume>15</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>1301-13</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vu]]></surname>
<given-names><![CDATA[KAT]]></given-names>
</name>
<name>
<surname><![CDATA[Stewart]]></surname>
<given-names><![CDATA[MG]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Structural reliability of concrete bridges including improved chloride-induced corrosion models]]></article-title>
<source><![CDATA[Struct Saf]]></source>
<year>2000</year>
<volume>22</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>313-33</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Angst]]></surname>
<given-names><![CDATA[U]]></given-names>
</name>
<name>
<surname><![CDATA[Elsener]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Larsen]]></surname>
<given-names><![CDATA[CK]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Critical chloride content in reinforced concrete - A review]]></article-title>
<source><![CDATA[Cem Concr Res]]></source>
<year>2009</year>
<volume>39</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>1122-38</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Angst]]></surname>
<given-names><![CDATA[U]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Chloride induced reinforcement corrosion in concrete - Concept of critical chloride content - methods and mechanisms (Doctoral Thesis). Norges teknisk-naturvitenskapelige universitet;2011. https://hdl.handle.net/11250/236720 6.Sergi G, Broomfield J, Davison N. The Principles and Practice of Galvanic Cathodic Protection for Reinforced Concrete Structures. Technical Note 6]]></article-title>
<source><![CDATA[Corrosion Prevention Association]]></source>
<year>2018</year>
<page-range>115</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>7</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Prasad]]></surname>
<given-names><![CDATA[NK]]></given-names>
</name>
<name>
<surname><![CDATA[Pathak]]></surname>
<given-names><![CDATA[AS]]></given-names>
</name>
<name>
<surname><![CDATA[Kundu]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Highly active and efficient hybrid sacrificial anodes based on high p pig iron, Zn and Mg]]></article-title>
<source><![CDATA[J Electrochem Soc]]></source>
<year>2021</year>
<volume>168</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>111504</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>8</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mohamed]]></surname>
<given-names><![CDATA[N]]></given-names>
</name>
<name>
<surname><![CDATA[Boulfiza]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Evitts]]></surname>
<given-names><![CDATA[R]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion of carbon steel and corrosion-resistant rebars in concrete structures under chloride ion attack]]></article-title>
<source><![CDATA[J Mater Eng Perform]]></source>
<year>2013</year>
<volume>22</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>787-95</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Singh]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion inhibitors]]></article-title>
<source><![CDATA[Corr Rev]]></source>
<year>2009</year>
<volume>27</volume>
<numero>s1</numero>
<issue>s1</issue>
<page-range>367-416</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Söylev]]></surname>
<given-names><![CDATA[TA]]></given-names>
</name>
<name>
<surname><![CDATA[Richardson]]></surname>
<given-names><![CDATA[MG]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion inhibitors for steel in concrete State-of-the-art report]]></article-title>
<source><![CDATA[Constr Build Mater]]></source>
<year>2008</year>
<volume>22</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>609-22</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>11</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ormellese]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Berra]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Bolzoni]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion inhibitors for chlorides induced corrosion in reinforced concrete structures]]></article-title>
<source><![CDATA[Cem Concr Res]]></source>
<year>2006</year>
<volume>36</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>536-47</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>12</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Elsener]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Angst]]></surname>
<given-names><![CDATA[U]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion inhibitors for reinforced concrete]]></article-title>
<source><![CDATA[Sci Technol Concr Admix]]></source>
<year>2016</year>
<page-range>321-39</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Al-Amoudi]]></surname>
<given-names><![CDATA[OSB]]></given-names>
</name>
<name>
<surname><![CDATA[Maslehuddin]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Lashari]]></surname>
<given-names><![CDATA[AN]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Effectiveness of corrosion inhibitors in contaminated concrete]]></article-title>
<source><![CDATA[Cem Concr Compos]]></source>
<year>2003</year>
<volume>25</volume>
<numero>4-5</numero>
<issue>4-5</issue>
<page-range>439-49</page-range></nlm-citation>
</ref>
<ref id="B13">
<label>14</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dias]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
<name>
<surname><![CDATA[Carneiro]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<name>
<surname><![CDATA[Andrade]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Characterization of a water-based paint for corrosion protection]]></article-title>
<source><![CDATA[J Coat Technol Res]]></source>
<year>2012</year>
<volume>9</volume>
<page-range>365-74</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>15</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dong]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Lin]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion behavior of epoxy/zinc duplex coated rebar embedded in concrete in ocean environment]]></article-title>
<source><![CDATA[Constr Build Mater]]></source>
<year>2012</year>
<volume>28</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>72-8</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>16</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ahmad]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Al-Sulaiman]]></surname>
<given-names><![CDATA[F]]></given-names>
</name>
<name>
<surname><![CDATA[Abdul]]></surname>
<given-names><![CDATA[ABJ]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion behavior of carbon reinforced plain-weave laminates]]></article-title>
<source><![CDATA[J Reinf Plast Compos]]></source>
<year>2004</year>
<volume>23</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>1041-50</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>17</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Parthiban]]></surname>
<given-names><![CDATA[GT]]></given-names>
</name>
<name>
<surname><![CDATA[Bharanidharan]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Dhayanand]]></surname>
<given-names><![CDATA[D]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Influence of sacrificial cathodic protection on the chloride profile in concrete]]></article-title>
<source><![CDATA[Int J Electrochem Sci]]></source>
<year>2008</year>
<volume>3</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>1162-8</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bertolini]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Gastaldi]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
<name>
<surname><![CDATA[Pedeferri]]></surname>
<given-names><![CDATA[MP]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Prevention of steel corrosion in concrete exposed to seawater with submerged sacrificial anodes]]></article-title>
<source><![CDATA[Corros Sci]]></source>
<year>2002</year>
<volume>44</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>1497-513</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>19</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Murthy]]></surname>
<given-names><![CDATA[YI]]></given-names>
</name>
<name>
<surname><![CDATA[Gandhi]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion Prevention of Steel Reinforcement in 7 5% NaCl Solution using Pure Magnesium Anode]]></article-title>
<source><![CDATA[IOP Conf Ser: Mater Sci Eng]]></source>
<year>2017</year>
<volume>330</volume>
<page-range>012003</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>20</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Murthy]]></surname>
<given-names><![CDATA[YI]]></given-names>
</name>
<name>
<surname><![CDATA[Gandhi]]></surname>
<given-names><![CDATA[S]]></given-names>
</name>
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Magnesium alloy anodes for corrosion prevention of reinforcements in concrete]]></article-title>
<source><![CDATA[Int J Emerg Technol]]></source>
<year>2020</year>
<volume>11</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>656-61</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>21</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[An]]></surname>
<given-names><![CDATA[X]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Removal of high concentration of chloride ions by electrocoagulation using aluminium electrode]]></article-title>
<source><![CDATA[Environ Sci Pollu Res]]></source>
<year>2023</year>
<volume>30</volume>
<numero>17</numero>
<issue>17</issue>
<page-range>1-15</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>22</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Xu]]></surname>
<given-names><![CDATA[J]]></given-names>
</name>
<name>
<surname><![CDATA[Gong]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Application of magnesium alloy sacrificial anode for restraining chloride ingress into mortar]]></article-title>
<source><![CDATA[Constr Build Mater]]></source>
<year>2022</year>
<volume>344</volume>
<page-range>128212</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>23</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yu]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
<name>
<surname><![CDATA[Yang]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Wu]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Practical model for predicting corrosion rate of steel reinforcement in concrete structures]]></article-title>
<source><![CDATA[Constr Build Mater]]></source>
<year>2014</year>
<volume>54</volume>
<page-range>385-401</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>24</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ouzaa]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Oucif]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Numerical model for prediction of corrosion of steel reinforcements in reinforced concrete structures]]></article-title>
<source><![CDATA[Undergr Sp]]></source>
<year>2019</year>
<volume>4</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>72-7</page-range></nlm-citation>
</ref>
<ref id="B24">
<label>25</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[McMahon]]></surname>
<given-names><![CDATA[ME]]></given-names>
</name>
<name>
<surname><![CDATA[Korjenic]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Burns]]></surname>
<given-names><![CDATA[JT]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Mechanistic Insight into Al-Zn, Mgand Al-Mg-Rich Primer Design for Enhanced Cathodic Prevention on Sensitized Al-Mg Alloys]]></article-title>
<source><![CDATA[Corrosion]]></source>
<year>2023</year>
<volume>79</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>647-64</page-range></nlm-citation>
</ref>
<ref id="B25">
<label>26</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Hodhod]]></surname>
<given-names><![CDATA[OA]]></given-names>
</name>
<name>
<surname><![CDATA[Ahmed]]></surname>
<given-names><![CDATA[HI]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Modeling the corrosion initiation time of slag concrete using the artificial neural network]]></article-title>
<source><![CDATA[Hous Build Nat Res Cent J]]></source>
<year>2014</year>
<volume>10</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>231234</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>27</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Thike]]></surname>
<given-names><![CDATA[PH]]></given-names>
</name>
<name>
<surname><![CDATA[Zhao]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
<name>
<surname><![CDATA[Shi]]></surname>
<given-names><![CDATA[P]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Significance of artificial neural network analytical models in materials' performance prediction]]></article-title>
<source><![CDATA[Bull Mater Sci]]></source>
<year>2020</year>
<volume>43</volume>
<numero>1</numero>
<issue>1</issue>
</nlm-citation>
</ref>
<ref id="B27">
<label>28</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Roxas]]></surname>
<given-names><![CDATA[CLC]]></given-names>
</name>
<name>
<surname><![CDATA[Lejano]]></surname>
<given-names><![CDATA[BA]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[An artificial neural network model for the corrosion current density of steel in mortar mixed with seawater]]></article-title>
<source><![CDATA[Int J GEOMATE]]></source>
<year>2019</year>
<volume>16</volume>
<numero>56</numero>
<issue>56</issue>
<page-range>79-84</page-range></nlm-citation>
</ref>
<ref id="B28">
<label>29</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Taffese]]></surname>
<given-names><![CDATA[WZ]]></given-names>
</name>
</person-group>
<source><![CDATA[Data-driven method for enhanced corrosion assessment of reinforced concrete structures]]></source>
<year>2020</year>
<publisher-name><![CDATA[Univ Turku]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B29">
<label>30</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Elsener]]></surname>
<given-names><![CDATA[B]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Half-cell potential mapping to assess repair work on RC structure]]></article-title>
<source><![CDATA[Constr Build Mater]]></source>
<year>2001</year>
<volume>15</volume>
<numero>2-3</numero>
<issue>2-3</issue>
<page-range>133-9</page-range></nlm-citation>
</ref>
<ref id="B30">
<label>31</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Leelalerkiet]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
<name>
<surname><![CDATA[Kyung]]></surname>
<given-names><![CDATA[JW]]></given-names>
</name>
<name>
<surname><![CDATA[Ohtsu]]></surname>
<given-names><![CDATA[M]]></given-names>
</name>
</person-group>
<source><![CDATA[Analysis of half-cell potential measurement for corrosion of reinforced concrete]]></source>
<year>2004</year>
</nlm-citation>
</ref>
<ref id="B31">
<label>32</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Liu]]></surname>
<given-names><![CDATA[G]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
<name>
<surname><![CDATA[Ni]]></surname>
<given-names><![CDATA[Z]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Corrosion behavior of steel submitted to chloride and sulphate ions in simulated concrete pore solution]]></article-title>
<source><![CDATA[Constr Build Mater]]></source>
<year>2016</year>
<volume>115</volume>
<page-range>1-5</page-range></nlm-citation>
</ref>
<ref id="B32">
<label>33</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Yodsudjai]]></surname>
<given-names><![CDATA[W]]></given-names>
</name>
<name>
<surname><![CDATA[Pattarakittam]]></surname>
<given-names><![CDATA[T]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Factors influencing half-cell potential measurement and its relationship with corrosion level]]></article-title>
<source><![CDATA[Measurement]]></source>
<year>2017</year>
<volume>104</volume>
<page-range>159-68</page-range></nlm-citation>
</ref>
<ref id="B33">
<label>34</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Murthy]]></surname>
<given-names><![CDATA[YI]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Neural Network Models for the Half-Cell Potential of Reinforced Slabs with Magnesium Sacrificial Anodes Subjected to Chloride Ingress]]></article-title>
<source><![CDATA[J Soft Comput Civ Eng]]></source>
<year>2024</year>
<volume>8</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>85-106</page-range></nlm-citation>
</ref>
<ref id="B34">
<label>35</label><nlm-citation citation-type="">
<collab>ASTM International</collab>
<source><![CDATA[Standard test method for corrosion potentials of uncoated reinforcing steel in concrete]]></source>
<year>2015</year>
</nlm-citation>
</ref>
<ref id="B35">
<label>36</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[L]]></given-names>
</name>
<name>
<surname><![CDATA[Gu]]></surname>
<given-names><![CDATA[K]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Y]]></given-names>
</name>
</person-group>
<article-title xml:lang=""><![CDATA[Enhanced struvite generation and separation by magnesium anode electrolysis coupled with cathode electrodeposition]]></article-title>
<source><![CDATA[Sci Tot Environ]]></source>
<year>2022</year>
<volume>804</volume>
<page-range>150101</page-range></nlm-citation>
</ref>
<ref id="B36">
<label>37</label><nlm-citation citation-type="book">
<collab>Bureau of Indian Standards.IS:12269-2013</collab>
<source><![CDATA[Ordinary Portland Cement, 53 grade specification (First Revision). Bur Ind Stand]]></source>
<year>2013</year>
<publisher-loc><![CDATA[New Delhi ]]></publisher-loc>
<publisher-name><![CDATA[India]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B37">
<label>38</label><nlm-citation citation-type="">
<collab>Bureau of Indian Standards</collab>
<source><![CDATA[IS: 2386-1963. Ind Stand. Methods test aggregates Concrete]]></source>
<year>2025</year>
</nlm-citation>
</ref>
<ref id="B38">
<label>39</label><nlm-citation citation-type="">
<collab>Bureau of Indian Standards</collab>
<source><![CDATA[IS: 383-2016. Ind Stand Specif coarse fine aggregates from Nat sources Concrete]]></source>
<year>2016</year>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
