Machine Learning-Based Modeling with Optimization Algorithm for Predicting Mechanical Properties of Sustainable Concrete

<table class="table-group" id="tab3"><tr><td><table class="table"><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr class="thead"><td class="align_left">Composition</td><td class="align_center">Percentage</td></tr><tr><td class="thead-hr" colspan="2"><hr/></td></tr><tr><td class="align_left">SiO2</td><td class="align_center">66.28</td></tr><tr><td class="align_left">Al2O3</td><td class="align_center">8.36</td></tr><tr><td class="align_left">Fe2O3</td><td class="align_center">1.39</td></tr><tr><td class="align_left">CaO</td><td class="align_center">9.06</td></tr><tr><td class="align_left">MgO</td><td class="align_center">5.56</td></tr><tr><td class="align_left">P2O5</td><td class="align_center">2.46</td></tr><tr><td class="align_left">K2O</td><td class="align_center">3.52</td></tr><tr><td class="align_left">Na2O</td><td class="align_center">1.30</td></tr><tr><td class="align_left">TiO2</td><td class="align_center">0.19</td></tr><tr><td class="align_left">MnO</td><td class="align_center">0.02</td></tr><tr><td class="align_left">LOI</td><td class="align_center">1.67</td></tr><tr><td class="align_left">Moisture content</td><td class="align_center">1.15</td></tr><tr class="table-tr"><td colspan="2"><hr class="tbody-hr"/></td></tr></table></td></tr></table>

Advances in Civil Engineering

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Table 3

Table 3: Machine Learning-Based Modeling with Optimization Algorithm for Predicting Mechanical Properties of Sustainable Concrete 