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    Additive Manufacturing as an Alternative to Core Sampling in Concrete Strength Assessment by Darya Anop, Marzhan Sadenova, Nail Beisekenov, Olga Rudenko, Zulfiya Aubakirova, Assel Jexembayeva

    Published 2025-07-01
    “…Ordinary least-squares regression of the pooled data produced the linear relation <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><msub><mrow><mover accent="true"><mrow><mi>R</mi></mrow><mo>^</mo></mover></mrow><mrow><mi>c</mi><mi>o</mi><mi>r</mi><mi>e</mi></mrow></msub></mrow></semantics></math></inline-formula> [MPa] = 0.97 <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><mrow><msub><mrow><mover accent="true"><mrow><mi>R</mi></mrow><mo>^</mo></mover></mrow><mrow><mi>c</mi><mi>u</mi><mi>b</mi><mi>e</mi></mrow></msub></mrow></semantics></math></inline-formula> − 4.9, limiting the prediction error to less than 2 MPa (under 3% across the 40–300 MPa range) and outperforming more complex machine-learning models. …”
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