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    Triple Validation of Calibrated Building Energy Models with Different Air Infiltration Values by Gabriela Bastos Porsani, Juan Bautista Echeverría Trueba, Carlos Fernández Bandera

    Published 2024-11-01
    “…In energy consumption results, the novel method models presented a 31% reduction, and for <inline-formula><math xmlns="http://www.w3.org/1998/Math/MathML" display="inline"><semantics><msub><mi>CO</mi><mn>2</mn></msub></semantics></math></inline-formula> level agreement, these models achieved a 130% higher R<sup>2</sup> value than the classic model. …”
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    Explainable Machine Learning to Predict the Construction Cost of Power Plant Based on Random Forest and Shapley Method by Suha Falih Mahdi Alazawy, Mohammed Ali Ahmed, Saja Hadi Raheem, Hamza Imran, Luís Filipe Almeida Bernardo, Hugo Alexandre Silva Pinto

    Published 2025-04-01
    “…Accurate cost predictions are essential for project feasibility, and this research highlights the strength of ensemble methods in improving prediction accuracy by combining the advantages of multiple models, offering a significant improvement over traditional approaches. …”
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