Ultra-high performance concrete compressive strength prediction using machine learning boosting algorithms

Concrete with Ultra-High Performance (UHPC) is a next-generation cement-based material known for its ultra-high compressive strength, enhanced ductility, and extreme durability. By eliminating coarse aggregates and incorporating optimized fine particle packing, UHPC achieves strengths above 150 MPa....

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Veröffentlicht in:	Asian journal of civil engineering. Building and housing Jg. 26; H. 12; S. 5139 - 5154
Hauptverfasser:	Brahmeswari, L. Chandana, Rao, B. D. V. Chandra Mohan
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Cham Springer International Publishing 01.12.2025 Springer Nature B.V
Schlagworte:	Accuracy Algorithms Building Materials Cement Civil Engineering Compressive strength Concrete Concrete properties Critical infrastructure Datasets Deep learning Ductility Durability Engineering Fiber reinforcement Fuzzy logic Machine learning Neural networks Pozzolans Reinforced concrete Service life Shear strength Silica fume Steel fibers Sustainable Architecture/Green Buildings Tensile strength Ultra high performance concrete score R Normalized mean square error (NMSE) Gradient boosting algorithm (GB) Ultra-high performance concrete (UHPC) Compressive strength Extreme gradient boosting algorithm (XGBoost)
ISSN:	1563-0854, 2522-011X
Online-Zugang:	Volltext
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