Separation and Purification Technology, Journal Year: 2025, Volume and Issue: unknown, P. 133146 - 133146
Published: April 1, 2025
Language: Английский
Separation and Purification Technology, Journal Year: 2025, Volume and Issue: unknown, P. 133146 - 133146
Published: April 1, 2025
Language: Английский
JOM, Journal Year: 2025, Volume and Issue: unknown
Published: Feb. 10, 2025
Language: Английский
Citations
0Journal of Building Engineering, Journal Year: 2025, Volume and Issue: unknown, P. 112114 - 112114
Published: Feb. 1, 2025
Language: Английский
Citations
0REVIEWS ON ADVANCED MATERIALS SCIENCE, Journal Year: 2025, Volume and Issue: 64(1)
Published: Jan. 1, 2025
Abstract The performance and durability of conventional concrete (CC) are significantly influenced by its weak tensile strength strain capacity (TSC). Thus, the intrusion fibers in cementitious matrix forms ductile engineered composites (ECCs) that can cater to this area CC. Moreover, ECCs have become a reasonable substitute for brittle plain due their increased flexibility, ductility, greater TSC. prediction ECC is crucial without need laborious experimental procedures. achieve this, machine learning approaches (MLAs), namely light gradient boosting (LGB) approach, extreme (XGB) artificial neural network (ANN), k -nearest neighbor (KNN), were developed. data gathered from literature comprise input parameters which fiber content, length, cement, diameter, water-to-binder ratio, fly ash (FA), age, sand, superplasticizer, TSC as output utilized. assessment models gauged with coefficient determination ( R 2 ), statistical measures, uncertainty analysis. In addition, an analysis feature importance carried out further refinement model. result demonstrates ANN XGB perform well train test sets > 0.96. Statistical measures show all give fewer errors higher , depict robust performance. Validation via K -fold confirms showing correlation determination. reveals FA major contribution ECC. graphical user interface also developed help users/researchers will facilitate them estimate practical applications.
Language: Английский
Citations
0Construction and Building Materials, Journal Year: 2025, Volume and Issue: 473, P. 141025 - 141025
Published: March 29, 2025
Language: Английский
Citations
0Separation and Purification Technology, Journal Year: 2025, Volume and Issue: unknown, P. 133146 - 133146
Published: April 1, 2025
Language: Английский
Citations
0