Separation and Purification Technology, Год журнала: 2025, Номер unknown, С. 133146 - 133146
Опубликована: Апрель 1, 2025
Язык: Английский
Separation and Purification Technology, Год журнала: 2025, Номер unknown, С. 133146 - 133146
Опубликована: Апрель 1, 2025
Язык: Английский
JOM, Год журнала: 2025, Номер unknown
Опубликована: Фев. 10, 2025
Язык: Английский
Процитировано
0Journal of Building Engineering, Год журнала: 2025, Номер unknown, С. 112114 - 112114
Опубликована: Фев. 1, 2025
Язык: Английский
Процитировано
0REVIEWS ON ADVANCED MATERIALS SCIENCE, Год журнала: 2025, Номер 64(1)
Опубликована: Янв. 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.
Язык: Английский
Процитировано
0Construction and Building Materials, Год журнала: 2025, Номер 473, С. 141025 - 141025
Опубликована: Март 29, 2025
Язык: Английский
Процитировано
0Separation and Purification Technology, Год журнала: 2025, Номер unknown, С. 133146 - 133146
Опубликована: Апрель 1, 2025
Язык: Английский
Процитировано
0