Machine learning framework for predicting failure mode and shear capacity of ultra high performance concrete beams

R Solhmirzaei, H Salehi, V Kodur, MZ Naser - Engineering structures, 2020 - Elsevier
This paper presents a data-driven machine learning (ML) framework for predicting failure
mode and shear capacity of Ultra High Performance Concrete (UHPC) beams. To this end, a …

Prediction of shear strength in UHPC beams using machine learning-based models and SHAP interpretation

M Ye, L Li, DY Yoo, H Li, C Zhou, X Shao - Construction and Building …, 2023 - Elsevier
To provide more accurate and reliable predictions of the shear strength of ultrahigh-
performance concrete (UHPC) beams, in this study, the machine learning (ML) approaches …

Prediction of shear behavior of glass FRP bars-reinforced ultra-highperformance concrete I-shaped beams using machine learning

A Ahmed, MN Uddin, M Akbar, R Salih… - International Journal of …, 2024 - Springer
This study focuses on using various machine learning (ML) models to evaluate the shear
behaviors of ultra-high-performance concrete (UHPC) beams reinforced with glass fiber …

State-of-art: artificial intelligence models era in modeling beam shear strength

Z Al‐Khafaji, S Heddam, S Kim… - Knowledge …, 2022 - … journals.publicknowledgeproject.org
The computer aided models have received much attention in the recent years for solving
diverse civil engineering applications. In the current review, the applications of artificial …

A comparative study on the shear behavior of UHPC beams with macro hooked-end steel fibers and PVA fibers

M Bermudez, KW Wen, CC Hung - Materials, 2022 - mdpi.com
Structural members made of ultra-high-performance concrete (UHPC) have been attractive
to engineers and researchers due to their superior mechanical properties and durability …

[HTML][HTML] Experimental investigation and prediction of shear capacity for UHPC beams

J Yang, JH Doh, K Yan, X Zhang - Case Studies in Construction Materials, 2022 - Elsevier
As a novel green material, Ultra-high performance concrete (UHPC) has favourable
application prospects. Currently, the ultimate shear capacity design of UHPC beam is …

Predicting flexural capacity of ultrahigh-performance concrete beams: machine learning–based approach

R Solhmirzaei, H Salehi, V Kodur - Journal of Structural Engineering, 2022 - ascelibrary.org
Despite ongoing research efforts aimed at understanding the structural response of ultrahigh-
performance concrete (UHPC) beams, there are very limited provisions for structural design …

Verification of the shear resistance of UHPFRC beams–Design method for the German DAfStb Guideline and database evaluation

K Metje, T Leutbecher - Engineering Structures, 2023 - Elsevier
This contribution focuses on the verification of the shear resistance of Ultra-High
Performance Fiber-Reinforced Concrete (UHPFRC) beams. A verification method following …

Experimental study of depth-dependent flexural behavior of plain and bar-reinforced ultra-high-performance hybrid fiber-reinforced concrete

YM Abbas, G Fares, MI Khan - Structures, 2023 - Elsevier
The popularity of ultra-high-performance fiber-reinforced concrete (UHFRC) is increasing
due to its superior strength and durability. Despite the potential, its implementation is limited …

Shear Strength of Ultra-High-Performance Concrete Beams without Stirrups—A Review Based on a Database

Y Huang, G Yao - Buildings, 2024 - mdpi.com
This paper presents a comprehensive study on ultra-high-performance concrete (UHPC)
beams without stirrups, where the test data of 487 beams were collected, and an …