Development of a hybrid stacked machine learning model for predicting compressive strength of high-performance concrete

RK Tipu, Suman, V Batra - Asian Journal of Civil Engineering, 2023 - Springer
This paper presents a state-of-the-art hybrid stacked machine learning (ML) model for
predicting the compressive strength of high-performance concrete (HPC). The proposed …

Enhancing chloride concentration prediction in marine concrete using conjugate gradient-optimized backpropagation neural network

RK Tipu, VR Panchal, KS Pandya - Asian Journal of Civil Engineering, 2024 - Springer
The paper proposes a novel approach for predicting surface chloride penetration in marine
concrete using a faster and more efficient Backpropagation Neural Network (BPNN) model …

Enhancing load capacity prediction of column using eReLU-activated BPNN model

RK Tipu, V Batra, KS Pandya, VR Panchal - Structures, 2023 - Elsevier
In structural engineering, accurately predicting the load-carrying capacity of columns is
paramount for ensuring the safety and efficiency of construction projects. This study …

Machine learning-based prediction of concrete strengths with coconut shell as partial coarse aggregate replacement: a comprehensive analysis and sensitivity study

RK Tipu, VR Panchal, KS Pandya - Asian Journal of Civil Engineering, 2024 - Springer
This study investigates the predictive capacity of machine learning models for the
compressive, flexural, and split tensile strengths of concrete incorporating coconut shell as a …