Machine learning in coastal bridge hydrodynamics: a state-of-the-art review

G Xu, C Ji, Y Xu, E Yu, Z Cao, Q Wu, P Lin… - Applied Ocean …, 2023 - Elsevier
Coastal bridges are vulnerable to complicated hydrodynamics induced by hostile natural
hazards, relevant research is thus required to ensure the safe operation of these critical …

The application of soft computing models and empirical formulations for hydraulic structure scouring depth simulation: a comprehensive review, assessment and …

A Sharafati, M Haghbin, D Motta, ZM Yaseen - Archives of computational …, 2021 - Springer
Prediction of scouring characteristics is one of the major issues in hydraulic and hydrology
engineering. Over the past five decades, numerous empirical formulations (EFs), based on …

Estimating equilibrium scour depth around non-circular bridge piers using interpretable hybrid machine learning models

N Eini, S Janizadeh, SM Bateni, C Jun, Y Kim - Ocean Engineering, 2024 - Elsevier
Scouring at bridge piers is a crucial issue that risks bridge collapses, causing economic
losses and endangering public safety. Classic models struggle to accurately estimate …

Estimation and interpretation of equilibrium scour depth around circular bridge piers by using optimized XGBoost and SHAP

N Eini, SM Bateni, C Jun, E Heggy… - … of Computational Fluid …, 2023 - Taylor & Francis
Most bridge failures result from scouring around bridge piers, resulting in economic losses
and risks to public safety. The conventional equations for predicting the depth of scour at …

Open channel sluice gate scouring parameters prediction: different scenarios of dimensional and non-dimensional input parameters

AA Yousif, SO Sulaiman, L Diop, M Ehteram, S Shahid… - Water, 2019 - mdpi.com
The determination of scour characteristics in the downstream of sluice gate is highly
important for designing and protection of hydraulic structure. The applicability of modern …

Application of nature-inspired optimization algorithms to ANFIS model to predict wave-induced scour depth around pipelines

A Sharafati, A Tafarojnoruz, D Motta… - Journal of …, 2020 - iwaponline.com
Wave-induced scour depth below pipelines is a physically complex phenomenon, whose
reliable prediction may be challenging for pipeline designers. This study shows the …

Improving one-dimensional pollution dispersion modeling in rivers using ANFIS and ANN-based GA optimized models

A Seifi, H Riahi-Madvar - Environmental Science and Pollution Research, 2019 - Springer
Simulation and prediction of the pollution transport is one of the major problems in
environmental and rivers engineering studies. The numerical tools have been used in …

[PDF][PDF] Artificial neural network for estimation of local scour depth around bridge piers

ASA Ali, M Günal - Archives of Hydro-Engineering and Environmental …, 2021 - sciendo.com
Local scour around bridge piers impairs the stability of bridges' structures. Therefore, a
delicate estimation of the local scour depth is vital in designing the bridge piers foundations …

Prediction of local scour around bridge piers in the cohesive bed using support vector machines

SU Choi, S Choi - KSCE Journal of Civil Engineering, 2022 - Springer
Local scour around bridge piers is one of the most important factors threatening the life of
bridges. The three-dimensional highly complicated horseshoe vortex and downflow are …

Estimation of local scour depth around twin piers using gene expression programming (local scour around twin piers)

G Devi, M Kumar - Water Supply, 2022 - iwaponline.com
The scour around the bridge piers has been estimated using conventional empirical
formulae; however, these formulae are unable to predict the scour depth precisely. The …