WearGP: A computationally efficient machine learning framework for local erosive wear predictions via nodal Gaussian processes

A Tran, JM Furlan, KV Pagalthivarthi, RJ Visintainer… - Wear, 2019 - Elsevier
Computational fluid dynamics (CFD)-based wear predictions are computationally expensive
to evaluate, even with a high-performance computing infrastructure. Thus, it is difficult to …

Performance and damage mechanism of TiN/ZrN nano-multilayer coatings based on different erosion angles

J Chen, Z Zhang, G Yang, Z Fang, Z Yang, Z Li… - Applied Surface …, 2020 - Elsevier
Nano-multilayer coating is an effective method for improving the sand erosion resistance of
a material employed in any industrial field. However, very few studies have addressed this …

A method to determine the uncertainties of solid particle erosion measurements utilizing machine learning techniques

EF Shojaie, F Darihaki, SA Shirazi - Wear, 2023 - Elsevier
The ability to predict solid particle erosion is a vital task for the integrity management of
pipelines carrying solid particles in many industries. Usually, the accuracy of predicted …

An exploration on the machine learning approaches to determine the erosion rates for liquid hydrocarbon transmission pipelines towards safer and cleaner …

G Liu, F Ayello, J Vera, R Eckert, P Bhat - Journal of Cleaner Production, 2021 - Elsevier
Erosion is commonly found in pipelines with existence of interactions between solid
particles, fluid product transported and the surrounding materials. Erosion may lead to …

A semi-empirical model for underground gas storage injection-production string time series remaining useful life analysis in process safety operation

S Zhang, Y Yan, L Shi, L Li, L Zhao, R Wang… - Process Safety and …, 2021 - Elsevier
Time series risk analysis in digitalized process operations offers a useful means to transform
the unordered data information into actions and practices related to process safety. A …

Erosion resistance and damage mechanism of TiN/ZrN nanoscale multilayer coating

J Chen, M Geng, Y Li, Z Yang, Y Chai, G He - Coatings, 2019 - mdpi.com
Ceramic coating is an effective method for improving the erosion resistance of a material,
particularly for titanium alloys. In this study, a TiN/ZrN (ceramic/ceramic) nanoscale …

Quantitative Characterization of Flow-Induced Erosion of Tundish Refractory Lining via Water Model Experiment and Numerical Simulation

Q Wang, C Tan, A Huang, W Yan, H Gu, Z He… - … Materials Transactions B, 2021 - Springer
A water model experiment and a transient 3D numerical model were designed and
implemented to quantitatively evaluate the flow-induced erosion behavior of the refractory …

A semi-empirical model for CO2 erosion-corrosion of carbon steel pipelines in wet gas-solid flow

L Zhao, Y Yan, X Yan - Journal of Petroleum Science and Engineering, 2021 - Elsevier
The research of CO 2 erosion-corrosion (EC) of carbon steel pipelines in wet gas-solid flow,
as a critical consideration for oil and gas engineering applications, is increasingly receiving …

A hybrid modeling approach to estimate liquid entrainment fraction and its uncertainty

Y Deng, C Avila, H Gao, I Mantilla, MR Eden… - Computers & Chemical …, 2022 - Elsevier
Liquid entrainment fraction is a key parameter for designing and optimizing downstream oil
and gas production equipment and needs to be reliably estimated. In this study, a hybrid …

Experimental analysis and model prediction of elbow pipe's erosion in water-cooled radiator

Y Wang, X Li, T Wang, J Zhang, L Li, Y Zhang - Scientific Reports, 2024 - nature.com
The radiator with heat transfer capability is able to guarantee the stable operation of hydro
generator set, while the long-term and continuous scouring on radiator pipes by cooling …