Application of machine learning and deep learning in finite element analysis: a comprehensive review

D Nath, Ankit, DR Neog, SS Gautam - Archives of computational methods …, 2024 - Springer
Abstract Machine learning (ML) has evolved as a technology used in even broader domains,
ranging from spam detection to space exploration, as a result of the boom in available data …

A Comprehensive Review of Casing Deformation During Multi-Stage Hydraulic Fracturing in Unconventional Plays: Characterization, Diagnosis, Controlling Factors …

JA Uribe-Patino, A Casero, D Dall'Acqua… - SPE Hydraulic …, 2024 - onepetro.org
The objective of this paper is to provide a review of casing deformations that are related to
the placement of Multi-Stage Hydraulic Fracturing (MSHF) in unconventional plays. This …

A novel physics-informed neural networks approach (PINN-MT) to solve mass transfer in plant cells during drying

CP Batuwatta-Gamage, C Rathnayaka… - Biosystems …, 2023 - Elsevier
Predicting microscale mechanisms of plant-based food materials has been an enduring
challenge due to the inherent complexity of involved physics and prohibitively-high …

Prediction of shale gas horizontal wells productivity after volume fracturing using machine learning–an LSTM approach

X Chen, J Li, P Gao, J Zhou - Petroleum Science and Technology, 2022 - Taylor & Francis
The exploration and development of shale gas is becoming more important owing to the
increasing of world energy demand. However, calculating the productivity of horizontal wells …

[HTML][HTML] Surrogate modeling of parametrized finite element simulations with varying mesh topology using recurrent neural networks

L Greve, BP van de Weg - Array, 2022 - Elsevier
A machine learning based strategy is proposed for creating parametric surrogate models
from parametrized finite element model simulation results. In the first major step, a unified …

The mechanism of casing deformation before hydraulic fracturing and mitigation measures in shale gas horizontal wells

Y Mou, J Cui, J Wu, F Wei, M Tian, L Han - Processes, 2022 - mdpi.com
During the development of shale gas, one of the major challenges is the casing deformation
(CD) in the horizontal section due to the geological activity. Recently, the casing deformation …

Integrity assessment methodology of casing ovality deformation in shale gas wells

F Yin, B Shi, G Huang, X Wu - Geoenergy Science and Engineering, 2023 - Elsevier
Casing deformation frequently occurs in shale gas wells during hydraulic fracturing. While
the failure mechanism of casing ovality deformation is unclear due to the interweaving and …

Prediction of particle agglomeration during nanocolloid drying using machine learning and reduced-order modeling

K Kameya, H Ogata, K Sakoda, M Takeda… - Chemical Engineering …, 2024 - Elsevier
Our previous studies, which employed Kinetic Monte Carlo (KMC) simulation to model
nanoparticle agglomeration during nanocolloid drying, revealed a discernible relationship …

Multi-criteria material selection for casing pipe in shale gas wells application

AI Mohammed, M Bartlett, B Oyeneyin… - Journal of petroleum …, 2022 - Springer
The conventional method of casing selection is based on availability and/or order placement
to manufacturers based on certain design specifications to meet the anticipated downhole …

Adjacent well casing damage caused by fluid pressure intrusion in multistage fracturing

H Wang, L Mao, J Zhu, Y He, H Lin - Petroleum Science and …, 2024 - Taylor & Francis
Nowadays, the large cluster well factory production mode is widely applied, which means
that multistage fracturing can cause casing damage not only to the construction well but also …