[HTML][HTML] Improving aircraft performance using machine learning: A review
This review covers the new developments in machine learning (ML) that are impacting the
multi-disciplinary area of aerospace engineering, including fundamental fluid dynamics …
multi-disciplinary area of aerospace engineering, including fundamental fluid dynamics …
Fast prediction of temperature and chemical species distributions in pulverized coal boiler using POD reduced-order modeling for CFD
X Chen, W Zhong, T Li - Energy, 2023 - Elsevier
This study aims to develop a fast prediction method of 3D temperature and chemical species
distributions in pulverized coal boilers for real-time combustion monitoring and optimization …
distributions in pulverized coal boilers for real-time combustion monitoring and optimization …
[HTML][HTML] Physics-based surrogate model for reinforced concrete corrosion simulation
Computational models have been used in conjunction with field data, such as in
reinforcement concrete corrosion monitoring. It typically involves evaluating the physical …
reinforcement concrete corrosion monitoring. It typically involves evaluating the physical …
Fast reactive flow simulations using analytical Jacobian and dynamic load balancing in OpenFOAM
Detailed chemistry-based computational fluid dynamics (CFD) simulations are
computationally expensive due to the solution of the underlying chemical kinetics system of …
computationally expensive due to the solution of the underlying chemical kinetics system of …
Data-Driven Reduced-Order Model for Bubbling Fluidized Beds
X Li, S Wang, D Kong, K Luo, J Fan - Industrial & Engineering …, 2024 - ACS Publications
Simulation of dense gas–solid flow in fluidized beds is a computationally intensive
procedure, and emerging speedup simulation methods are still unsatisfactory. This work …
procedure, and emerging speedup simulation methods are still unsatisfactory. This work …
Data-driven models and digital twins for sustainable combustion technologies
A Parente, N Swaminathan - Iscience, 2024 - cell.com
We highlight the critical role of data in developing sustainable combustion technologies for
industries requiring high-density and localized energy sources. Combustion systems are …
industries requiring high-density and localized energy sources. Combustion systems are …
[HTML][HTML] 3D conditional random fields simulation for rockfill compaction quality assessment with sparse EVD measurement
L Zhao, L Cheng, C Zhou, L Ding, F Wang - Results in Engineering, 2024 - Elsevier
The compaction quality of rockfill materials plays a pivotal role in ensuring the stability and
durability of runway structures. However, traditional assessment methods relying on limited …
durability of runway structures. However, traditional assessment methods relying on limited …
Rapid analysis of packed pebble beds for thermal–hydraulic characteristics via reduced order models
S Yu, Z Zhang, C Peng, T Bai - Chemical Engineering Science, 2023 - Elsevier
In recent years, the pebble bed module has garnered increased attention due to its inherent
safety and versatile applications, particularly in the form of High-Temperature Gas-Cooled …
safety and versatile applications, particularly in the form of High-Temperature Gas-Cooled …
[HTML][HTML] Exploring global uncertainty quantification and sensitivity analysis methodologies: CO2 capture absorber model with MEA solvent as a test case
VN Kuncheekanna, JP Jakobsen - Chemical Engineering Research and …, 2023 - Elsevier
A set of global metamodeling uncertainty quantification (UQ) techniques belonging to non-
intrusive and forward propagation categories; Polynomial Chaos Expansion (PCE), Kriging …
intrusive and forward propagation categories; Polynomial Chaos Expansion (PCE), Kriging …
Data-driven multifidelity surrogate models for rocket engines injector design
JFZ Usandivaras, M Bauerheim, B Cuenot… - Data-Centric …, 2025 - cambridge.org
Surrogate models of turbulent diffusive flames could play a strategic role in the design of
liquid rocket engine combustion chambers. The present article introduces a method to …
liquid rocket engine combustion chambers. The present article introduces a method to …