Can artificial intelligence accelerate fluid mechanics research?

D Drikakis, F Sofos - Fluids, 2023 - mdpi.com
The significant growth of artificial intelligence (AI) methods in machine learning (ML) and
deep learning (DL) has opened opportunities for fluid dynamics and its applications in …

Fluid properties extraction in confined nanochannels with molecular dynamics and symbolic regression methods

D Angelis, F Sofos, K Papastamatiou, TE Karakasidis - Micromachines, 2023 - mdpi.com
In this paper, we propose an alternative road to calculate the transport coefficients of fluids
and the slip length inside nano-conduits in a Poiseuille-like geometry. These are all …

Accelerating the Discovery of New, Single Phase High Entropy Ceramics via Active Learning

CJ Leverant, JA Harvey - Chemistry of Materials, 2024 - ACS Publications
High-entropy ceramics have garnered interest due to their remarkable hardness,
compressive strength, thermal stability, and fracture toughness; yet the discovery of new …

Nanoconfinement of Carbon Dioxide within Interfacial Aqueous/Ionic Liquid Systems

CJ Leverant, D Richards, ED Spoerke, R Alcala… - Langmuir, 2024 - ACS Publications
Nanoporous, gas-selective membranes have shown encouraging results for the removal of
CO2 from flue gas, yet the optimal design for such membranes is often unknown. Therefore …

Using Active Learning to Rapidly Develop Machine Learned Diffusion Coefficients of CO2 Conversion Reagents in Metal–Organic Frameworks

CJ Leverant, J Cooper, DF Sava Gallis… - The Journal of …, 2024 - ACS Publications
Here, we used a combined molecular dynamics/active learning (AL) approach to create
machine learning models that can predict the diffusion coefficient of epichlorohydrin and …

[PDF][PDF] Optimization of Traffic Flow Using Computational Fluid Dynamics and AI Algorithms

US Patil, UC Patkar, NA Gangurde, SC Mane… - …, 2024 - researchgate.net
The effective administration of urban activity may be a basic challenge in contemporary city
arranging, driven by the got to diminish blockage, minimize travel time, and lower natural …