iMetaverseKG: Industrial Metaverse Knowledge Graph to Promote Interoperability in Design and Engineering Applications

U Jaimini, T Zhang, GO Brikis… - IEEE Internet Computing, 2022 - ieeexplore.ieee.org
The term metaverse was coined by author Neal Stephenson in 1992 in his science fiction
novel “Snow Crash.” 1 Metaverse is a conjunction of the Greek prefix “meta,” which means …

Geometry-aware PINNs for Turbulent Flow Prediction

S Ghosh, J Busch, GO Brikis, B Dey - arxiv preprint arxiv:2412.01954, 2024 - arxiv.org
Design exploration or optimization using computational fluid dynamics (CFD) is commonly
used in the industry. Geometric variation is a key component of such design problems …

CFD Surrogates for Data Center Sustainability Using 3D U-Net Convolutional Neural Network

S Sarkar, A Guillen-Perez, Z Carmichael… - 2024 23rd IEEE …, 2024 - ieeexplore.ieee.org
Data centers often suffer from energy inefficiencies caused by suboptimal heat flow, cooling
imbalances, and temperature disparities. Although Thermal Computational Fluid Dynamics …

Using Parametric PINNs for Predicting Internal and External Turbulent Flows

S Ghosh, A Chakraborty, GO Brikis, B Dey - arxiv preprint arxiv …, 2024 - arxiv.org
Computational fluid dynamics (CFD) solvers employing two-equation eddy viscosity models
are the industry standard for simulating turbulent flows using the Reynolds-averaged Navier …