485 citations · 878 across the 26 of their papers we have counts for
3 papers · 1 filter
Data Driven Modeling of Turbocharger Turbine using Koopman Operator
Shrenik Zinage, Suyash Jadhav, Yifei Zhou +2
A turbocharger plays an essential part in reducing emissions and increasing the fuel efficiency of road vehicles. The pulsating flow of exhaust gases, along with high heat exchange…
Bayesian Inference of Fiber Orientation and Polymer Properties in Short Fiber-Reinforced Polymer Composites
Akshay J. Thomas, Eduardo Barocio, Ilias Bilionis +1
We present a Bayesian methodology to infer the elastic modulus of the constituent polymer and the fiber orientation state in a short-fiber reinforced polymer composite (SFRP). The…
Physics-informed neural networks for solving parametric magnetostatic problems
Andrés Beltrán-Pulido, Ilias Bilionis, Dionysios Aliprantis
The objective of this paper is to investigate the ability of physics-informed neural networks to learn the magnetic field response as a function of design parameters in the context…