[HTML][HTML] Data-driven physics-informed constitutive metamodeling of complex fluids: A multifidelity neural network (MFNN) framework

M Mahmoudabadbozchelou, M Caggioni… - Journal of …, 2021 - pubs.aip.org
In this work, we introduce a comprehensive machine-learning algorithm, namely, a
multifidelity neural network (MFNN) architecture for data-driven constitutive metamodeling of …

Route planning and benefit assessment of container drayage platooning considering truck laden-or-empty state

W Peng, Z Xue - Computers & Industrial Engineering, 2023 - Elsevier
This study investigates the local container drayage problem in semi-automated platooning
mode, focusing on the effect of laden-or-empty state of trucks on platoon fuel consumption …

Entropy analysis and thermal optimization of nanofluid im**ing jet using artificial neural network and genetic algorithm

M Mahmoudabadbozchelou, A Eghtesad… - … Communications in Heat …, 2020 - Elsevier
Optimized and informed design of im**ing jets can effectively enhance their rate of heat
transfer. One practical pathway for such designing is to add nanoparticles to a background …

Hydrodynamic characteristics of textured microchannel flow

N Rabiei, CH Hidrovo - Journal of Fluids …, 2023 - asmedigitalcollection.asme.org
Microchannel flow is of great interest across many disciplines and applications, from
biochemical diagnostics to thermal management systems. Nonetheless, such flow requires …

An economic approach to study and optimize helium liquefier

M Mahmoudabadbozchelou, MA Larijani, H Afshin - Cryogenics, 2020 - Elsevier
Gas liquefaction is one of the main applications of cryogenics science. Due to the unique
properties of Helium, it can be used for several important applications. Therefore …

Rheology-informed neural networks for complex fluids

M Mahmoudabadbozchelou, S Jamali - US Patent App. 17/581,076, 2022 - Google Patents
(57) ABSTRACT A comprehensive machine learning algorithm, namely a Multi-Fidelity
Neural Network (MFNN) architecture, is disclosed for data-driven constitutive meta …