Leveraging machine learning and computational approaches for predicting nanoparticle deposition in shell and tube heat exchangers
SH Godasiaei - Powder Technology, 2025 - Elsevier
This study investigates methods to enhance heat transfer efficiency and analyze fluid
dynamics by examining aluminum oxide nanoparticle deposition in circular tube heat …
dynamics by examining aluminum oxide nanoparticle deposition in circular tube heat …
Advanced hybrid modeling of alumina nanoparticle deposition patterns in heat exchangers with triangular tube models
SH Godasiaei - Computational Particle Mechanics, 2024 - Springer
This study meticulously explores the deposition dynamics of aluminum oxide nanoparticles
in a triangular tube heat exchanger to enhance heat transfer efficiency and gas dynamics …
in a triangular tube heat exchanger to enhance heat transfer efficiency and gas dynamics …
Evaluating Machine Learning as an Alternative to CFD for Heat Transfer Modeling
SH Godasiaei, HA Kamali - Microgravity Science and Technology, 2025 - Springer
This study investigates the feasibility of replacing computational fluid dynamics (CFD)
techniques with machine learning (ML) models for heat transfer modeling, focusing on …
techniques with machine learning (ML) models for heat transfer modeling, focusing on …