Application of deep belief network for critical heat flux prediction on microstructure surfaces

M He, Y Lee - Nuclear Technology, 2020 - Taylor & Francis
Considering the highly nonlinear behavior and phenomenological complexity of critical heat
flux (CHF), this study proposes a novel method to predict CHF on microstructure surface …

Development of a dry patch model for critical heat flux prediction

JY Choi, HC No, J Kim - International Journal of Heat and Mass Transfer, 2016 - Elsevier
The concern regarding passive safety systems and corium-cooling related to severe
accidents has been raised following the Fukushima accident. As a critical heat flux (CHF) is …

Distinct features of chemically patterned surfaces for boiling heat transfer enhancement

X Chen, H Wang, C Salmean, M Mei, Y Wang… - Advances in Heat …, 2022 - Elsevier
With the intensification of power electronics cooling requirements, substantial attention has
recently been drawn by two-phase thermal management schemes. Due to the ability to …

Development of a critical heat flux mapping method for fin-structured surfaces

JY Choi, HC No - Journal of Nuclear Science and Technology, 2016 - Taylor & Francis
In this study, we performed critical heat flux (CHF) experiments using structured surfaces to
validate the parameter effects and understand their physical meanings. Experimental results …

Flow Boiling Enhancement Through Pinning-Induced Surface Energy Manipulation

CC Salmean - 2023 - search.proquest.com
Flow boiling is a promising method for the cooling of sensitive computational and industrial
components, facilitating the transportation of large quantities of heat at near-constant …

APPLICATION OF MACHINE LEARNING TO CHF MODELLING

M He Mr - 2019 - digitalrepository.unm.edu
Accurate prediction of CHF is still a challenging issue in the study of boiling heat transfer.
Many factors contribute to the occurrence of CHF and the various trigger mechanisms are …