Uncertainty quantification study of the physics-informed machine learning models for critical heat flux prediction

C Mao, Y Jin - Progress in Nuclear Energy, 2024 - Elsevier
Accurate prediction of critical heat flux (CHF) is important for enhancing the reliability and
efficiency of systems used in the energy and power engineering sectors. Traditional physical …

Study of the film boiling heat transfer and two-phase flow interface behavior using image processing

Y Jin, K Shirvan - International Journal of Heat and Mass Transfer, 2021 - Elsevier
In the current study, based on a small-scale quench test facility, the two-phase flow interface
behavior during quench transients is visualized and analyzed utilizing an image processing …

Progress in reflood thermal hydraulics studies in the past 40 years

BW Yang, SM Bajorek, Y Jin, FB Cheung - Nuclear Engineering and Design, 2021 - Elsevier
Accurate simulation of reflood transients of a reactor core is one of the top priorities for
nuclear reactor thermal–hydraulic and safety analysis. An in-depth understanding of the two …

Uncertainty quantification of two-phase flow and boiling heat transfer simulations through a data-driven modular Bayesian approach

Y Liu, NT Dinh, RC Smith, X Sun - International Journal of Heat and Mass …, 2019 - Elsevier
In this paper, we present an approach to inversely quantify the uncertainty of MCFD
simulations through a data-driven modular Bayesian inference. Both the model parameter …

Parametric effects on the flow redistribution in ballooned bundles evaluated by magnetic resonance velocimetry

AVS Oliveira, D Stemmelen, S Leclerc, T Glantz… - … Thermal and Fluid …, 2021 - Elsevier
When the water inventory evaporates during a hypothetical loss of coolant accident in the
core of a pressurized water reactor, the fuel rods temperature increases substantially …

Numerical investigation of rod bundle thermal–hydraulic behavior during reflood transients using COBRA-TF

Y Jin, FB Cheung, K Shirvan, SM Bajorek, K Tien… - Annals of Nuclear …, 2020 - Elsevier
Accurate prediction of the reflood transients during LOCA has long been a challenging task.
One reason for this is the substantial cost incurred to perform large-scale reflood tests, which …

An experimental study of quenching propagation along narrow rectangular channels

K Dong, S Ding, D Chen, D Wu, J Deng, H Liu… - … Communications in Heat …, 2022 - Elsevier
Plate-type fuel assembly is employed in the miniaturized nuclear reactor and submarine,
and it is essential to investigate the flow and heat transfer during reflooding for safety …

Analysis of transient characteristics of droplets in the DFFB regime during single-rod channel reflood experiment

M Chen, D Chen, H Liu, H Liu, L Zhong… - Applied Thermal …, 2024 - Elsevier
This study aims to explore the dynamic distribution and hydrodynamic characteristics of
droplets during the highly transient process of reflood. However, the quasi-steady state …

Experimental thermal hydraulics study of the blockage ratio effect during the cooling of a vertical tube with an internal steam-droplets flow

JDP Carrillo, AVS Oliveira, A Labergue, T Glantz… - International Journal of …, 2019 - Elsevier
Abstract During a Loss of Coolant Accident (LOCA) in a Pressurized Water Reactor, partial
or complete drying of fuel assemblies may take place. In these conditions, the fuel …

Experimental investigation of droplet transient behavior during reflood cooling process of single-rod channel

M Chen, D Chen, H Liu, H Liu, L Zhong… - International Journal of …, 2024 - Elsevier
The reflood process after a loss of coolant accident (LOCA) in a nuclear reactor involves
complex two-phase flow with low pressure and flow rate, as well as boiling phase transition …