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Featured researches published by Nam Dinh.


Nuclear Science and Engineering | 2018

Validation and Uncertainty Quantification for Wall Boiling Closure Relations in Multiphase-CFD Solver

Yang Liu; Nam Dinh

Abstract Two-fluid model-based multiphase computational fluid dynamics (MCFD) has been considered one of the most promising tools to investigate a two-phase flow and boiling system for engineering purposes. The MCFD solver requires closure relations to make the conservation equations solvable. The wall boiling closure relations, for example, provide predictions on wall superheat and heat partitioning. The accuracy of these closure relations significantly influences the predictive capability of the solver. In this paper, a study of validation and uncertainty quantification (VUQ) for the wall boiling closure relations in the MCFD solver is performed. The work has three purposes: (1) to identify influential parameters to the quantities of interest (QoIs) of the boiling system through sensitivity analysis (SA), (2) to evaluate the parameter uncertainty through Bayesian inference with the support of multiple data sets, and (3) to quantitatively measure the agreement between solver predictions and data sets. The widely used Kurul-Podowski wall boiling closure relation is studied in this paper. Several statistical methods are used, including the Morris Screening method for global SA, Markov Chain Monte Carlo for inverse Bayesian inference, and confidence interval as the validation metric. The VUQ results indicate that the current empirical correlations-based wall boiling closure relations achieved satisfactory agreement on wall superheat predictions. However, the closure relations also demonstrate intrinsic inconsistency and fail to give consistently accurate predictions for all QoIs over the well-developed nucleate boiling regime.


Applied Thermal Engineering | 2017

Experimental study on the difference of heat transfer characteristics between vertical and horizontal flows of supercritical pressure water

Xianliang Lei; Huixiong Li; Weiqiang Zhang; Nam Dinh; Yumeng Guo; Shuiqing Yu


Reliability Engineering & System Safety | 2018

Probabilistic risk assessment based model validation method using Bayesian network

Shinyoung Kwag; Abhinav Gupta; Nam Dinh


International Journal of Heat and Mass Transfer | 2017

A study of heat transfer scaling of supercritical pressure water in horizontal tubes

Xianliang Lei; Huixiong Li; Nam Dinh; Weiqiang Zhang


Bulletin of the American Physical Society | 2016

Development of multiphase CFD flow solver in OpenFOAM

Chad Rollins; Hong Luo; Nam Dinh


Archive | 2018

Updated Verification and Validation Assessment for VERA

Christopher Andrew Jones; Adam Hetzler; Nam Dinh; Paridhi Athe; Matt Sieger


International Journal of Heat and Mass Transfer | 2018

Experimental investigations on the boiling heat transfer of horizontal flow in the near-critical region

Xianliang Lei; Weiqiang Zhang; Jun Zhang; Nam Dinh; Huixiong Li


Applied Thermal Engineering | 2018

Data-driven modeling for boiling heat transfer: Using deep neural networks and high-fidelity simulation results

Yang Liu; Nam Dinh; Yohei Sato; Bojan Niceno


Annals of Nuclear Energy | 2018

Safe reactor depressurization windows for BWR Mark I Station Blackout accident management strategy

Han Bao; Haihua Zhao; Hongbin Zhang; Ling Zou; Phil Sharpe; Nam Dinh


Volume 2: Heat Transfer Equipment; Heat Transfer in Multiphase Systems; Heat Transfer Under Extreme Conditions; Nanoscale Transport Phenomena; Theory and Fundamental Research in Heat Transfer; Thermophysical Properties; Transport Phenomena in Materials Processing and Manufacturing | 2017

Sensitivity Analysis of Interfacial Momentum Closure Terms in Two Phase Flow and Boiling Simulations Using MCFD Solver

Yang Liu; Chad Rollins; Nam Dinh; Hong Luo

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Yang Liu

North Carolina State University

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Huixiong Li

Xi'an Jiaotong University

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Weiqiang Zhang

Xi'an Jiaotong University

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Chad Rollins

North Carolina State University

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Hong Luo

North Carolina State University

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Xianliang Lei

North Carolina State University

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Abhinav Gupta

North Carolina State University

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Adam Hetzler

Sandia National Laboratories

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Haihua Zhao

Idaho National Laboratory

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