Scalable inverse uncertainty quantification by hierarchical bayesian modeling and variational inference

C Wang, X Wu, Z Xie, T Kozlowski - Energies, 2023 - mdpi.com
Inverse Uncertainty Quantification (IUQ) has gained increasing attention in the field of
nuclear engineering, especially nuclear thermal-hydraulics (TH), where it serves as an …

Inverse uncertainty quantification by hierarchical bayesian modeling and application in nuclear system thermal-hydraulics codes

C Wang, X Wu, T Kozlowski - arXiv preprint arXiv:2305.16622, 2023 - arxiv.org
Inverse Uncertainty Quantification (IUQ) method has been widely used to quantify the
uncertainty of Physical Model Parameters (PMPs) in nuclear Thermal Hydraulics (TH) …

Demonstration of combined reduced order model and deep neural network for emulation of a time-dependent reactor transient

B Foad, R Elzohery, DR Novog - Annals of Nuclear Energy, 2022 - Elsevier
In this paper, a Reduced-Order Model (ROM) was constructed to approximate nuclear
reactor neutronic transient behaviour. The ROM was developed by first using the Principal …

Exploring transient, neutronic, reduced-order models using DMD/POD-Galerkin and data-driven DMD

R Elzohery, J Roberts - EPJ Web of Conferences, 2021 - epj-conferences.org
There is growing interest in the development of transient, multiphysics models for nuclear
reactors and analysis of uncertainties in those models. Reduced-order models (ROMs) …

[PDF][PDF] 代理模型技术及其应用: 现状与展望

吕利叶, 鲁玉军, 王硕, 刘印, 李昆鹏, 宋学官 - 机械工程学报, 2024 - qikan.cmes.org
代理模型是计算复杂且费时的数值分析模型的替代模型, 在一定程度上弥补了传统工程优化设计
和数值仿真分析设计周期长, 计算成本高, 维数灾难等短板. 近年来, 代理模型技术蓬勃发展 …

Metamodel-based inverse uncertainty quantification of nuclear reactor simulators under the Bayesian framework

X Wu - 2017 - ideals.illinois.edu
Mathematical modeling and computer simulations have long been the central technical
topics in practically all branches of science and technology. Tremendous progress has been …

[PDF][PDF] Sensitivity and uncertainty analysis of trace physical model parameters based on psbt benchmark using gaussian process emulator

C Wang, X Wu, T Kozlowski - Proc. 17th Int. Topl. Mtg. Nuclear …, 2017 - researchgate.net
For best estimate thermal-hydraulics codes like TRACE and RELAP5, one major source of
uncertainties is the inaccuracy of closure laws (correlations) which are used to describe …

Global Sensitivity Analysis to Assess Salt Precipitation for CO2 Geological Storage in Deep Saline Aquifers

Y Wang, J Ren, S Hu, D Feng - Geofluids, 2017 - Wiley Online Library
Salt precipitation is generated near the injection well when dry supercritical carbon dioxide
(scCO2) is injected into saline aquifers, and it can seriously impair the CO2 injectivity of the …

Development of an Uncertainty Quantification methodology for Multi-Physics Best Estimate analysis and application to the Rod Ejection Accident in a Pressurized …

G Delipei - 2019 - theses.hal.science
The computational advancements of the last decades lead to the development of numerical
codes for simulating the reactor physics with increa-sing predictivity allowing the modeling of …

Utilizing computational modelling to bridge the gap between in vivo and in vitro degradation rates for Mg-xGd implants

T Al Baraghtheh, A Hermann, A Shojaei… - Corrosion and …, 2023 - mdpi.com
Magnesium (Mg) and its alloys are promising materials for temporary bone implants due to
their mechanical properties and biocompatibility. The most challenging aspect of Mg-based …