Stabilization of Generalized Empirical Interpolation Method (GEIM) in presence of noise: A novel approach based on Tikhonov regularization

C Introini, S Cavalleri, S Lorenzi, S Riva… - Computer Methods in …, 2023 - Elsevier
Abstract The Empirical Interpolation Method (EIM), and its generalized version (GEIM), are
non-intrusive, reduced-basis model order reduction methods hereby adopted and modified …

[HTML][HTML] Multi-physics model bias correction with data-driven reduced order techniques: Application to nuclear case studies

S Riva, C Introini, A Cammi - Applied Mathematical Modelling, 2024 - Elsevier
Due to the multiple physics involved and their mutual and complex interactions, nuclear
engineers and researchers are constantly working on developing highly accurate Multi …

[HTML][HTML] Hybrid Data Assimilation methods, Part II: Application to the DYNASTY experimental facility

S Riva, C Introini, S Lorenzi, A Cammi - Annals of Nuclear Energy, 2023 - Elsevier
Abstract Hybrid Data Assimilation (HDA) methods aim at combining the advantages of
mathematical models and experimental observations by integrating Model Order Reduction …

[HTML][HTML] Hybrid data assimilation methods, Part I: Numerical comparison between GEIM and PBDW

S Riva, C Introini, S Lorenzi, A Cammi - Annals of Nuclear Energy, 2023 - Elsevier
Abstract Hybrid Data Assimilation (HDA) methods are a class of numerical methods that aim
at integrating Model Order Reduction (MOR) techniques into a Data Assimilation (DA) …

Reactor field reconstruction from sparse and movable sensors using Voronoi tessellation-assisted convolutional neural networks

HL Gong, H Li, D Xiao, S Cheng - Nuclear Science and Techniques, 2024 - Springer
The aging of operational reactors leads to increased mechanical vibrations in the reactor
interior. The vibration of the in-core sensors near their nominal locations is a new problem …

[PDF][PDF] A Noise and Vibration Tolerant ResNet for Fiel dReconstruction with Sparse Sensors

H Li, J Lu, H Ji, L Hong, H Gong - Communications in Computational …, 2024 - global-sci.com
The aging of nuclear reactors presents a substantial challenge within the field of nuclear
energy. Consequently, there is a critical demand for field reconstruction techniques capable …

在线堆芯监测系统的研究现状与建议.

厉井钢, 李文淮, 张香菊, 王军令… - … Energy Science & …, 2024 - search.ebscohost.com
在线堆芯监测系统(CMS) 是核电站保障安全运行的重要系统, 其主要功能是实时监测堆芯内部的
关键参数变化, 以便及时发现潜在的异常情况并提供后续操作建议. 本文对在线CMS …

Neural-Network-Augmented Empirical Interpolation Method for Field Reconstruction with Noise and Vibration Tolerance

H Li, H Gong, C Xu - Available at SSRN 4715293 - papers.ssrn.com
Field reconstruction methods based on machine learning often face challenges when
handling unstructured data and designing complex model structures. On the other hand …