Impact of physical model error on State Estimation for neutronics applications

12/03/2022
by   Y. Conjungo Taumhas, et al.
0

In this paper, we consider the inverse problem of state estimation of nuclear power fields in a power plant from a limited number of observations of the neutron flux. For this, we use the Parametrized Background Data Weak approach. The method combines the observations with a parametrized PDE model for the behavior of the neutron flux. Since, in general, even the most sophisticated models cannot perfectly capture reality, an inevitable model error is made. We investigate the impact of the model error in the power reconstruction when we use a diffusion model for the neutron flux, and assume that the true physics are governed by a neutron transport model.

READ FULL TEXT
research
05/15/2017

A statistical physics approach to learning curves for the Inverse Ising problem

Using methods of statistical physics, we analyse the error of learning c...
research
04/12/2023

Convergence properties of a Gauss-Newton data-assimilation method

Four-dimensional weak-constraint variational data assimilation estimates...
research
03/29/2023

Physics-Driven Diffusion Models for Impact Sound Synthesis from Videos

Modeling sounds emitted from physical object interactions is critical fo...
research
08/04/2020

An Application of ASP in Nuclear Engineering: Explaining the Three Mile Island Nuclear Accident Scenario

The paper describes an ongoing effort in developing a declarative system...
research
05/09/2020

Inverse Modeling of Viscoelasticity Materials using Physics Constrained Learning

We propose a novel approach to model viscoelasticity materials using neu...
research
10/19/2017

Power Plant Performance Modeling with Concept Drift

Power plant is a complex and nonstationary system for which the traditio...
research
11/19/2018

Astronomical observations: a guide for allied researchers

Observational astrophysics uses sophisticated technology to collect and ...

Please sign up or login with your details

Forgot password? Click here to reset