Exploring advanced computational tools and techniques with artificial intelligence and machine learning in operating nuclear plants

Z Ma, H Bao, S Zhang, M Xian, AL Mack - 2022 - osti.gov
This report presents the project Idaho National Laboratory conducted for Nuclear Regulatory
Commission to explore the advanced computational tools and techniques, such as artificial …

Artificial Intelligence/Machine Learning Technologies for Advanced Reactors (Workshop Summary Report)

R Vilim, L Ibarra - 2022 - osti.gov
A workshop on artificial intelligence and machine learning (AI/ML) for advanced reactors
(AR) was held October 5-6, 2021. The workshop was to be attended in-person at ANL but …

[PDF][PDF] Status Report on Regulatory Criteria Applicable to the Use of Artificial Intelligence (AI) and Machine Learning (ML)

P Ramuhalli, A Huning, A Guler Yigitoglu, A Saxena - 2023 - osti.gov
Although the interest in the use of artificial intelligence (AI) and machine learning (ML) in
nuclear energy is increasing rapidly, at present their implementation is limited. This rapid …

Status of research and development of learning-based approaches in nuclear science and engineering: A review

M Gomez-Fernandez, K Higley, A Tokuhiro… - … Engineering and Design, 2020 - Elsevier
Nuclear technology industries have increased their interest in using data-driven methods to
improve safety, reliability, and availability of assets. To do so, it is important to understand …

Technical Basis for Advanced Artificial Intelligence and Machine Learning Adoption in Nuclear Power Plants

V Agarwal, CMB Walker, KA Manjunatha, TJ Mortenson… - 2022 - osti.gov
The research and development reported here is part of the Technology Enabled Risk-
Informed Maintenance Strategy project sponsored by the US Department of Energy's Light …

Barriers to adopting artificial intelligence and machine learning technologies in nuclear power

A Hall, V Agarwal - Progress in Nuclear Energy, 2024 - Elsevier
Artificial intelligence and machine learning (AI/ML) technologies offer unique opportunities
to transform nuclear plant operations and power generation. Benefits will be felt not only …

Machine learning and deep learning methods used in safety management of nuclear power plants: A survey

Y Shi, X Xue, Y Qu, J Xue… - … Conference on Data …, 2021 - ieeexplore.ieee.org
The nuclear power industry is currently a strategic sector in the national economy, along with
nuclear energy being considered to be an essential source of national power supply and …

[图书][B] Artificial intelligence and other innovative computer applications in the nuclear industry

MC Majumdar - 2012 - books.google.com
This conference brought together experts from 15 countries to discuss application of Artificial
Intelligence (AI) techniques to the nuclear industry. It was apparent from the meeting that …

[HTML][HTML] Physics informed neural networks for surrogate modeling of accidental scenarios in nuclear power plants

F Antonello, J Buongiorno, E Zio - Nuclear Engineering and Technology, 2023 - Elsevier
Licensing the next-generation of nuclear reactor designs requires extensive use of Modeling
and Simulation (M&S) to investigate system response to many operational conditions …

[HTML][HTML] Nuclear energy system's behavior and decision making using machine learning

MG Fernandez, A Tokuhiro, K Welter, Q Wu - Nuclear Engineering and …, 2017 - Elsevier
Early versions of artificial neural networks' ability to learn from data based on multivariable
statistics and optimization demanded high computational performance as multiple training …