Works (5)
Updated: April 11th, 2023 10:13
2023 journal article
Data coverage assessment on neural network based digital twins for autonomous control system
ANNALS OF NUCLEAR ENERGY, 182.
author keywords: Machine learning; Neural network; Digital twin; Data coverage assessment
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Sources: Web Of Science, ORCID
Added: January 17, 2023
2022 journal article
Digital-twin-based improvements to diagnosis, prognosis, strategy assessment, and discrepancy checking in a nearly autonomous management and control system
ANNALS OF NUCLEAR ENERGY, 166.
Contributors: n, P. Athe n , P. Rouxelin n, M. Avramova n, A. Gupta n, R. Youngblood*, J. Lane*, N. Dinh n
author keywords: autonomous control; digital twin; diagnosis; prognosis
TL;DR:
This study refines a NAMAC system for making reasonable recommendations during complex loss-of-flow scenarios with a validated Experimental Breeder Reactor II simulator, digital twins improved by machine-learning algorithms, a multi-attribute decision-making scheme, and a discrepancy checker for identifying unexpected recommendation effects.
(via Semantic Scholar)
arxiv.org (repository)
UN Sustainable Development Goal Categories
9. Industry, Innovation and Infrastructure
(Web of Science)
12. Responsible Consumption and Production
(Web of Science)
Sources: Web Of Science, ORCID
Added: November 1, 2021
2021 journal article
Development of the Machine Learning-based Safety Significant Factor Inference Model for Diagnosis in Autonomous Control System
ANNALS OF NUCLEAR ENERGY, 162.
author keywords: Diagnosis; Digital twin; Recurrent Neural Network; Safety significant factor; Machine Learning
TL;DR:
A machine learning (ML) based SSF inference model (SSFIM) using the Recurrent Neural Network (RNN) with acceptable accuracy, generalization capability, effectiveness, and robustness against sensor errors is developed.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
6. Clean Water and Sanitation
(Web of Science)
Sources: Web Of Science, ORCID
Added: August 23, 2021
2021 article
Enhancing the Operational Resilience of Advanced Reactors with Digital Twins by Recurrent Neural Networks
2021 RESILIENCE WEEK (RWS).
author keywords: digital twin; diagnosis; prognosis; resilience
TL;DR:
This paper develops and assesses both the diagnosis and prognosis DTs in a nearly autonomous management and control system for an Experimental Breeder Reactor-II simulator during different loss-of-flow scenarios.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
6. Clean Water and Sanitation
(Web of Science)
Sources: Web Of Science, ORCID
Added: May 10, 2022
2021 review
Uncertainty quantification and software risk analysis for digital twins in the nearly autonomous management and control systems: A review
[Review of ]. ANNALS OF NUCLEAR ENERGY, 160.
author keywords: Digital twin; Autonomous control; Uncertainty quantification; Software risk analysis
TL;DR:
This study selects and reviews relevant UQ techniques and software hazard and software risk analysis methods that may be suitable for DTs in the NAMAC system and evaluates the uncertainty of DTs and its impacts on the reactor digital instrumentation and control systems.
(via Semantic Scholar)
UN Sustainable Development Goal Categories
11. Sustainable Cities and Communities
(Web of Science)
Sources: Web Of Science, ORCID
Added: July 6, 2021
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