no code implementations • 23 May 2022 • Edward Chen, Linyu Lin, Nam T. Dinh
The use of machine learning (ML) model as digital-twins for reduced-order-modeling (ROM) in lieu of system codes has grown traction over the past few years.
no code implementations • 23 May 2021 • Linyu Lin, Paridhi Athe, Pascal Rouxelin, Maria Avramova, Abhinav Gupta, Robert Youngblood, Nam Dinh
The Nearly Autonomous Management and Control System (NAMAC) is a comprehensive control system that assists plant operations by furnishing control recommendations to operators in a broad class of situations.
no code implementations • 31 Aug 2020 • Linyu Lin, Nam Dinh
However, in validation frameworks CSAU: Code Scaling, Applicability, and Uncertainty (NUREG/CR-5249) and EMDAP: Evaluation Model Development and Assessment Process (RG 1. 203), such a decision-making process is largely implicit and obscure.
no code implementations • 29 Aug 2020 • Linyu Lin, Paridhi Athe, Pascal Rouxelin, Robert Youngblood, Abhinav Gupta, Jeffrey Lane, Maria Avramova, Nam Dinh
This paper develops a Nearly Autonomous Management and Control (NAMAC) system for advanced reactors.
no code implementations • 6 Jan 2020 • Han Bao, Nam Dinh, Linyu Lin, Robert Youngblood, Jeffrey Lane, Hongbin Zhang
Current system thermal-hydraulic codes have limited credibility in simulating real plant conditions, especially when the geometry and boundary conditions are extrapolated beyond the range of test facilities.