Autonomous algorithm for safety systems of the nuclear power plant by using the deep learning

D Lee, J Kim - Advances in Human Factors in Energy: Oil, Gas …, 2018 - Springer
This study aims to develop an autonomous algorithm to control the safety systems of nuclear
power plant (NPP) by using the deep learning that is one of machine learning methods. The …

Development of autonomous operation agent for normal and emergency situations in nuclear power plants

D Lee, H Kim, Y Choi, J Kim - 2021 5th International …, 2021 - ieeexplore.ieee.org
Nuclear power plants (NPPs) are highly automated systems. Nevertheless, the operator's
manual actions are still required when normal (start-up/shutdown) operation and emergency …

Autonomous operation algorithm for safety systems of nuclear power plants by using long-short term memory and function-based hierarchical framework

D Lee, PH Seong, J Kim - Annals of Nuclear Energy, 2018 - Elsevier
With the improvement of computer performance and the emergence of cutting-edge artificial
intelligence (AI) algorithms, an autonomous operation based on AI is being applied to many …

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 …

Accident diagnosis and autonomous control of safety functions during the startup operation of nuclear power plants using LSTM

J Yang, D Lee, J Kim - Advances in Artificial Intelligence, Software and …, 2019 - Springer
Accident diagnosis is regarded as one of the complex tasks for nuclear power plant (NPP)
operators. In addition, if the accident occurs during the startup operation, it is hard to cope …

Autonomous algorithm for start-up operation of nuclear power plants by using LSTM

D Lee, J Kim - Advances in Artificial Intelligence, Software and …, 2019 - Springer
Autonomous operation is one of the technologies of the forth-industrial revolution that is
attracting attention in the world due to the development of new computer algorithms and the …

Framework to develop artificial intelligent autonomous operating system for nuclear power plants

JM Kim, SJ Lee - Human Interface and the Management of Information …, 2018 - Springer
As artificial intelligent (AI) technology has been dramatically developed, various industries
have been challenged to apply it. In a view of nuclear power plants (NPP), it seems that AI …

Control automation in the heat-up mode of a nuclear power plant using reinforcement learning

JK Park, TK Kim, SH Seong, SR Koo - Progress in Nuclear Energy, 2022 - Elsevier
Next-generation nuclear instrumentation and control technology is aimed at higher levels of
automation and lower operation burden. In recent years, studies have been conducted to …

Research on simulation and state prediction of nuclear power system based on LSTM neural network

Y Chen, M Lin, R Yu, T Wang - Science and Technology of …, 2021 - Wiley Online Library
The nuclear power plant systems are coupled with each other, and their operation
conditions are changeable and complex. In the case of an operation fault in these systems …

A Framework Based on Deep Learning for Predicting Multiple Safety-Critical Parameter Trends in Nuclear Power Plants

H Gu, G Liu, J Li, H Xie, H Wen - Sustainability, 2023 - mdpi.com
Operators in the main control room of a nuclear power plant have a crucial role in
supervising all operations, and any human error can be fatal. By providing operators with …