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 emergency operation of nuclear power plant using deep reinforcement learning

D Lee, J Kim - Advances in Artificial Intelligence, Software and …, 2021 - Springer
The goal of emergency operation in nuclear power plants (NPPs) is to ensure the integrity of
reactor core as well as containment building under undesired initiating events. In this …

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 …

Autonomous control model for emergency operation of small modular reactor

HA Saeed, M Peng, H Wang, A Rasool - Annals of Nuclear Energy, 2023 - Elsevier
Advancements in computer performance and Artificial Intelligence, especially Deep Neural
Networks and reinforcement learning, have caught the attention of many researchers …

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 …

Research on artificial intelligent nuclear power plant emergency operating guide

Z Siqiao, C Jiru, S Qian - … of the International Conference on Nuclear …, 2019 - jstage.jst.go.jp
Artificial intelligent (AI), as a mature high technology, had little used in nuclear power plant
(NPP) field that it has a wide application scope to improve the management of NPPs. This …

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 …

Development of Long-Term prediction algorithm based on component states using BiLSTM and attention mechanism

H Kim, S Jo, J Kim, G Park, J Kim - 2021 5th international …, 2021 - ieeexplore.ieee.org
Appropriate situation awareness (SA) of operators is important in managing nuclear power
plants (NPPs), especially, in accident situations. Among the three levels of SA suggested by …

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 …

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 …