Seung Gyu’s Multi-Abnormality Diagnosis Model

Multi-Abnormality Attention Diagnosis Model Using One-Vs-Rest Classifier in a Nuclear Power Plant

(See details in https://doi.org/10.3390/jne4030033 )

Wooseok’s Human Reliability Analysis Framework

Bayesian belief network based human reliability analysis framework

(See details in 10.1016/j.anucene.2022.109403)

Jae Min’s Autonomous Operation System

Heat up Operation with Rule-based and Reinforcement Learning Agents

Junyong’s Simulation Optimization with Deep-learning

Identification of Limit surface (White region) and Simulation Optimization (Green and Red dots)

(See details in https://doi.org/10.1016/j.asoc.2022.109007)   

Jung Sung’s Intelligent Operator Support System

Emergency Guidance Intelligent System (EGIS) Demo Video, Early Emergency Operator Responses with EGIS

(See details in https://doi.org/10.1016/j.net.2022.02.010)   

Jong Woo’s Simulation Optimization Framework for Dynamic PSA

Optimization algorithm results by depth for LLOCA and SLOCA.

(See details in https://doi.org/10.1016/j.ress.2021.108316)   

Jae Min’s Abnormality Diagnosis Model

Abnormality diagnosis model for nuclear power plants using two-stage gated recurrent units

(See details in DOI: 10.1016/j.net.2020.02.002)   

Jeonghun’s Sensor Fault Detection & Fault-tolerant Diagnosis

Consistency Index-Based Sensor Fault Detection & Fault-tolerant accident diagnosis system using RNN

(See details in DOI: https://doi.org/10.3390/s20061651)

Junyong’s Plant Parameter Prediction

Plant parameter prediction result using artificial neural network,  i.e., Long Short-Term Memory (LSTM) and Multi Layered Perceptron (MLP)

(See details in DOI: 10.1016/j.eswa.2021.115848, 10.1080/00295450.2019.16932155)   

Yun Yeong’s Bayesian Belief Network

BBN for evaluating seismic conditional core damage probability for multiple unit

(See details in DOI : 10.1016/j.ress.2020.107353)