Scholarworks@UNIST

Adaptive Sampling for Limit Surface Search using Deep Neural Network and Monte Carlo Dropout

Conference Paper Issue Date2025-10-31 View14

Conference Paper Issue Date2021-10-21 View37

An approach to validating abnormal event diagnoses with Explainable AI File

Shin, Ji Hyeon , Bae, Junyong , Lee, Seung Jun

Article Issue Date2025-11 View18

An Autonomous Pressure Controller based on Approximation of Action Value Function

Bae, Junyong , Kim, Jaemin , Lee, Seung Jun

Conference Paper Issue Date2020-12-16 View68

An interpretable convolutional neural network for nuclear power plant abnormal events File

Shin, Ji Hyeon , Bae, Junyong , Kim, Jae Min , Lee, Seung Jun

Article Issue Date2023-01 View114

Application of Artificial Neural Network for Plant Parameter Forecasting

Conference Paper Issue Date2019-04-05 View57

Application of Deep Reinforcement Learning for Emergency Operation in Nuclear Power Plant

Application of Deep Reinforcement Learning for Multi-objective and Continuous Control of Reactor Coolant

Conference Paper Issue Date2025-06-16 View14

APPLICATION OF TIME-DEPENDENT DYNAMIC ACCIDENT SEQUENCE GENERATION METHOD TO MACST EQUIPMENT USING OPTIMIZED SIMULATIONS

Conference Paper Issue Date2022-10-20 View60

Applying deep learning algorithms for autonomous emergency operation in nuclear power plants

Conference Paper Issue Date2025-08-28 View14

Conference Paper Issue Date2025-08-27 View9

Automatic accident sequence generation using optimized simulations for dynamic probabilistic safety assessment File

Jo, Wooseok , Bae, Junyong , Kim, Dong-San , Lee, Seung Jun

Article Issue Date2026-02 View1265

Automatic Accident Sequences Generation for Dynamic PSA

Automatic Generation of Dynamic Event Tree for Accident Progression through Flexible Analysis of Optimized Simulations

Conference Paper Issue Date2024-10-10 View70

Autonomous Aggressive Cooldown Control in Nuclear Power Plants Using Deep Reinforcement Learning

Conference Paper Issue Date2024-12-04 View97

Comparison of Quantification Methods for Reflecting Limiting Conditions for Operation during Startup Operation of Nuclear Power Plants

Conference Paper Issue Date2025-11-10 View15

Comparison of Multilayer Perceptron and Long Short-Term Memory for Plant Parameter Trend Prediction File

Bae, Junyong , Ahn, Jeeyea , Lee, Seung Jun

Article Issue Date2020-07 View63

Kim, Jae Min , Bae, Junyong , Lee, Seung Jun

Conference Paper Issue Date2022-08-30 View70

Current Progress in the Application of Artificial Intelligence for Nuclear Power Plant Operation File

Deep Autoencoding Gaussian Mixture Model for Detection of Manipulation Attacks on NPP Process Data

Article Issue Date2024-10 View124

Bae, Junyong , Shin, Ji Hyeon , Lee, Seung Jun

Conference Paper Issue Date2024-10-10 View57

Deep learning for Guided Simulation of Scenarios for Dynamic Probabilistic Risk Assessment

Bae, Junyong , Park, Jong Woo , Lee, Seung Jun

Conference Paper Issue Date2022-06-27 View68

Deep Learning Model for Predicting Future Trends of NPP Parameters with Accident Trend Predictor and Operator Action Impact Evaluator

Deep Learning-based Optimized Simulation and Consequence Estimation with Neural Network Uncertainty for Dynamic Risk Assessment of Nuclear Power Plants File

Conference Paper Issue Date2024-10-10 View49

Bae, Junyong

Thesis Issue Date2025-02 View78

Deep reinforcement learning for a multi-objective operation in a nuclear power plant File File

Bae, Junyong , Kim, Jae Min , Lee, Seung Jun

Article Issue Date2023-09 View144

Dynamic Risk Assessment Framework with Limit Surface Search and Success and Failure Domains Analysis

Bae, Junyong , Jo, Wooseok , Kim, Kyeong Seo , Lee, Seung Jun

Conference Paper Issue Date2025-08-28 View15

Dynamic risk assessment through automatic accident sequences generation using optimized simulation of nuclear power plants

Epistemic Uncertainty in Deep Learning Models and Its Application for Model Performance Improvement

Conference Paper Issue Date2024-12-10 View126

Dynamic Risk Assessment with Optimized Simulations and Automatic Sequence Generation

Jo, Wooseok , Bae, Junyong , Kim, Dongsan , Lee, Seung Jun

Conference Paper Issue Date2025-10-30 View14

Epistemic Uncertainty in Deep Learning Models and Its Application to Simulation Optimization and Consequence Parameter Trend Predictions for Dynamic Risk Assessment

Conference Paper Issue Date2025-06-17 View18

Evaluation of Noise Robustness of DRL-Based Autonomous Cooldown Control under Different Reward

Conference Paper Issue Date2024-10-24 View87

Example-based Explanation Framework for NPP Parameter Trend Prediction using Latent Space Similarity

Conference Paper Issue Date2025-10-31 View11

Conference Paper Issue Date2025-10-30 View14

Framework for Operator Manipulation Validation System using Plant Parameter Prediction

Integrating deep learning and tree-search algorithms for autonomous emergency management in Nuclear Power Plants

Conference Paper Issue Date2019-10-25 View47

Seoung, Yoojoon , Bae, Junyong , Lee, Seung Jun

Conference Paper Issue Date2024-12-09 View108

Limit Surface Search Algorithm With Artificial Neural Network and Monte Carlo Dropout Uncertainty Quantification

Limit surface/states searching algorithm with a deep neural network and Monte Carlo dropout for nuclear power plant safety assessment File

Conference Paper Issue Date2021-11-09 View58

Bae, Junyong , Park, Jong Woo , Lee, Seung Jun

Article Issue Date2022-05 View130

LSTM Autoencoder-based Multivariate Prediction for SMR Parameter Trends

Conference Paper Issue Date2025-11-12 View15

NPP Emergency Response Planning utilizing Tree Search Algorithm and Deep Learning Models

Bae, Junyong , Jung, Donghee , Lee, Seung Jun

Conference Paper Issue Date2023-09-03 View69

Nuclear Power Plant Parameter Prediction Strategy for Human Error Detection

Optimized and Accelerated Simulation using Intermediate state Storage (OASIS) for Dynamic Probabilistic Safety Assessment

Conference Paper Issue Date2019-11-18 View48

Operation validation system to prevent human errors in nuclear power plants File

Ahn, Jeeyea , Bae, Junyong , Min, Byung Joo , Lee, Seung Jun

Article Issue Date2022-10 View141

Kim, Kyeong Seo , Bae, Junyong , Lee, Seung Jun

Conference Paper Issue Date2024-12-10 View105

Optimized Simulation Analysis for Automatic Dynamic Accident Sequence Generation Using the Alpha Shape Method

Optimized Simulation-Driven Automatic Generation of Dynamic Accident Sequences for LOCA scenarios

Conference Paper Issue Date2025-02-25 View25

Parameter Trend Prediction Using Latent Space Forecasting for Operator Support in NPP Accidents

Conference Paper Issue Date2024-10-24 View73

Parameters Trend Prediction using Two-Stage Deep Learning Models to Capture their Predictive Uncertainty under Optimized Simulations

Conference Paper Issue Date2025-08-28 View10

Bae, Junyong , Jo, Wooseok , Kim, Kyeong Seo , Lee, Seung Jun

Conference Paper Issue Date2024-12-05 View107

Postprocessing of Multi-dimensional Limit Surfaces Searched by a Deep Learning-based Algorithm

Bae, Junyong , Heo, Yunyeong , Jo, Wooseok , Lee, Seung Jun

Conference Paper Issue Date2023-10-26 View86

Real-time prediction of nuclear power plant parameter trends following operator actions File

Bae, Junyong , Kim, Geunhee , Lee, Seung Jun

Article Issue Date2021-12 View103

Sensitivity Study about Hyperparameters of a Guided Simulation Algorithm with Deep-learning

Streamlined Simulation Using Scenario Weighting Method for Simulation and Storage Management

Conference Paper Issue Date2022-11-30 View53

Strategy to coordinate actions through a plant parameter prediction model during startup operation of a nuclear power plant File File

Kim, Jae Min , Bae, Junyong , Lee, Seung Jun

Article Issue Date2023-05 View119

Kim, Kyeong Seo , Bae, Junyong , Jo, Wooseok , Lee, Seung Jun

Conference Paper Issue Date2025-06-17 View11

Success Criteria Analysis using Deep Neural Network and Monte Carlo Dropout for Dynamic Probabilistic Safety Assessment

Heo, Yunyeong , Bae, Junyong , Jo, Wooseok , Lee, Seung Jun

Conference Paper Issue Date2023-10-24 View57

Time-Dependent Accident Sequence Generation Method using Optimized Simulations for Dynamic PSA

Jo, Wooseok , Bae, Junyong , Kim, Dongsan , Lee, Seung Jun

Conference Paper Issue Date2025-06-17 View22

Two-stage prediction model of nuclear power plant parameter trends for preventing significantly erroneous predictions

Conference Paper Issue Date2024-05-09 View101

Uncertainty-aware Limit Surface Search Algorithm using Deep Neural Network