Hunbo Shim

Research Interest:  Computer Vision

2025. 03.~

Location:  Daeyang AI Center 513

Conference Papers

[First Author] H. Sim, M. Kwak, K. Jung, and C.-J. Chun, "Multi-label Classification Model based on Training-free Few-shot Adaptation for Single Positive Label Dataset," KICS Winter Conference, 2026.

[Second Author] K. Jung, H. Sim, M. Kwak, and C.-J. Chun, "MICE-based Virtual Commissioning System for NOx Generation Plasma ," KICS Winter Conference, 2026.

[Third Author] M. Kwak, K. Jung, H. Sim, and C.-J. Chun, "Improving Efficiency of Pose-based Human Anomaly Detection via SHAP-based Joint Selection," KICS Winter Conference, 2026.

HeeSun Roh

Research Interest:

2026. 03.~

Location:  Daeyang AI Center 513

Hyeju Yun

Research Interest:  Energy AI, Anomaly Detection

Location:  Daeyang AI Center 513

Conference Papers

• [First Author] H. Yun, H. Gwon, and C.-J. Chun, "Machine learning-based anomaly detection for heating energy consumption based on weather data," KICS Fall Conference, Nov. 2022.

• [Second Author] H. Gwon, H. Yun, and C.-J. Chun, "Machine learning-based anomaly detection for gas heat pump system," KICS Fall Conference, Nov. 2022.

• [First Author] H. Yun, H. Gwon, and C.-J. Chun, "Neural network based anomaly detection for energy consumption using multi-domain data," Summer Annual Conference of IEIE, Jun. 2023.

• [Second Author] H. Kwon, H. Yoon, T. Sim, S. Lee, H. Moon, and C-J. Chun, "Power consumption prediction using RNN-LSTM model," Autumn Annual Conference of IEIE, Nov. 2023.

• [Second Author] H. Gwon, H. Yun, J. H. Lee, J. K. Choi, C. B. Jeong,  C.-J. Chun, Y. D. Ko, J. K. Kim, "An Efficient Travel Itinerary Generation Agent Based on LLMs with Plugin Tools and ReAct Orchestration," KICS Winter Conference, 2026.

Patents

• 딥러닝 기반 아파트 세대별 단기 전력 부하 예측 방법 및 그 장치, 10-2025-0203704, 2025 12.

• 다중 스케일 분해 기반 인간 동작 예측 방법 및 장치, 10-2025-0200567, 2025 12.

• 인공지능 기반 스펙트로그램 압축을 이용한 베어링 고장 진단 방법 및 장치, 10-2025-0200629, 2025 12.

• 딥러닝 기반 선박 주 엔진 고장 진단 방법 및 장치, 10-2025-0199771, 2025 12.

• Mamba-based hybrid speech enhancement apparatus and method thereof, 10-2025-0089188, Jul. 2025.

• Multi-domain anomaly detection method and apparatus for apartment complex, 2023

• Real-time bearing fault diagnosis method and apparatus based on two-phase current sensor, Nov. 2024.

Suyeon Park

Research Interest:  Industrial AI, Anomaly Detection

Location:  Daeyang AI Center 513

Journal Papers

• [Second Author] J. Lee, S. Park, S. Kim, O.-K. Choi, and C.-J Chun*, "LiteFDNet: A lightweight network for current sensor-based bearing fault diagnosis," IEEE Access, vol. 12, pp. 100493-100505, Jul. 2024. 

Conference Papers

• [Second Author] Y. Oh, S. Park, H. Moon, T. Sim, S. Lee, and C.-J. Chun, "A study on machine learning method for anomaly detection in heat supply network based on big data," in Proc. Next Generation Computing, May 2022.

• [First Author] S. Park, Y. Oh, S. Kim, and C.-J. Chun, "A study on the optimal sampling rate for deep learning-based spindle motor abnormal detection," in Proc. Korea Artificial Intelligence Conference, Sep. 2022.

• [First Author] S. Park and C.-J. Chun, "A Spectrogram Image-based spindle motor anomaly detection using convolutional neural network," Summer Annual Conference of IEIE, Jun. 2023.

• [First Author] S. Park and C.-J. Chun, "XAI-based feature selection for bearing anomaly detection," Autumn Annual Conference of IEIE, Nov. 2023.

• [Second Author] J. Lee, S. Park, S. Kim, O.-K. Choi, and C.-J Chun*, "LiteFDNet: A lightweight network for current sensor-based bearing fault diagnosis," IEEE Access, vol. 12, pp. 100493-100505, 2024.

Patents

• 딥러닝 기반 아파트 세대별 단기 전력 부하 예측 방법 및 그 장치, 10-2025-0203704, 2025 12.

• 다중 스케일 분해 기반 인간 동작 예측 방법 및 장치, 10-2025-0200567, 2025 12.

• 인공지능 기반 스펙트로그램 압축을 이용한 베어링 고장 진단 방법 및 장치, 10-2025-0200629, 2025 12.

• 딥러닝 기반 선박 주 엔진 고장 진단 방법 및 장치, 10-2025-0199771, 2025 12.

• Mamba-based hybrid speech enhancement apparatus and method thereof, 10-2025-0089188, Jul. 2025.

• Multi-domain anomaly detection method and apparatus for apartment complex, 2023

• Real-time bearing fault diagnosis method and apparatus based on two-phase current sensor, Nov. 2024.

Ji Ho Lee

Research Interest:  Computer Vision, Meta Learning

Location:  Daeyang AI Center 513

Conference Papers

• [First Author] J. H. Lee, J.-W. Kim, and C.-J. Chun, "Transfer learning-based anomaly detection for PCB part assembly," KICS Fall Conference, Nov. 2022.

• [Second Author] J.-W. Kim, J. H. Lee, Y. J. Kim, S. Lee, C.-J Chun, and H.-J. Moon, "Defect detection of PCB parts using generative adversarial network," KSMTE  Annual Autumn Conference, Dec. 2022.

• [First Author] J. H. Lee, J. Kim, and C.-J. Chun, "Defect detection of PCB components based on transfer learning and data augmentation," Summer Annual Conference of IEIE, Jun. 2023.

• [First Author] J. H. Lee, J. K. Lee, T. Sim, S. Lee, H. Moon, and C.-J. Chun, "Performance analysis according to dataset similarity for meta-learning based anomaly detection," KICS Fall Conference, Nov. 2023. (장려상 수상)

• [Third Author] H. Gwon, H. Yun, J. H. Lee, J. K. Choi, C. B. Jeong,  C.-J. Chun, Y. D. Ko, J. K. Kim, "An Efficient Travel Itinerary Generation Agent Based on LLMs with Plugin Tools and ReAct Orchestration," KICS Winter Conference, 2026.

Patents

• 딥러닝 기반 아파트 세대별 단기 전력 부하 예측 방법 및 그 장치, 10-2025-0203704, 2025 12.

• 다중 스케일 분해 기반 인간 동작 예측 방법 및 장치, 10-2025-0200567, 2025 12.

• 인공지능 기반 스펙트로그램 압축을 이용한 베어링 고장 진단 방법 및 장치, 10-2025-0200629, 2025 12.

• 딥러닝 기반 선박 주 엔진 고장 진단 방법 및 장치, 10-2025-0199771, 2025 12.

• Mamba-based hybrid speech enhancement apparatus and method thereof, 10-2025-0089188, Jul. 2025.

• Multi-domain anomaly detection method and apparatus for apartment complex, 2023

• Real-time bearing fault diagnosis method and apparatus based on two-phase current sensor, Nov. 2024.

Hyeyoung Gwon

Research Interest:  Energy AI, Energy consumption forecasting

Location:  Daeyang AI Center 513

Conference Papers

• [First Author] H. Gwon, H. Yun, and C.-J. Chun, "Machine learning-based anomaly detection for gas heat pump system," KICS Fall Conference, Nov. 2022.

• [Second Author] H. Yun, H. Gwon, and C.-J. Chun, "Machine learning-based anomaly detection for heating energy consumption based on weather data,"KICS Fall Conference, Nov. 2022.

• [Second Author] H. Yun, H. Gwon, and C.-J. Chun, "Neural network based anomaly detection for energy consumption using multi-domain data," Summer Annual Conference of IEIE, Jun. 2023.

• [First Author] H. Kwon, H. Yoon, T. Sim, S. Lee, H. Moon, and C-J. Chun, "Power consumption prediction using RNN-LSTM model," Autumn Annual Conference of IEIE, Nov. 2023.

• [First Author] H. Gwon, H. Yun, J. H. Lee, J. K. Choi, C. B. Jeong,  C.-J. Chun, Y. D. Ko, J. K. Kim, "An Efficient Travel Itinerary Generation Agent Based on LLMs with Plugin Tools and ReAct Orchestration," KICS Winter Conference, 2026.

Patents

• 딥러닝 기반 아파트 세대별 단기 전력 부하 예측 방법 및 그 장치, 10-2025-0203704, 2025 12.

• 다중 스케일 분해 기반 인간 동작 예측 방법 및 장치, 10-2025-0200567, 2025 12.

• 인공지능 기반 스펙트로그램 압축을 이용한 베어링 고장 진단 방법 및 장치, 10-2025-0200629, 2025 12.

• 딥러닝 기반 선박 주 엔진 고장 진단 방법 및 장치, 10-2025-0199771, 2025 12.

• Mamba-based hybrid speech enhancement apparatus and method thereof, 10-2025-0089188, Jul. 2025.

• Multi-domain anomaly detection method and apparatus for apartment complex, 2023

• Real-time bearing fault diagnosis method and apparatus based on two-phase current sensor, Nov. 2024.

Jiyeon Kim

Research Interest:  Anomaly Detection

2025.03. ~

Location:  Daeyang AI Center 513

Conference Papers

[First Author] J. Kim, S. Eom, S. Park, and C.-J. Chun, "Transformer-based Subsurface Cavity Subtype Classification Using Multi-view 3D GPR Data," KICS Winter Conference, 2026.

[Second Author] S. Eom, J. Kim, and C.-J. Chun, "CLDS : Improving Object Detection Performance via Class-wise Prototype," KICS Winter Conference, 2026.

Patents

• 딥러닝 기반 아파트 세대별 단기 전력 부하 예측 방법 및 그 장치, 10-2025-0203704, 2025 12.

• 다중 스케일 분해 기반 인간 동작 예측 방법 및 장치, 10-2025-0200567, 2025 12.

• 인공지능 기반 스펙트로그램 압축을 이용한 베어링 고장 진단 방법 및 장치, 10-2025-0200629, 2025 12.

• 딥러닝 기반 선박 주 엔진 고장 진단 방법 및 장치, 10-2025-0199771, 2025 12.

• Mamba-based hybrid speech enhancement apparatus and method thereof, 10-2025-0089188, Jul. 2025.

Donghyeok Kim

Research Interest:  Bio AI, Quality by Design (QbD)

2024. 09. ~

Location:  Daeyang AI Center B121

Conference Papers

[First Author] D. Kim, J. Yoon, and C.-J. Chun, "Efficiency Analysis of LHS-Based Sampling Across Different Data Usage Ratios," KICS Winter Conference, 2026.

[Third Author] J. Yoon, N. Kim, D. Kim, and C.-J. Chun, "A Multi-level Stacking Ensemble for Protein Structure Quality Prediction," KICS Winter Conference, 2026.

Patents

• 딥러닝 기반 아파트 세대별 단기 전력 부하 예측 방법 및 그 장치, 10-2025-0203704, 2025 12

• 인공지능 기반 스펙트로그램 압축을 이용한 베어링 고장 진단 방법 및 장치, 10-2025-0200629, 2025 12.

• 딥러닝 기반 선박 주 엔진 고장 진단 방법 및 장치, 10-2025-0199771, 2025 12.

Sangwoo Eom

Research Interest:  AI for autonomous vehicles, multimodal learning

2025. 07. ~

Location:  Daeyang AI Center B121

Conference Papers

[First Author] S. Eom, J. Kim, and C.-J. Chun, "CLDS : Improving Object Detection Performance via Class-wise Prototype," KICS Winter Conference, 2026.

[Second Author] J. Kim, S. Eom, S. Park, and C.-J. Chun, "Transformer-based Subsurface Cavity Subtype Classification Using Multi-view 3D GPR Data," KICS Winter Conference, 2026.

Jaeha Yoon

Research Interest:  Bio AI, AI-based docking structure prediction

2024. 01. ~

Location:  Daeyang AI Center B121

Conference Papers

[First Author] J. Yoon, N. Kim, D. Kim, and C.-J. Chun, "A Multi-level Stacking Ensemble for Protein Structure Quality Prediction," KICS Winter Conference, 2026.

[Second Author] S. Hwang, J. Yoon, and C.-J. Chun, "Ensemble-Based Quality Assessment Model for Protein Docking Candidate Structures," KICS Winter Conference, 2026.

[Second Author] D. Kim, J. Yoon, and C.-J. Chun, "Efficiency Analysis of LHS-Based Sampling Across Different Data Usage Ratios," KICS Winter Conference, 2026.

Kyuwon Jeong

Research Interest:  Emotion Recognition

2024. 12.~

Location:  Daeyang AI Center B121

Conference Papers

[First Author] K. Jung, H. Sim, M. Kwak, and C.-J. Chun, "MICE-based Virtual Commissioning System for NOx Generation Plasma ," KICS Winter Conference, 2026.

[Second Author] M. Kwak, K. Jung, H. Sim, and C.-J. Chun, "Improving Efficiency of Pose-based Human Anomaly Detection via SHAP-based Joint Selection," KICS Winter Conference, 2026.

[Third Author] H. Sim, M. Kwak, K. Jung, and C.-J. Chun, "Multi-label Classification Model based on Training-free Few-shot Adaptation for Single Positive Label Dataset," KICS Winter Conference, 2026.

Minjun Kwak

Research Interest:  Human Motion Prediction

2025. 02.~

Location:  Daeyang AI Center B121

Conference Papers

[First Author] M. Kwak, K. Jung, H. Sim, and C.-J. Chun, "Improving Efficiency of Pose-based Human Anomaly Detection via SHAP-based Joint Selection," KICS Winter Conference, 2026.

[Second Author] H. Sim, M. Kwak, K. Jung, and C.-J. Chun, "Multi-label Classification Model based on Training-free Few-shot Adaptation for Single Positive Label Dataset," KICS Winter Conference, 2026.

[Third Author] K. Jung, H. Sim, M. Kwak, and C.-J. Chun, "MICE-based Virtual Commissioning System for NOx Generation Plasma ," KICS Winter Conference, 2026.

Nayeon Kim

Research Interest:  Bio AI

2025. 11.~

Location:  Daeyang AI Center B121

Conference Papers

[Second Author] J. Yoon, N. Kim, D. Kim, and C.-J. Chun, "A Multi-level Stacking Ensemble for Protein Structure Quality Prediction," KICS Winter Conference, 2026.

Shin Hye Hwang

Research Interest:  Bio AI

2026. 01.~

Location:  Daeyang AI Center B121

Conference Papers

[First Author] S. Hwang, J. Yoon, and C.-J. Chun, "Ensemble-Based Quality Assessment Model for Protein Docking Candidate Structures," KICS Winter Conference, 2026.