Jun Seok Lee

Research Interest:  Lightweight model design

Location:  Daeyang AI Center 513

Conference Papers

• [First Author] J. Lee and C.-J. Chun, "Residual learning-based electric motor anomaly detection," KICS Fall Conference, Nov. 2022.

• [First 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, accepted for publication, 2024.

Patents

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

Taekyung Kim

• Research Interest:  Human motion prediction, Generative AI

• Location:  Daeyang AI Center 513

Seha Kim

Research Interest:  Audio signal processing, Anomaly detection

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.

Patents

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

Suyeon Park

Research Interest:  Industrial AI, Anomaly Detection

Location:  Daeyang AI Center 513

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, accepted for publication, 2024.

Patents

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

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)

Patents

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

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.

Patents

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

Donghyeok Kim

2024. 09. ~

Jaeha Yoon

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

2024. 01. ~

Jiwoo Kim

Research Interest:  Computer vision, Meta Learning

2023. 01. ~

Conference Papers

• [Second 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.