Kim, Yong Chae - Research

Research

I am conducting AI-based PHM (Prognostics and Health Management) research in the field of mechanical engineering. My work involves various collaborations with researchers and companies. My primary focus is on models related to domain adaptation, generative models, and their applications to bearings, rotating machinery, and batteries. You can explore my research through the links below.

First Author

Transformer-based RUL Prediction
Unsupervised Domain Adaptation
Partial Domain Adaptation
Multi-source Domain Adaptation

Co-Author

GAN-based Generative Model
Domain Adaptation (Imbalance)
Generative Model (Variable Length)
Fault Classification (Imbalance)

On-going

Diffusion Model-based Denosing
Data Drift Management
Battery SOH Estimation
Vision-based Motion Amplification
Deep-learning-based Speed Estimation

Project

Autonomous Monitoring
Deep Learning Framework
Diagnosis of Aircraft

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