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Hyperautonomy Artificial Intelligence Lab

서울대학교 초자율화 인공지능 연구실

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RESEARCH

PROJECT

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  • Advanced Data Augmentation of Semiconductor Datasets for Regression Models

    Period

    2025-08-01 ~ 2026-07-30

  • Signal Processing and Algorithm Development for Abnormal Sound Diagnosis in Washing Machines

    Period

    2025-06-09 ~ 2025-11-17

  • Development of Battery Anomaly Detection and Performance Degradation Prediction Technology Based on …

    Period

    2025-05-01 ~ 2025-12-31

  • Failure Analysis of Washing Machine Bearings Based on Accelerated Degradation Testing (ADT)

    Period

    2024-12-20 ~ 2025-08-20

  • Development of Vehicle Weight Prediction Algorithms Based on CAN Data And Research Direction for PHM…

    Period

    2024-09-01 ~ 2025-09-30

  • Development and Demonstration of Purpose-Built Electric Vehicles Using Design Platforms

    Period

    2024-07-01 ~ 2027-12-31

  • HRD Program in Industrial AI Manufacturing Innovation to Realize Autonomous Manufacturing

    Period

    2024-03-01 ~ 2029-02-28

  • A Study on Bayesian-based Signal Acquisition System and Physics-AI Hybrid Model for Next-Generation …

    Period

    2022-09-30 ~ 2025-09-29

HAI LAB

PUBLICATION

  • Spectral Kurtosis Attention Network (SKAN): Synergizing Signal Processing and Deep Learning for Fault Diagnosis of Rolling Element Bearings

    Jongmin Park, Jinoh Yoo, Taehyung Kim, Minjung Kim, Jonghyuk Park, Jong Moon Ha*, and Byeng D. Youn*

    Expert Systems with Applications, SCIE (IF: 7.5, Rank: 6.1%), Vol. 292, pp. 128581

  • Toward Robust Structure Function-Based Thermal Analysis: Quantitative Metrics for Semiconductor Packaging Evaluation

    Wonbin Song, Gueseok Lee*, and Byeng D. Youn*

    Microelectronics Reliability, SCIE (IF: 1.9, Rank: 61.6%), Vol. 173, pp. 115867

  • Inverse Design of Defective Phononic Crystals Using Surrogate-assisted Conditional Generative Adversarial Network

    Donghyu Lee, Taehun Kim, Byeng D. Youn*, and Soo-Ho Jo*

    Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), Vol. 12, No. 7, pp. 129-147

  • FL-SSDAN: Fleet-Level Semi-Supervised Domain Adaptation Network for Fault Diagnosis of Overhead Hoist Transports

    Chaehyun Suh¹, Hyeongmin Kim¹, Chan Hee Park, Minseok Chae, Joung Taek Yoon, Ilkyu Lee, Heonjun Yoon*, and Byeong D. Youn*

    Journal of Computational Design and Engineering, SCIE (IF: 6.1, Rank: 6.6%), Vol. 12, No. 7, pp. 49-60

  • Fault-relevance-based, multi-sensor information integration framework for fault diagnosis of rotating machineries

    Sungjong Kim, Seungyun Lee, Jiwon Lee, Minjae Kim, Su J. Kim, Heonjun Yoon*, and Byeng D. Youn*

    Mechanical Systems and Signal Processing, SCIE (IF: 8.9, Rank: 3.0%), Vol. 232, pp. 112742

  • Physics-informed Gaussian Process Probabilistic Modeling with Multi-source Data for Prognostics of Degradation Processes

    Chen Jiang, Teng Zhong, Hyunhee Choi, and Byeng D. Youn*

    Reliability Engineering & System Safety, SCIE (IF: 11.0, Rank: 1.4%), Vol. 258, pp. 110893

  • Sequential Optimization-Based Parameter Identification for Multi-Timescale Electromechanical Model of Battery

    Hyunhee Choi, Yong Hwan Choi, Byeng D. Youn*, and Guesuk Lee*

    Journal of Energy Storage, SCIE (IF: 9.8, Rank: 14.0%), Vol. 112, pp. 115481

  • Optimized Relative Entropy for Robust Fault Detection in Excavator Traveling Gearboxes via Smeared Envelope Spectrum Analysis of Cyclo-Non-Stationary Signals

    Kyumin Na¹, Keon Kim¹, Jinoh Yoo, Jinwook Lee, and Byeng D. Youn*

    Expert Systems with Applications, SCIE (IF: 7.5, Rank: 6.1%), Vol. 266, pp. 126110

NEWS

  • 2025-09-03

    Prof. Youn gave a keynote speech in 2025 Factory Automation Technology Trend Forum

  • 2025-08-14

    Prof. Youn gave an invited talk in the 186th CEO Bdreakfast of the NAEK (National Academy of Engineering of Korea)