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Hyperautonomy Artificial Intelligence Lab

서울대학교 초자율화 인공지능 연구실

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RESEARCH

PROJECT

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  • Advancing Thermo-Mechanical Reliability in 2.xD/3D Packages using Physics-Informed AI and Generative…

    Period

    2025-10-01 ~2030-09-28

  • Development of a Virtual Process Control System Based on Operational Data for Digital Twin Environme…

    Period

    2025-09-29 ~2027-09-28

  • Advanced Data Augmentation of Semiconductor Datasets for Regression Models

    Period

    2025-08-01 ~ 2026-07-30

  • Foundation of Next-generation Eco-friendly Secondary Battery Components to Strengthen Supply Chain

    Period

    2025-05-01 ~ 2028-12-31

  • 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

HAI LAB

PUBLICATION

  • Physics-guided Deep Ensemble Learning for the Remaining Useful Life Prediction of Machine Tools Using Kernel Density Estimation

    Yong Chae Kim, Bongmo Kim, MinJung Kim, Sang Kyung Lee, Joon Ha Jung*, and Byeng D. Youn*

    International Journal of Precision Engineering and Manufacturing-Green Technology, SCIE (IF: 5.6, Rank: 11.8%),

  • ARDiff: An Adaptive Reverse-Step Diffusion Framework for Unsupervised Vibration Signal Denoising with Frequency Attention

    Juhyun Kim, Yong Chae Kim, Jongwha Baek, Jinwook Lee, Joon Ha Jung*, and Byeng D. Youn*

    Mechanical Systems and Signal Processing, SCIE (IF: 8.9, Rank: 3.0%), Vol. 244, pp. 113726

  • Battery Maximum Available Capacity Estimation in Partial Charge Curve with Current Charge State Invariant Feature

    Bongmo Kim, Yong Chae Kim, Hyunhee Choi, Gyeong Ryun Gwon, Taejin Kim*, and Byeng D. Youn*

    Journal of Energy Storage, SCIE (IF: 9.8, Rank: 14.0%), Vol. 138, pp. 118726

  • Transformer-Based Prediction of Dispersion Relation and Transmittance in Phononic Crystals

    Donghyu Lee, Taehun Kim, Ju Hwan Han, Sayhee Kim, Byeng D. Youn*, and Soo-Ho Jo*

    International Journal of Mechanical Sciences, SCIE (IF: 9.4, Rank: 2.5%), Vol. 307, pp. 110880

  • Steering of Multiple Defect Bands in One-dimensional Phononic Crystals with Segmented Piezoelectric Defects

    Soo-Ho Jo¹, Taehun Kim¹, Donghyu Lee, Pengpeng Yu, Junlei Wang, Byeng D. Youn, and Heonjun Yoon*

    Journal of Physics D-Applied Physics, SCIE (IF: 3.2, Rank: 37.7%), Vol. 58, No. 46 pp. 465501

  • Deep Learning-Enabled Diagnosis of Abdominal Aortic Aneurysm Using Pulse Volume Recording Waveforms: An In-Silico Study

    Sina Masoumi Shahrbabak, Byeng D. Youn, Hao-Min Cheng, Chen-Huan Chen, Shih-Hsien Sung, Ramakrishna Mukkamala, and Jin-Oh Hahn*

    Sensors, SCIE (IF: 3.5, Rank: 23.8%), Vol. 25, No. 21 pp. 6678

  • 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

  • Deep Learning-based Cross-domain Tacholess Instantaneous Speed Estimation of Rotating Machinery with a Selective Multi-order Frequency Module

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

    IEEE Sensors Journal, SCIE (IF: 4.5, Rank: 19.6%), Vol. 25, No. 20 pp. 37810-37820

NEWS

  • 2025-12-19

    Prof. Youn participated as a discussant in the “[M.AX]” roundtable discussion hosted by ETNews.

  • 이미지가 없습니다.
    2025-12-16

    Prof. Youn gave a keynote speech at the AI Factory Hackathon 2025