전공소개
교수소개
곽윤상 교수
Yunsang Kwak
MAJOR
진동 및 파동역학, Physics-aware AI
TEL
02-970-6393
E-MAIL
ykwak@seoultech.ac.kr
LAB
응용 파동지능 연구실
HOMEPAGE
https://awin.seoultech.ac.kr
RESEARCH AREAS
학력
◾ 2018.08 한양대학교 융합기계공학과 공학박사
◾ 2013.08 한양대학교 기계공학부 공학사
주요 경력
◾ 2021.09 - 2026.02 국립금오공과대학교 교수
◾ 2019.09 - 2021.08 Purdue University, 박사후연구원
◾ 2018.09 - 2019.08 프랑스국립과학연구센터(Centre national de la recherche scientifique, CNRS), 박사후연구원
연구 분야
◾ Wave propagation
◾ Vehicle dynamics
◾ Physics-aware AI
◾ Information processing
담당 교과목
◾ 계측공학
◾ 마이크로컨트롤러
주요논문 및 저서
◾ Seon-Gyu Kim, Taeyong Park, Ryuna Kang, and Yunsang Kwak. "Domain-collaborative multimodal transformer for fault diagnosis of rotating machines under noisy environments." Advanced Engineering Informatics 68 (2025): 103763.
◾ Chanmin Park, Semin Park, Junhong Park, and Yunsang Kwak. "Localized defect evaluation method based on beam-coupled vibration." Journal of Sound and Vibration 607 (2025): 119080.
◾ Taeyong Park, Muhammad Sohail Ibrahim, Minseok Kim, Zahyun Ku, and Yunsang Kwak. "Generative-assisted multi-stage integrated network: Tackling extreme noise in image denoising." Results in Engineering 26 (2025): 104999.
◾ Taeyong Park, Yewon Jang, Dohyun Ahn, Yunho Lee, Yunsang Kwak, and Jaehwan Kim. "Wave propagation-based characterization of 3D-printed soft auxetic structures." Composite Structures 356 (2025): 118874.
◾ Juyeong Lee, Minsoo Kim, Semin Park, Seon-Gyu Kim, Jiseok Kwon, Yunsang Kwak, and Jaehun Cho. "Static and dynamic mechanical properties of aluminum nitride-silicon carbide whisker composites." Journal of Alloys and Compounds 1009 (2024): 176936.
저널 논문
◾ Seon-Gyu Kim, Chanmin Park, Jongho Lee, Junhong Park, and Yunsang Kwak. “Jet-Air Excitation-Based Deep Acoustic Sensing for Vehicle Leakage Detection.” Sensors and Actuators A: Physical 407 (2026): 117939.
◾ Seon-Gyu Kim, Taeyong Park, Ryuna Kang, and Yunsang Kwak. “Domain-Collaborative Multimodal Transformer for Fault Diagnosis of Rotating Machines under Noisy Environments.” Advanced Engineering Informatics 68 (2025): 103763.
◾ Nafees Hassan, Minsoo Kim, Sangha Shin, Jongwook Park, Unseo Kim, Youngmin Kim, Sanghyeon Kim, Sung-Soo Ryu, Yunsang Kwak, and Jaehun Cho. “WC-Reinforced AlN-Y₂O₃ Composites: Grain Coarsening for Toughness and Thermal Performance.” Journal of Alloys and Compounds 1044 (2025): 184534.
◾ Muhammad Sohail Ibrahim, Abdul Naman, Myeong-Seok Lee, Sejin Park, Dongho Lee, Yunsang Kwak, and Minseok Kim. “Biomedical Sensing Applications of Soft, Wearable Microfluidic Systems.” Soft Science 5 (2025): 49.
◾ Seong-Jun Jo, Chanmin Park, Yunsang Kwak, and Jaehwan Kim. “A Seed-Inspired 3D Electroionic Flier with Obliquely Embossed Ionic Polymer Actuators for Tunable Autorotation and Lift.” Sensors and Actuators Reports 10 (2025): 100393.
◾ Muhammad Sohail Ibrahim, Myeong-Seok Lee, Sejin Park, Abdul Naman, Dongho Lee, Yunsang Kwak, and Minseok Kim. “Microfluidic Surface-Enhanced Raman Spectroscopy Aided by Artificial Intelligence for Biosensing.” TrAC Trends in Analytical Chemistry 193 (2025): 118426.
◾ Ryuna Kang, Zahyun Ku, and Yunsang Kwak. “Reconstructing Hyperspectral Images from RGB Using a Spectral-Informed Neural Network.” In 2025 International Conference on Mobile, Military, Maritime IT Convergence (ICMIC). IEEE, 2025.
◾ Sangha Shin, Jongwook Park, Minsoo Kim, Chanwoo Jeon, Yunsang Kwak, and Jaehun Cho. “Recycling Si Scrap for SiC-Y₂O₃-Al₂O₃ Ceramics via a Single-Step Process.” Journal of Alloys and Compounds 1036 (2025): 181719.
◾ Chanmin Park, Semin Park, Junhong Park, and Yunsang Kwak. “Localized Defect Evaluation Method Based on Beam-Coupled Vibration.” Journal of Sound and Vibration 607 (2025): 119080.
◾ Ryuna Kang, Jehwan Hwang, Jun Oh Kim, Zahyun Ku, and Yunsang Kwak. “Wave Propagation Approaches for Design Optimization of Asymmetric Double-Layer Gold Gratings: Logic- and Learning-Based Perspectives.” Advanced Theory and Simulations 8, no. 7 (2025): 2401464.
◾ Sang Mok Park, Semin Kwon, Yuhyun Ji, Haripriya Sakthivel, Jung Woo Leem, Yunsang Kwak, Jonathan Huang, et al. “Machine Reading and Recovery of Colors for Hemoglobin-Related Bioassays and Bioimaging.” Science Advances 11, no. 23 (2025): eadt4831.
◾ Taeyong Park, Muhammad Sohail Ibrahim, Minseok Kim, Zahyun Ku, and Yunsang Kwak. “Generative-Assisted Multi-Stage Integrated Network: Tackling Extreme Noise in Image Denoising.” Results in Engineering 26 (2025): 104999.
◾ Muhammad Sohail Ibrahim, Saheed Ademola Bello, Yunsang Kwak, Minseok Kim, and Shujaat Khan. “Generating Anticancer Peptides Sequences Using Seq2Seq Modeling and Machine Learning Methods.” IEEE Access 13 (2025): 88638–88647.
◾ Sangha Shin, Minsu Kim, Minwook Kim, Unseo Kim, Seon-Gyu Kim, Yunsang Kwak, and Jaehun Cho. “Ultrafast High-Temperature Sintering of Reaction-Bonded SiC with Y₂O₃-Al₂O₃ Sintering Additives.” Materials Letters 382 (2025): 137956.
◾ Minwook Kim, Unseo Kim, Seon-Gyu Kim, Yunsang Kwak, Sung-Soo Ryu, and Jaehun Cho. “Ultrafast High-Temperature Sintering of Aluminum Nitride.” Journal of the European Ceramic Society 45, no. 3 (2025): 117025.
◾ Taeyong Park, Yewon Jang, Dohyun Ahn, Yunho Lee, Yunsang Kwak, and Jaehwan Kim. “Wave Propagation-Based Characterization of 3D-Printed Soft Auxetic Structures.” Composite Structures 356 (2025): 118874.
◾ Juyeong Lee, Minsoo Kim, Semin Park, Seon-Gyu Kim, Jiseok Kwon, Yunsang Kwak, and Jaehun Cho. “Static and Dynamic Mechanical Properties of Aluminum Nitride-Silicon Carbide Whisker Composites.” Journal of Alloys and Compounds 1009 (2024): 176936.
◾ Unseo Kim, Nafees Hassan, Kati Raju, Seon-Gyu Kim, Minsoo Kim, Juyeong Lee, Seunghwan Moon, Minwook Kim, Sangha Shin, Yunsang Kwak, Sung-Soo Ryu, and Jaehun Cho. “Flash Sintering of AlN Ceramics with Y₂O₃ Additive.” Ceramics International 50, no. 24 (2024): 55042–55054.
◾ Semin Park, Minsoo Kim, Seon-Gyu Kim, Sangha Shin, Byeongho Ahn, Sung-Soo Ryu, Jaehun Cho, and Yunsang Kwak. “Numerical Investigation of Heat Transfer in Aluminum Nitride Ceramics with Engineered Microstructures.” Materials Letters 356 (2024): 135554.
◾ Jet-air excitation-based deep acoustic sensing for vehicle leakage detection, SENSORS AND ACTUATORS A-PHYSICAL, vol.407, 2026곽윤상
연구프로젝트
◾ 차량 BSR 감성품질 정량화를 위한 설계 효율화 AI 예측 모델 개발, 연구책임자, 현대자동차, 2026.06.15 - 2027.09.14
◾ 다층 매질의 광대역 파동 진단을 위한 양자가속 물리-유도 대리모델링 연구, 연구책임자, 한국연구재단, 2026.03.01 - 2029.02.28
◾ 양자 기반 PINN을 위한 주파수-공간 적응형 양자 커널 설계 및 검증 연구, 연구책임자, 한국연구재단, 2025.09.01 - 2026.08.31
◾ 무인수색차량 CBM+ 적용방안 연구, 공동책임자, 국방과학연구소, 2025.08.01 - 2026.07.31
◾ 스마트군수혁신 융합연구센터: 초분광 정보기반 AI-강화 중적외선 메타이미징 기술, 공동책임자, 정보통신기획평가원, 2024.07.01 - 2025.12.31
◾ 골-임플란트 계면의 초음파 교호작용 예측을 위한 물리정보 기반의 멀티모달 신경망, 연구책임자, 한국연구재단/유럽외무부, 2023.10.01 - 2025.09.30
◾ Deep infrared sensing in Hypersonic/Space environmental conditions, 연구책임자, Air Force Office of Scientific Research (AFOSR), 2022.07.28 - 2024.07.27
◾ 딥러닝 기반 차세대 센터콘솔의 동강성 예측 및 평가기술, 연구책임자, 현대자동차그룹, 2024.07.01 - 2025.04.30
◾ 전기자동차 파워모듈용 고내구성 질화알루미늄계 방열 소재 및 이종소재 접합기술 개발, 공동책임자, 한국연구재단, 2022.07.01 - 2026.12.31
◾ 극한 환경조건(극초음속/우주)의 고성능 적외선 분광기술을 위한 정보복원 딥러닝 기술, 연구책임자, 한국연구재단, 2022.06.01 - 2025.05.31
[01811] 서울 노원구 공릉로 232 서울과학기술대학교 프론티어관 704호 TEL : 02-970-6334,6335
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