Industrial AI Laboratory


Journal Publication

A Physics-informed and data-driven deep learning approach for wave propagation and its scattering characteristics

Sooyoung Lee, Choon-Su Park, Keonhyeok Park, Hyung Jin Lee, Seungchul Lee

Engineering with Computers 39 (4), 2609-2625, 2023

Deep learning-based prediction and interpretability of physical phenomena for metaporous materials

Sooyoung Lee, Jihun Lee, Joong Seok Lee, Seungchul Lee

Materials Today Physics 30, 100946, 2023

Wafer map failure pattern classification using geometric transformation-invariant convolutional neural network

Iljoo Jeong, Soo Young Lee, Keonhyeok Park, Iljeok Kim, Hyunsuk Huh, Seungchul Lee

Scientific Reports 13 (1), 8127, 2023

Deep Learning Enhances Multiparametric Dynamic Volumetric Photoacoustic Computed Tomography In Vivo (DL‐PACT)

Seongwook Choi*, Jinge Yang*, Sooyoung Lee*, Jiwoong Kim, Jihye Lee, Won Jong Kim, Seungchul Lee, Chulhong Kim

Advanced Science 10 (1), 2202089, 2023 [Featured as Back Cover Article]

Deep learning predicts the differentiation of kidney organoids derived from human induced pluripotent stem cells

Keonhyeok Park, Jong Young Lee, Sooyoung Lee, Iljoo Jeong, Seo-Yeon Park, Jin Won Kim, Sun Ah Nam, Hyung Wook Kim, Yong Kyun Kim, Seungchul Lee

Kidney Research and Clinical Practice 42 (1), 75, 2023

Predicting multipotency of human adult stem cells derived from various donors through deep learning

Hyeonji Kim, Keonhyeok Park, Jung-Min Yon, Sung Won Kim, Sooyoung Lee, Iljoo Jeong, Jinah Jang, Seungchul Lee, Dong-Woo Cho

Scientific Reports 12 (1), 21614, 2022

A systematic mapping study and empirical comparison of data-driven intrusion detection techniques in industrial control networks

Bayu Adhi Tama, Sooyoung Lee, Seungchul Lee

Archives of Computational Methods in Engineering 29 (7), 5353-5380, 2022

Point-level deep learning approach for 3D acoustic source localization

Sooyoung Lee, Jiho Chang, Seungchul Lee

Smart Structures and Systems 29 (6), 777-783, 2022

Deep learning-enabled high-resolution and fast sound source localization in spherical microphone array system

Sooyoung Lee, Jiho Chang, Seungchul Lee

IEEE Transactions on Instrumentation and Measurement 71, 1-12, 2022

Deep learning-based method for multiple sound source localization with high resolution and accuracy

Sooyoung Lee, Jiho Chang, Seungchul Lee

Mechanical Systems and Signal Processing 161, 107959, 2021

Applications of deep learning for fault detection in industrial cold forging

Andrew Glaeser, Vignesh Selvaraj, Sooyoung Lee, Yunseob Hwang, Kangsan Lee, Namjeong Lee, Seungchul Lee, Sangkee Min

International Journal of Production Research 59 (16), 4826-4835, 2021

Deep learning-based estimation of the unknown road profile and state variables for the vehicle suspension system

Gyuwon Kim, Sooyoung Lee, Jong-Seok Oh, Seungchul Lee

IEEE Access 9, 13878-13890, 2021

Deep learning-based phase prediction of high-entropy alloys: Optimization, generation, and explanation

Sooyoung Lee, Seokyeong Byeon, Hyoung Seop Kim, Hyungyu Jin, Seungchul Lee

Materials & Design 197, 109260, 2021

Vision-based fault diagnostics using explainable deep learning with class activation maps

Kyung Ho Sun, Hyunsuk Huh, Bayu Adhi Tama, Sooyoung Lee, Joon Ha Jung, Seungchul Lee

IEEE Access 8, 129169-129179, 2020

Spatial and sequential deep learning approach for predicting temperature distribution in a steel-making continuous casting process

Sooyoung Lee, Bayu Adhi Tama, Changyun Choi, Jong-Yeon Hwang, Jonggeun Bang, Seungchul Lee

IEEE Access 8, 21953-21965, 2020

Remote machine mode detection in cold forging using vibration signal

Andrew Glaeser, Vignesh Selvaraj, Kangsan Lee, Namjeong Lee, Yunseob Hwang, Sooyoung Lee, Seungchul Lee, Sangkee Min

Procedia Manufacturing 48, 908-914, 2020

Steel surface defect diagnostics using deep convolutional neural network and class activation map

Sooyoung Lee, Bayu Adhi Tama, Seok Jun Moon, Seungchul Lee

Applied Sciences 9 (24), 5449, 2019