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Lee, Seungchul (이승철)
부교수, Department of Mechanical Engineering(기계공학과)

https://iailab.kaist.ac.kr/

Research Area
Smart Manufacturing, Physics-informed AI, AI-aided Engineering Design
Co-researchers
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    NO Title, Author(s) (Publication Title, Volume Issue, Page, Issue Date)
    1
    Single domain generalizable and physically interpretable bearing fault diagnosis for unseen working conditions

    Kim, Iljeok; Kim, Sung Wook; Kim, Jeongsan; et al, EXPERT SYSTEMS WITH APPLICATIONS, v.241, 2024-05

    2
    Novel method for measuring a wear scar using deep learning

    Lee, Sebin; Kim, Taewan; Lee, Seungchul; et al, TRIBOLOGY INTERNATIONAL, v.190, 2023-12

    3
    A Novel Unsupervised Clustering and Domain Adaptation Framework for Rotating Machinery Fault Diagnosis

    Kim, Taewan; Lee, Seungchul, IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, v.19, no.9, pp.9404 - 9412, 2023-09

    4
    A Physics-informed and data-driven deep learning approach for wave propagation and its scattering characteristics

    Lee, Soo Young; Park, Choon-Su; Park, Keonhyeok; et al, ENGINEERING WITH COMPUTERS, v.39, no.4, pp.2609 - 2625, 2023-08

    5
    Recent advances in the application of deep learning for fault diagnosis of rotating machinery using vibration signals

    Tama, Bayu Adhi; Vania, Malinda; Lee, Seungchul; et al, ARTIFICIAL INTELLIGENCE REVIEW, v.56, no.5, pp.4667 - 4709, 2023-05

    6
    Influence of tensile properties on hole expansion ratio investigated using a generative adversarial imputation network with explainable artificial intelligence

    Lee, Jeong Ah; Park, Jaejung; Choi, Yeon Taek; et al, JOURNAL OF MATERIALS SCIENCE, v.58, no.11, pp.4780 - 4794, 2023-03

    7
    Deep learning-based prediction and interpretability of physical phenomena for metaporous materials

    Lee, Soo Young; Lee, Jihun; Lee, Joong Seok; et al, MATERIALS TODAY PHYSICS, v.30, 2023-01

    8
    Deep Learning Enhances Multiparametric Dynamic Volumetric Photoacoustic Computed Tomography In Vivo (DL-PACT)

    Choi, Seongwook; Yang, Jinge; Lee, Soo Young; et al, ADVANCED SCIENCE, v.10, no.1, 2023-01

    9
    Predicting multipotency of human adult stem cells derived from various donors through deep learning

    Kim, Hyeonji; Park, Keonhyeok; Yon, Jung-Min; et al, SCIENTIFIC REPORTS, v.12, no.1, 2022-12

    10
    A Systematic Mapping Study and Empirical Comparison of Data-Driven Intrusion Detection Techniques in Industrial Control Networks

    Tama, Bayu Adhi; Lee, Soo Young; Lee, Seungchul, ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING, v.29, no.7, pp.5353 - 5380, 2022-11

    11
    Post-stroke respiratory complications using machine learning with voice features from mobile devices

    Park, Hae-Yeon; Park, DoGyeom; Kang, Hye Seon; et al, SCIENTIFIC REPORTS, v.12, no.1, 2022-10

    12
    High throughput screening of mesenchymal stem cell lines using deep learning

    Kim, Gyuwon; Jeon, Jung Ho; Park, Keonhyeok; et al, SCIENTIFIC REPORTS, v.12, no.1, 2022-10

    13
    Ovarian tumor diagnosis using deep convolutional neural networks and a denoising convolutional autoencoder

    Jung, Yuyeon; Kim, Taewan; Han, Mi-Ryung; et al, SCIENTIFIC REPORTS, v.12, no.1, 2022-10

    14
    TCAD augmented generative adversarial network for hot-spot detection and mask-layout optimization in a large area HARC etching process

    Kwon, Hyoungcheol; Huh, Hyunsuk; Seo, Hwiwon; et al, PHYSICS OF PLASMAS, v.29, no.7, 2022-07

    15
    Point-level deep learning approach for 3D acoustic source localization

    Lee, Soo Young; Chang, Jiho; Lee, Seungchul, SMART STRUCTURES AND SYSTEMS, v.29, no.6, pp.777 - 783, 2022-06

    16
    Novel informed deep learning-based prognostics framework for on-board health monitoring of lithium-ion batteries

    Kim, Sung Wook; Oh, Ki-Yong; Lee, Seungchul, APPLIED ENERGY, v.315, 2022-06

    17
    Deep learning acceleration of multiscale superresolution localization photoacoustic imaging

    Kim, Jongbeom; Kim, Gyuwon; Li, Lei; et al, LIGHT-SCIENCE & APPLICATIONS, v.11, no.1, 2022-05

    18
    Bi-Modal Transfer Learning for Classifying Breast Cancers via Combined B-Mode and Ultrasound Strain Imaging

    Misra, Sampa; Jeon, Seungwan; Managuli, Ravi; et al, IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, v.69, no.1, pp.222 - 232, 2022-01

    19
    Integrated deep learning framework for accelerated optical coherence tomography angiography

    Kim, Gyuwon; Kim, Jongbeom; Choi, Woo June; et al, SCIENTIFIC REPORTS, v.12, no.1, 2022-01

    20
    Recent Advances of Artificial Intelligence in Manufacturing Industrial Sectors: A Review

    Kim, Sung Wook; Kong, Jun Ho; Lee, Sang Won; et al, INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, v.23, no.1, pp.111 - 129, 2022-01
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