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    Deep Learning for Obstructive Sleep Apnea Detection and Severity Assessment: A Multimodal Signals Fusion Multiscale Transformer Model by Zhang Y, Zhou L, Zhu S, Zhou Y, Wang Z, Ma L, Yuan Y, Xie Y, Niu X, Su Y, Liu H, Hei X, Shi Z, Ren X, Shi Y

    Published 2025-01-01
    “…Yitong Zhang,1 Liang Zhou,2 Simin Zhu,1 Yanuo Zhou,1 Zitong Wang,1 Lina Ma,1 Yuqi Yuan,1 Yushan Xie,1 Xiaoxin Niu,1 Yonglong Su,1 Haiqin Liu,1 Xinhong Hei,2 Zhenghao Shi,2 Xiaoyong Ren,1 Yewen Shi1 1Department of Otorhinolaryngology Head and Neck Surgery, The Second Affiliated Hospital of Xi’an Jiaotong University, Xi’an, Shaanxi Province, People’s Republic of China; 2School of Computer Science and Engineering, Xi’an University of Technology, Xi’an, Shaanxi Province, People’s Republic of ChinaCorrespondence: Xiaoyong Ren; Yewen Shi, Department of Otorhinolaryngology Head and Neck Surgery, The Second Affiliated Hospital of Xi’an Jiaotong University, Address: NO. 157 Xi Wu Road, Xi’an, Shaanxi Province, Email cor_renxiaoyong@126.com; shiyewen59@outlook.comPurpose: To develop a deep learning (DL) model for obstructive sleep apnea (OSA) detection and severity assessment and provide a new approach for convenient, economical, and accurate disease detection.Methods: Considering medical reliability and acquisition simplicity, we used electrocardiogram (ECG) and oxygen saturation (SpO2) signals to develop a multimodal signal fusion multiscale Transformer model for OSA detection and severity assessment. …”
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    17th YOUTH SYMPOSIUM ON EXPERIMENTAL SOLID MECHANICS by Editorial, Foreword

    Published 2019-12-01
    “…</p><p><strong>Date:</strong> June 6 - 8, 2019<br /><strong>Venue: </strong>University Centre Telč<strong></strong></p><p><strong>URL:</strong> http://ysesm2019.itam.cas.cz/</p><p><strong>Organized by:</strong><br />Czech Technical University in Prague, Faculty of Transportation Sciences<br />Czech Academy of Sciences, Institute of Theoretical and Applied Mechanics<br />International Measurement Confederation</p><p><br /><strong>Editors:</strong><br />Daniel Kytýř<br />Petr Zlámal<br />Tomáš Doktor</p><p><br /><strong>Scientific comittee:</strong><br />Lajos Borbás - Budapest University of Technology and Economics<br />Matej Borovinšek - University of Maribor<br />Tomáš Doktor - Czech Technical University in Prague<br />Marc Gutermann - Hochschule Bremen<br />Stephen Hall - Lund University<br />Daniel Kytýř - Czech Academy of Sciences, Institute of Theoretical and Applied Mechanics<br />Dagnija Loca - Riga Technical University<br />Zoltán Major - Johannes Kepler University Linz<br />Giangiacomo Minak - University of Bologna<br />Martin Reiter - Johannes Kepler University Linz<br />Sascha Senck - Upper Austria University of Applied Sciences Wels<br />Jacek Tarasiuk - AGH University of Science and Technology in Kraków<br />Petr Zlámal - Czech Technical University in Prague</p><p><br /><strong>Local organizing comittee:</strong><br />Tomáš Doktor<br />Jan Falta<br />Ivana Kumpová<br />Daniel Kytýř<br />Michaela Neuhäuserová<br />Petr Zlámal</p><p><br /><strong>Guarantor of the peer review process:</strong><br />Daniel Kytýř</p><p><br /><strong>Guarantor of the language editing:</strong><br />Tomáš Doktor</p><p><br /><strong>Key topics:</strong></p><ul><li>Conventional and Advanced Experimental Methods in Solid and Fluid Mechanics</li><li>Non-Destructive Testing and Inspection</li><li>Measurements in Material Science</li><li>Computer Assisted Testing and Simulation</li><li>Engineering Design Simulation</li><li>Hybrid Methods, Experimental Techniques – Numerical Simulation</li><li>Optical Methods and Image Processing</li><li>Measurements in Biomechanics</li><li>Sensor Techniques for Micro- and Nano-Applications</li></ul><p> </p>…”
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