An Intelligent Classification Diagnosis Based on Blood Oxygen Saturation Signals for Medical Data Security Including COVID-19 in Industry 5.0

• Published in: IEEE transactions on industrial informatics Vol. 19; no. 3; pp. 3310 - 3320
• Main Authors: Zhang, Mingdong, Dong, Chaoyu, Zhang, Dongming, Tseng, Ming-Lang, Wei, Jianguo
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 01.03.2023; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Blood; Blood oxygen saturation signals; Classifiers; Correlation coefficients; COVID-19; Diagnosis; Feature extraction; healthcare industries; Hypoventilation; Indexes; Industries; Industry 5.0; intelligent classification diagnosis; Mathematical analysis; Medical services; Oxygen; Oxygen content; Oxygen saturation; Redundancy; Regression analysis; resilience; Search algorithms; Sleep apnea; supply chain; Supply chains
• ISSN: 1551-3203; 1941-0050
• DOI: 10.1109/TII.2022.3152809

Obstructive sleep apnea-hypopnea syndrome (OSAHS) is gradually valued due to its high prevalence, high risk, and high mortality. Alternative to the polysomnography (PSG) diagnosis, the proposed method assesses the subject's degree of illness considering the supply chain and Industry 5.0 require...