Noninvasive Detection of Respiratory Disorder Due to COVID-19 at the Early Stages in Saudi Arabia

被引:5
作者
Boulila, Wadii [1 ,2 ]
Shah, Syed Aziz [3 ]
Ahmad, Jawad [4 ]
Driss, Maha [1 ]
Ghandorh, Hamza [1 ]
Alsaeedi, Abdullah [1 ]
Al-Sarem, Mohammed [1 ,5 ]
Saeed, Faisal [1 ,6 ]
机构
[1] Taibah Univ, Coll Comp Sci & Engn, Medina 42353, Saudi Arabia
[2] Univ Manouba, Natl Sch Comp Sci, RIADI Lab, Manouba 2010, Tunisia
[3] Coventry Univ, Ctr Intelligent Healthcare, Coventry CV1 5FB, W Midlands, England
[4] Edinburgh Napier Univ, Sch Comp, Edinburgh EH10 5DT, Midlothian, Scotland
[5] Sabaa Reg Univ, Dept Comp Sci, Mareb, Yemen
[6] Birmingham City Univ, Sch Comp & Digital Technol, Birmingham B4 7XG, W Midlands, England
关键词
COVID-19 patient monitoring; WiFi sensing for respiratory monitoring; privacy preservation; activities of daily living; HEALTH-CARE; TIME; CLASSIFICATION;
D O I
10.3390/electronics10212701
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The Kingdom of Saudi Arabia has suffered from COVID-19 disease as part of the global pandemic due to severe acute respiratory syndrome coronavirus 2. The economy of Saudi Arabia also suffered a heavy impact. Several measures were taken to help mitigate its impact and stimulate the economy. In this context, we present a safe and secure WiFi-sensing-based COVID-19 monitoring system exploiting commercially available low-cost wireless devices that can be deployed in different indoor settings within Saudi Arabia. We extracted different activities of daily living and respiratory rates from ubiquitous WiFi signals in terms of channel state information (CSI) and secured them from unauthorized access through permutation and diffusion with multiple substitution boxes using chaos theory. The experiments were performed on healthy participants. We used the variances of the amplitude information of the CSI data and evaluated their security using several security parameters such as the correlation coefficient, mean-squared error (MSE), peak-signal-to-noise ratio (PSNR), entropy, number of pixel change rate (NPCR), and unified average change intensity (UACI). These security metrics, for example, lower correlation and higher entropy, indicate stronger security of the proposed encryption method. Moreover, the NPCR and UACI values were higher than 99% and 30, respectively, which also confirmed the security strength of the encrypted information.
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页数:24
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