论文标题

通过压缩传感对COVID-19病毒和抗体的低成本和高通量测试:系统概念和计算实验

Low-Cost and High-Throughput Testing of COVID-19 Viruses and Antibodies via Compressed Sensing: System Concepts and Computational Experiments

论文作者

Yi, Jirong, Mudumbai, Raghu, Xu, Weiyu

论文摘要

2019年冠状病毒病(Covid-19)是一种正在进行的大流行感染性疾病爆发,严重损害并威胁着数百万人甚至数十亿人的健康和生命。 Covid-19还对许多国家的社会和经济活动产生了负面影响。目前尚无批准的疫苗,对人们的Covid-19病毒进行了广泛的测试对于疾病诊断,病毒传播,接触式追踪以及确定人们恢复正常经济活动的正确条件至关重要。识别有抗体抗体的人,还可以帮助选择适合从事某些基本活动或重返劳动力的人。然而,当前的COVID-19病毒和抗体的当前测试技术的吞吐量通常非常有限,这不足以处理Covid-19病毒预期的预期快速振荡的传播波,影响地球人群的很大一部分。 在本文中,我们建议使用压缩感测(将小组测试视为将其应用于COVID-19检测时的一种特殊情况),以实现对CoVID-19-19病毒和抗体的高通量快速测试,与当前测试技术相比,这可能会提供有潜在的速度甚至更多的加速折叠。提出的用于高通量测试的压缩传感系统可以利用我们开发的基于扩展器图的压缩感应矩阵\ cite {weiyuexpander2007}。

Coronavirus disease 2019 (COVID-19) is an ongoing pandemic infectious disease outbreak that has significantly harmed and threatened the health and lives of millions or even billions of people. COVID-19 has also negatively impacted the social and economic activities of many countries significantly. With no approved vaccine available at this moment, extensive testing of COVID-19 viruses in people are essential for disease diagnosis, virus spread confinement, contact tracing, and determining right conditions for people to return to normal economic activities. Identifying people who have antibodies for COVID-19 can also help select persons who are suitable for undertaking certain essential activities or returning to workforce. However, the throughputs of current testing technologies for COVID-19 viruses and antibodies are often quite limited, which are not sufficient for dealing with COVID-19 viruses' anticipated fast oscillating waves of spread affecting a significant portion of the earth's population. In this paper, we propose to use compressed sensing (group testing can be seen as a special case of compressed sensing when it is applied to COVID-19 detection) to achieve high-throughput rapid testing of COVID-19 viruses and antibodies, which can potentially provide tens or even more folds of speedup compared with current testing technologies. The proposed compressed sensing system for high-throughput testing can utilize expander graph based compressed sensing matrices developed by us \cite{Weiyuexpander2007}.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源