IoT Platform for COVID-19 Prevention and Control: A Survey

As a result of the worldwide transmission of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), coronavirus disease 2019 (COVID-19) has evolved into an unprecedented pandemic. Currently, with unavailable pharmaceutical treatments and vaccines, this novel coronavirus results in a great impact on public health, human society, and global economy, which is likely to last for many years. One of the lessons learned from the COVID-19 pandemic is that a long-term system with non-pharmaceutical interventions for preventing and controlling new infectious diseases is desirable to be implemented. Internet of things (IoT) platform is preferred to be utilized to achieve this goal, due to its ubiquitous sensing ability and seamless connectivity. IoT technology is changing our lives through smart healthcare, smart home, and smart city, which aims to build a more convenient and intelligent community. This paper presents how the IoT could be incorporated into the epidemic prevention and control system. Specifically, we demonstrate a potential fog-cloud combined IoT platform that can be used in the systematic and intelligent COVID-19 prevention and control, which involves five interventions including COVID-19 Symptom Diagnosis, Quarantine Monitoring, Contact Tracing \& Social Distancing, COVID-19 Outbreak Forecasting, and SARS-CoV-2 Mutation Tracking. We investigate and review the state-of-the-art literatures of these five interventions to present the capabilities of IoT in countering against the current COVID-19 pandemic or future infectious disease epidemics.

[1]  F. Mastik,et al.  Contactless Multiple Wavelength Photoplethysmographic Imaging: A First Step Toward “SpO2 Camera” Technology , 2005, Annals of Biomedical Engineering.

[2]  Hiroyuki Morikawa,et al.  Ambient sound-based proximity detection with smartphones , 2013, SenSys '13.

[3]  Mohd Azhar Abdul Razak,et al.  IoT (Internet of Things) Based Infant Body Temperature Monitoring , 2018, 2018 2nd International Conference on BioSignal Analysis, Processing and Systems (ICBAPS).

[4]  Jianfeng Zhang,et al.  Clinical characteristics of 3062 COVID‐19 patients: A meta‐analysis , 2020, Journal of medical virology.

[5]  George Shaker,et al.  Remote Monitoring of Human Vital Signs Using mm-Wave FMCW Radar , 2019, IEEE Access.

[6]  Chinmay Chakraborty,et al.  Anonymity Preserving IoT-Based COVID-19 and Other Infectious Disease Contact Tracing Model , 2020, IEEE Access.

[7]  Gaetano Marrocco,et al.  RFID Technology for IoT-Based Personal Healthcare in Smart Spaces , 2014, IEEE Internet of Things Journal.

[8]  Inertial Sensors , 2019, Biomechanical Principles and Applications in Sports.

[9]  Jagpreet Sidhu,et al.  Fog computing and IoT based healthcare support service for dengue fever , 2018, Int. J. Pervasive Comput. Commun..

[10]  Timo Tigges,et al.  Camera-based system for contactless monitoring of respiration , 2013, 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC).

[11]  Jérémie Voix,et al.  In-Ear Audio Wearable: Measurement of Heart and Breathing Rates for Health and Safety Monitoring , 2018, IEEE Transactions on Biomedical Engineering.

[12]  Sandeep K. Sood,et al.  An intelligent and secure system for predicting and preventing Zika virus outbreak using Fog computing , 2017, Enterp. Inf. Syst..

[13]  Marco Dionigi,et al.  Magnetic Field-Based Positioning Systems , 2017, IEEE Communications Surveys & Tutorials.

[14]  Sina Dami,et al.  Efficient event prediction in an IOT environment based on LDA model and support vector machine , 2018, 2018 6th Iranian Joint Congress on Fuzzy and Intelligent Systems (CFIS).

[15]  Reza Saatchi,et al.  Real-time vision based respiration monitoring system , 2010, 2010 7th International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP 2010).

[16]  Ashish Kumar,et al.  IoT-Q-Band: A low cost internet of things based wearable band to detect and track absconding COVID-19 quarantine subjects , 2020, EAI Endorsed Transactions on Internet of Things.

[17]  Hyogon Kim,et al.  A Smartphone Magnetometer-Based Diagnostic Test for Automatic Contact Tracing in Infectious Disease Epidemics , 2019, IEEE Access.

[18]  Sergio Silvestri,et al.  Contactless Monitoring of Breathing Patterns and Respiratory Rate at the Pit of the Neck: A Single Camera Approach , 2018, J. Sensors.

[19]  Jiang Xie,et al.  Association Between Hypoxemia and Mortality in Patients With COVID-19 , 2020, Mayo Clinic Proceedings.

[20]  Jure Leskovec,et al.  Inferring Person-to-person Proximity Using WiFi Signals , 2016, Proc. ACM Interact. Mob. Wearable Ubiquitous Technol..

[21]  M. Ciccozzi,et al.  Emerging SARS-CoV-2 mutation hot spots include a novel RNA-dependent-RNA polymerase variant , 2020, Journal of Translational Medicine.

[22]  Guohong Cao,et al.  SleepMonitor: Monitoring Respiratory Rate and Body Position During Sleep Using Smartwatch , 2017, Proc. ACM Interact. Mob. Wearable Ubiquitous Technol..

[23]  Changzhan Gu,et al.  Application of Linear-Frequency-Modulated Continuous-Wave (LFMCW) Radars for Tracking of Vital Signs , 2014, IEEE Transactions on Microwave Theory and Techniques.

[24]  Lionel Tarassenko,et al.  Non-contact measurement of oxygen saturation with an RGB camera. , 2015, Biomedical optics express.

[25]  Hadi Heidari,et al.  A wearable fabric-based RFID skin temperature monitoring patch , 2016, 2016 IEEE SENSORS.

[26]  Peng Zhu,et al.  SpO2 and Heart Rate Measurement with Wearable Watch Based on PPG , 2015 .

[27]  Abbas K. Abbas,et al.  Neonatal non-contact respiratory monitoring based on real-time infrared thermography , 2011, Biomedical engineering online.

[28]  S-H. Hsiao,et al.  Measurement of body temperature to prevent pandemic COVID-19 in hospitals in Taiwan: repeated measurement is necessary , 2020, Journal of Hospital Infection.

[29]  Klaus Moessner,et al.  Predictive Analytics for Complex IoT Data Streams , 2017, IEEE Internet of Things Journal.

[30]  Changzhan Gu,et al.  A Hybrid FMCW-Interferometry Radar for Indoor Precise Positioning and Versatile Life Activity Monitoring , 2014, IEEE Transactions on Microwave Theory and Techniques.

[31]  Miad Faezipour,et al.  Smartphone-Based Self-Testing of COVID-19 Using Breathing Sounds. , 2020, Telemedicine journal and e-health : the official journal of the American Telemedicine Association.

[32]  Xu Chen,et al.  Tracking Vital Signs During Sleep Leveraging Off-the-shelf WiFi , 2015, MobiHoc.

[33]  M. N. Mohammed,et al.  Novel covid-19 detection and diagnosis system using iot based smart helmet , 2020 .

[34]  Aaron Striegel,et al.  Face-to-Face Proximity EstimationUsing Bluetooth On Smartphones , 2014, IEEE Transactions on Mobile Computing.

[35]  E. Chan,et al.  Pulse oximetry: understanding its basic principles facilitates appreciation of its limitations. , 2013, Respiratory medicine.

[36]  Chee Yen Leow,et al.  An Overview of Internet of Things (IoT) and Data Analytics in Agriculture: Benefits and Challenges , 2018, IEEE Internet of Things Journal.

[37]  Maria Riccio,et al.  Blood oxygen saturation measurement by smartphone camera , 2015, 2015 IEEE International Symposium on Medical Measurements and Applications (MeMeA) Proceedings.

[38]  I. Pavlidis,et al.  Touchless monitoring of breathing function , 2004, The 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[39]  Chee Keong Kwoh,et al.  Tempel: time-series mutation prediction of influenza A viruses via attention-based recurrent neural networks , 2020, Bioinform..

[40]  Diego Dujovne,et al.  Prediction of Frost Events Using Machine Learning and IoT Sensing Devices , 2018, IEEE Internet of Things Journal.

[41]  E. Ring,et al.  Infrared thermal imaging in medicine , 2012, Physiological measurement.

[42]  Raja Lavanya,et al.  Fog Computing and Its Role in the Internet of Things , 2019, Advances in Computer and Electrical Engineering.

[43]  Qiang Chen,et al.  A Health-IoT Platform Based on the Integration of Intelligent Packaging, Unobtrusive Bio-Sensor, and Intelligent Medicine Box , 2014, IEEE Transactions on Industrial Informatics.

[44]  Yuting Yang,et al.  Noncontact Monitoring of Blood Oxygen Saturation Using Camera and Dual-Wavelength Imaging System , 2016, IEEE Transactions on Biomedical Engineering.

[45]  David W. Dunstan,et al.  Combating physical inactivity during the COVID-19 pandemic , 2020, Nature Reviews Rheumatology.

[46]  S. Bhatt,et al.  Estimating the effects of non-pharmaceutical interventions on COVID-19 in Europe , 2020, Nature.

[47]  Cheong Boon Soh,et al.  Wireless Sensing of Human Respiratory Parameters by Low-Power Ultrawideband Impulse Radio Radar , 2011, IEEE Transactions on Instrumentation and Measurement.

[48]  Cheng-Ta Yang,et al.  Design of Wearable Breathing Sound Monitoring System for Real-Time Wheeze Detection , 2017, Sensors.

[49]  Joongheon Kim,et al.  Energy-efficient rate-adaptive GPS-based positioning for smartphones , 2010, MobiSys '10.

[50]  E. Ng,et al.  Remote-sensing infrared thermography , 2009, IEEE Engineering in Medicine and Biology Magazine.

[51]  Guangtao Zhai,et al.  Abnormal respiratory patterns classifier may contribute to large-scale screening of people infected with COVID-19 in an accurate and unobtrusive manner , 2020, ArXiv.

[52]  Ioannis T. Pavlidis,et al.  Thermistor at a Distance: Unobtrusive Measurement of Breathing , 2010, IEEE Transactions on Biomedical Engineering.

[53]  Roc Berenguer,et al.  Full Passive UHF Tag With a Temperature Sensor Suitable for Human Body Temperature Monitoring , 2010, IEEE Transactions on Circuits and Systems II: Express Briefs.

[54]  Sudip Mittal,et al.  Enabling and Enforcing Social Distancing Measures using Smart City and ITS Infrastructures: A COVID-19 Use Case , 2020, ArXiv.

[55]  M. Haghi,et al.  Wearable Devices in Medical Internet of Things: Scientific Research and Commercially Available Devices , 2017, Healthcare informatics research.

[56]  Lai Phuoc Son,et al.  Design an IoT wrist-device for SpO2 measurement , 2017, 2017 International Conference on Advanced Technologies for Communications (ATC).

[57]  B. Li,et al.  Non-contact detection of oxygen saturation based on visible light imaging device using ambient light. , 2013, Optics express.

[58]  Aboul Ella Hassanien,et al.  The prediction of virus mutation using neural networks and rough set techniques , 2016, EURASIP J. Bioinform. Syst. Biol..

[59]  A. L. Schmidt,et al.  Economic and social consequences of human mobility restrictions under COVID-19 , 2020, Proceedings of the National Academy of Sciences.

[60]  Alexander Churkin,et al.  Mutational analysis in RNAs: comparing programs for RNA deleterious mutation prediction , 2011, Briefings Bioinform..

[61]  Petar M. Djuric,et al.  Proximity Detection with RFID: A Step Toward the Internet of Things , 2015, IEEE Pervasive Computing.

[62]  R. Emonet,et al.  Epidemic Contact Tracing via Communication Traces , 2014, PloS one.

[63]  Martha Johanna Sepúlveda,et al.  BlooXY: On a non-invasive blood monitor for the IoT context , 2017, 2017 30th IEEE International System-on-Chip Conference (SOCC).

[64]  M. N. Mohammed,et al.  Toward a novel design for coronavirus detection and diagnosis system using iot based drone technology , 2020 .

[65]  K. Chon,et al.  Monitoring of Heart and Breathing Rates Using Dual Cameras on a Smartphone , 2016, PloS one.

[66]  Ohbyung Kwon,et al.  Acoustic Sensor Based Recognition of Human Activity in Everyday Life for Smart Home Services , 2015, Int. J. Distributed Sens. Networks.

[67]  Wei Xiang,et al.  Internet of Things for Smart Healthcare: Technologies, Challenges, and Opportunities , 2017, IEEE Access.

[68]  Carla Benton,et al.  Millimeter wave radar for remote measurement of vital signs , 2009, 2009 IEEE Radar Conference.

[69]  Toshiya Mitomo,et al.  A 77 GHz 90 nm CMOS transceiver for FMCW radar applications , 2009, 2009 Symposium on VLSI Circuits.

[70]  Walter N. Moss,et al.  Folding and finding RNA secondary structure. , 2010, Cold Spring Harbor perspectives in biology.

[71]  Desney S. Tan,et al.  SoundWave: using the doppler effect to sense gestures , 2012, CHI.

[72]  Yunhao Liu,et al.  From RSSI to CSI , 2013, ACM Comput. Surv..

[73]  Lida Xu,et al.  The internet of things: a survey , 2014, Information Systems Frontiers.

[74]  Paul Kellam,et al.  The dynamics of humoral immune responses following SARS-CoV-2 infection and the potential for reinfection , 2020, The Journal of general virology.

[75]  I. Lauder,et al.  Screening for fever by remote-sensing infrared thermographic camera. , 2006, Journal of travel medicine.

[76]  Mwaffaq Otoom,et al.  An IoT-based framework for early identification and monitoring of COVID-19 cases , 2020, Biomedical Signal Processing and Control.

[77]  Khaled A. Harras,et al.  UbiBreathe: A Ubiquitous non-Invasive WiFi-based Breathing Estimator , 2015, MobiHoc.

[78]  Sandeep K. Sood,et al.  Wearable IoT sensor based healthcare system for identifying and controlling chikungunya virus , 2017, Computers in Industry.

[79]  Peng Hu IoT-based Contact Tracing Systems for Infectious Diseases: Architecture and Analysis , 2020, ArXiv.

[80]  Chao Yang,et al.  PhaseBeat: Exploiting CSI Phase Data for Vital Sign Monitoring with Commodity WiFi Devices , 2017, 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS).

[81]  Aldo Franco Dragoni,et al.  An Internet of Things Approach to Contact Tracing - The BubbleBox System , 2020, Inf..

[82]  Ye Xia,et al.  How to Return to Normalcy: Fast and Comprehensive Contact Tracing of COVID-19 through Proximity Sensing Using Mobile Devices , 2020, ArXiv.

[83]  G. Marrocco,et al.  Epidermal RFID passive sensor for body temperature measurements , 2014, 2014 IEEE RFID Technology and Applications Conference (RFID-TA).

[84]  T. Kuroda,et al.  Human Activity Recognition from Environmental Background Sounds for Wireless Sensor Networks , 2007, 2007 IEEE International Conference on Networking, Sensing and Control.

[85]  Adem Az,et al.  Contact Tracing in the Context of COVID-19: Ethical Issues and Assessment , 2021 .

[86]  Wei Wang,et al.  Understanding and Modeling of WiFi Signal Based Human Activity Recognition , 2015, MobiCom.

[87]  Kayhan Zrar Ghafoor,et al.  A Novel AI-enabled Framework to Diagnose Coronavirus COVID-19 using Smartphone Embedded Sensors: Design Study , 2020, 2020 IEEE 21st International Conference on Information Reuse and Integration for Data Science (IRI).

[88]  Sandeep K. Sood,et al.  Fog Assisted-IoT Enabled Patient Health Monitoring in Smart Homes , 2018, IEEE Internet of Things Journal.

[89]  Doaa Mohey El-Din,et al.  E-Quarantine: A Smart Health System for Monitoring Coronavirus Patients for Remotely Quarantine , 2020, 2005.04187.

[90]  Anupam Agrawal,et al.  A survey on activity recognition and behavior understanding in video surveillance , 2012, The Visual Computer.

[91]  Amir Barati Farimani,et al.  Potential neutralizing antibodies discovered for novel corona virus using machine learning , 2020, Scientific Reports.

[92]  Philip Gorwood,et al.  The consequences of the COVID-19 pandemic on mental health and implications for clinical practice , 2020, European Psychiatry.

[93]  Joe Hasell,et al.  Coronavirus disease (COVID-19) , 2020, Arab Society: A Compendium of Social Statistics.

[94]  A. Tatem,et al.  Effect of non-pharmaceutical interventions to contain COVID-19 in China , 2020, Nature.

[95]  Irmtraud M. Meyer,et al.  On the importance of cotranscriptional RNA structure formation , 2013, RNA.

[96]  M. Syahrul Mubarok,et al.  Energy efficient IoT thermometer based on fuzzy logic for fever monitoring , 2017, 2017 5th International Conference on Information and Communication Technology (ICoIC7).

[97]  David Wetherall,et al.  Recognizing daily activities with RFID-based sensors , 2009, UbiComp.

[98]  Elin A Gursky,et al.  Quarantine and isolation. , 2006, Maryland medicine : MM : a publication of MEDCHI, the Maryland State Medical Society.

[99]  A. Tatem,et al.  Commentary: Containing the Ebola Outbreak - the Potential and Challenge of Mobile Network Data , 2014, PLoS currents.

[100]  Paolo Fornacciari,et al.  IoT Wearable Sensor and Deep Learning: An Integrated Approach for Personalized Human Activity Recognition in a Smart Home Environment , 2019, IEEE Internet of Things Journal.

[101]  Roberto Di Pietro,et al.  IoTrace: A Flexible, Efficient, and Privacy-Preserving IoT-Enabled Architecture for Contact Tracing , 2021, IEEE Communications Magazine.

[102]  Ki H. Chon,et al.  Estimation of Respiratory Rates Using the Built-in Microphone of a Smartphone or Headset , 2016, IEEE Journal of Biomedical and Health Informatics.

[103]  Daniel McDuff,et al.  Biowatch: Estimation of heart and breathing rates from wrist motions , 2015, 2015 9th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth).

[104]  Syed Hassan Ahmed,et al.  Smart Health: A Novel Paradigm to Control the Chickungunya Virus , 2019, IEEE Internet of Things Journal.

[105]  M. Lipsitch,et al.  Projecting the transmission dynamics of SARS-CoV-2 through the postpandemic period , 2020, Science.

[106]  Emanuel B. Rodrigues,et al.  IoT-Based Architecture for Data Analytics of Arboviruses in Smart Cities , 2018, 2018 IEEE Symposium on Computers and Communications (ISCC).

[107]  Danilo De Donno,et al.  An IoT-Aware Architecture for Smart Healthcare Systems , 2015, IEEE Internet of Things Journal.

[108]  D. Dobrea,et al.  An autonomous UAV system for video monitoring of the quarantine zones , 2020 .

[109]  Sugondo Hadiyoso,et al.  Internet of Things: Low Cost and Wearable SpO2 Device for Health Monitoring , 2018 .