Smart technologies driven approaches to tackle COVID-19 pandemic: a review

3 Biotech - Tập 11 - Trang 1-22 - 2021
Hameed Khan1, K. K. Kushwah2, Saurabh Singh3, Harshika Urkude3, Muni Raj Maurya4,5, Kishor Kumar Sadasivuni5
1Department of Computer Science, GRKIST, Jabalpur, India
2Department of Applied Physics, Jabalpur Engineering College, Jabalpur, India
3Department of Computer Science and Engineering, Jabalpur Engineering College, Jabalpur, India
4Mechanical and Industrial Engineering, Qatar University, Doha, Qatar
5Center for Advanced Materials, Qatar University, Doha, Qatar

Tóm tắt

The novel coronavirus infection (COVID-19) is not diminishing without vaccine, but it impinges on human safety and economy can be minimized by adopting smart technology to combat pandemic situation. The implementation of new innovations and novel tactics has proven to be effective in curbing the risk of COVID-19. The present study covers the role of smart technology in mitigating the spread of COVID-19 with specific focus on advancement in the field of drone, robotics, artificial intelligence (AI), mask, and sensor technology. The findings shed light on the robotics and drone technology-driven approaches that have been applied for assisting health system, surveillance, and disinfection process, etc. The AI technology strategies and framework is highlighted in terms of bulk data computing, predicting infection threats, providing medical assistance, and analyzing diagnosis results. Besides this, the technological shift in mask and sensor technology during the pandemic have been illustrated, which includes fabrication method like 3D printing and optical sensing, respectively. Furthermore, the strength, weakness, opportunities, and possible threats that have been shaped by the rigorous implementation of these technologies are also covered in detail.

Tài liệu tham khảo

ABS-CBC NEWS (2020) Red Cross uses RC143 mobile app to fight COVID-19. https://news.abs-cbn.com/news/04/07/20/philippines-coronavirus-covid19-red-cross-mobile-app-rc143. Accessed 28 June 2020 Agostini M, Moja L, Banzi R, Pistotti V, Tonin P, Venneri A, Turolla A (2015) Telerehabilitation and recovery of motor function: a systematic review and meta-analysis. J Telemed Telecare 21:202–213. https://doi.org/10.1177/1357633X15572201 Allam Z, Jones DS (2020) On the coronavirus (COVID-19) outbreak and the smart city network: universal data sharing standards coupled with artificial intelligence (AI) to benefit urban health monitoring and management. Healthcare 8:46–54. https://doi.org/10.3390/healthcare8010046 AlMaadeed MA (2020) Emergent materials and industry 4.0 contribution toward pandemic diseases such as COVID-19. Emerg Mater 3:107–108. https://doi.org/10.1007/s42247-020-00102-4 Alsuliman T, Humaidan D, Sliman L (2020) Machine learning and artificial intelligence in the service of medicine: necessity or potentiality? Curr Res Transl Me. https://doi.org/10.1016/j.retram.2020.01.002InPress Android Freeware (2020) Corona 100m. https://www.androidfreeware.net/download-corona-100m.html. Accessed 2 July 2020 ApkPr.com (2020) CoronApp–Colombia. https://apkpr.com/fr/app/co.gov.ins.guardianes. Accessed 2 July 2020 Apollo (2020) Coronavirus cough and risk scan. https://covid.apollo247.com/. Accessed 2 July 2020 App Store (2020a) COVID-19 NI. https://apps.apple.com/gb/app/covid-19-ni/id1504120600. Accessed 29 June 2020 App Store (2020b) Tarassud. https://apps.apple.com/us/app/tarassud/id1502105746. Accessed 29 June 2020 App Store (2020c) Mawid. https://apps.apple.com/us/app/mawid-%D9%85%D9%88%D8%B9%D8%AF/id1295059205. Accessed 2 July 2020 App Store (2020d) MorChana. https://apps.apple.com/th/app/morchana-%E0%B8%AB%E0%B8%A1%E0%B8%AD%E0%B8%8A%E0%B8%99%E0%B8%B0/id1505185420. Accessed 2 July 2020 Apple (2020) COVID-19 Screening Tool. https://www.apple.com/covid19/. Accessed 29 June 2020 Argentina.gob.ar (2020) COVID-19 Ministerio de Salud. https://www.argentina.gob.ar/aplicaciones/coronavirus. Accessed 29 June 2020 Australian Government Department of Health (2020a) Coronavirus Australia app. https://www.health.gov.au/resources/apps-and-tools/coronavirus-australia-app. Accessed 2 July 2020 Australian Government Department of Health (2020b) COVIDSafe app. https://www.health.gov.au/resources/apps-and-tools/covidsafe-app. Accessed 2 July 2020 Bai X, Fang C, Zhou Y (2020) Predicting COVID-19 malignant progression with AI techniques. MedRxiv. https://doi.org/10.1101/2020.03.20.20037325 BBC (2020a) Coronavirus: China’s Tech Fights Back. https://www.bbc.com/news/technology-51717164. Accessed 26 June 2020 BBC (2020b) Drone-to-door medicines trial takes flight in Ireland. https://www.bbc.com/news/technology-52206660. Accessed 26 June 2020 BBC (2020c) Coronavirus: Drones to deliver NHS supplies to Isle of Wight. https://www.bbc.com/news/technology-52419705. Accessed 28 June 2020 Benevolent (2020) Publications. https://www.benevolent.com/research. Accessed 30 June 2020 Bloomberg (2020)The health-care Startup that’s fast-tracking drone delivery. https://www.bloomberg.com/news/articles/2020-03-25/the-health-care-startup-that-s-fast-tracking-drone-delivery. Accessed 4 July 2020 Bluedot (2020) BlueDot’s outbreak risk software safeguards lives by mitigating exposure to infectious diseases that threaten human health, security, and prosperity. https://bluedot.global/. Accessed 2 July 2020 Breaking Defense (2020) COVID-19: Israel Deploys New Mask & C2 Technologies. https://breakingdefense.com/2020/04/covid-19-israel-deploys-new-mask-c2-technologies/. Accessed 30 June 2020 Business Insider (2020) China is reportedly making people download an Alibaba-backed app that decides whether they'll be quarantined for coronavirus. https://www.businessinsider.com/alibaba-coronavirus-chinese-app-quarantine-color-code-2020-3?r=US&IR=T. Accessed 28 June 2020 Butt C, Gill J, Chun D, Babu BA (2020) Deep learning system to screen coronavirus disease 2019 pneumonia. Appl Intell 22:1–7. https://doi.org/10.1007/s10489-020-01714-3 Carriere J, Fong J, Meyer T, Sloboda R, Husain S, Usmani N, Tavakoli M (2019) An admittance-controlled robotic assistant for semi-autonomous breast ultrasound scanning. Int Sympos Med Robot. https://doi.org/10.1109/ISMR.2019.8710206 Chang SL, Harding N, Zachreson C, Cliff OM, Prokopenko M (2020) Modelling transmission and control of the COVID-19 pandemic in Australia. China Daily (2020) Eyes in the sky helping fight pandemic. https://www.chinadaily.com.cn/a/202004/16/WS5e97bdcba3105d50a3d169b1.html. Accessed 2 July 2020 Chowdhury ME, Rahman T, Khandakar A et al (2020) Can AI help in screening viral and COVID-19 pneumonia? https://arxiv.org/abs/2003.13145 Clay and Milk (2020) Rantizo is using drone technology to sanitize stadiums. https://clayandmilk.com/2020/04/28/rantizo-is-using-drone-technology-to-sanitize-stadiums/. Accessed 28 June 2020 Clean Box (2020) CleanDefense. https://www.cleanboxtech.com/cleandefense. Accessed 30 June 2020 Cliff OM, Harding N, Piraveenan M, Erten EY, Gambhir M, Prokopenko M (2018) Investigating spatiotemporal dynamics and synchrony of influenza epidemics in Australia: an agent-based modelling approach. Simul Model Pract Theory 87:412–431. https://doi.org/10.1016/j.simpat.2018.07.005 Copper 3D (2020) Antimicrobial 3d printing and active materials. https://www.3dprintlife.com/medical-grade-filament/plactive-an1. Accessed 3 July 2020 Corona Fighter (2020) Covid-19 symptom assessment. https://www.testforcovid.co.za/. Accessed 2 July 2020 CubApk (2020)COVID-19-InfoCU. https://cubapk.com/store/cu.sld.COVID_19_InfoCU. Accessed 27 June 2020 Desviralize (2020) Desviralize.org is a voluntarily networked platform, offering local monitoring of the spread of COVID-19. https://desviralize.org/. Accessed 1 July 2020 Enterprise DJI (2020) Innovating to fight covid-19: four ways drones are contributing. https://enterprise.dji.com/news/detail/fight-covid-19-with-drones. Accessed 27 June 2020 Ecns.cn (2020) Robot dog enforcing social distancing in Singapore. http://www.ecns.cn/hd/2020-05-15/detail-ifzwknkv0960244.shtml. Accessed 1 July 2020 EE News Europe (2020) Laser-based photonics test detects Covid-19 from saliva. https://www.eenewseurope.com/news/laser-based-photonics-test-detects-covid-19-saliva. Accessed 4 July 2020 Elavarasan RM, Pugazhendhi R (2020) Restructured society and environment: a review on potential technological strategies to control the COVID-19 pandemic. Sci Total Environ 725:138858–138875. https://doi.org/10.1016/j.scitotenv.2020.138858 Emirates News Agency (2020) New ‘Stay Home' App launched by DoH to reinforce self-quarantine procedures. http://wam.ae/en/details/1395302834693. Accessed 3 July 2020 Erouska (2020) eRouška application. https://erouska.cz/. Accessed 2 July 2020 ERR.ee (2020) First ever drone flight carrying coronavirus patient sample in Estonia. https://news.err.ee/1081652/first-ever-drone-flight-carrying-coronavirus-patient-sample-in-estonia. Accessed 28 June 2020 ET Healthworld (2020) Studies use SIRD model to forecast COVID-19 spread. https://health.economictimes.indiatimes.com/news/industry/studies-use-sird-model-to-forecast-covid-19-spread/74920762. Accessed 2 July 2020 European Parliament (2020) Ten technologies to fight coronavirus. https://www.europarl.europa.eu/RegData/etudes/IDAN/2020/641543/EPRS_IDA(2020)641543_EN.pdf. Accessed 27 June 2020 Evening Standard (2020) Robots offer a contact-free way of getting swabbed for coronavirus. https://www.standard.co.uk/tech/robots-offer-new-coronavirus-swab-technique-a4477396.html. Accessed 2 July 2020 FIERCE Electronics (2020) Drones to fly COVID-19 relief in parts of North Carolina. https://www.fierceelectronics.com/electronics/drones-to-fly-vovid-19-relief-food-and-supplies-parts-north-carolina. Accessed 30 June 2020 Fight Covid (2020) Do I have COVID-19? Self Assessment Survey. https://fightcovid.app/. Accessed 2 July 2020 Fong J, Martinez C, Tavakoli M (2019) Ways to learn a therapist’s patient-specific intervention: robotics-vs Telerobotics-mediated hands-on teaching. Int Conf Robot Autom. https://doi.org/10.1109/ICRA.2019.8793907 Forbes (2020) Could ‘Pandemic Drones’ help slow coronavirus? Probably not—but COVID-19 is a boom for business. https://www.forbes.com/sites/petertaylor/2020/04/25/could-pandemic-drones-help-slow-coronavirus-probably-not-but-covid-19-is-a-boom-for-business/#676276c662a4. Accessed 28 June 2020 Frandroid (2020) Covidom. https://www.frandroid.com/telecharger/apps/covidom. Accessed 29 June 2020 GeoHealthApp (2020) geoHealth Application. https://en.geohealthapp.de/. Accessed 2 July 2020 Ghoshal B, Tucker A (2020) Estimating uncertainty and interpretability in deep learning for coronavirus (COVID-19) detection. Google Play (2020a) Bolivia Segura. https://play.google.com/store/apps/details?id=com.agetic.coronavirusapp&hl=en_US. Accessed 28 June 2020 Google Play (2020b) Coronavírus–SUS. https://play.google.com/store/apps/details?id=br.gov.datasus.guardioes&hl=en. Accessed 28 June 2020 Google Play (2020c) Gok Kerala. https://play.google.com/store/apps/details?id=com.qkopy.prdkerala&hl=en. Accessed 2 July 2020 Google Play (2020d) PIKOBAR Jawa Barat. https://play.google.com/store/apps/details?id=id.go.jabarprov.pikobar&hl=en. Accessed 2 July 2020 Google Play (2020e) beSafeMoris. https://play.google.com/store/apps/details?id=mu.mt.healthapp. Accessed 2 July 2020 Google Play (2020f) Estamos ON-Covid19. https://play.google.com/store/apps/details?id=com.vost.covid19mobile. Accessed 2 July 2020 Google Play (2020g) NCOVI. https://play.google.com/store/apps/details?id=com.vnptit.innovation.ncovi&hl=en. Accessed 2 July 2020 Google Play (2020h) Aarogya Setu. https://play.google.com/store/apps/details?id=nic.goi.aarogyasetu&hl=en. Accessed 2 July 2020 Google Play (2020i) HaMagen (the sheild). https://play.google.com/store/apps/details?id=com.hamagen&hl=en. Accessed 2 July 2020 Google Play (2020j) Smart astana. https://play.google.com/store/apps/details?id=kz.citysoft.smartastana&hl=en. Accessed 2 July 2020 Gouvernement (2020) Covid-19. https://www.gouvernement.fr/info-coronavirus/orientation-medicale. Accessed 2 July 2020 Gov.pl (2020) The home quarantine application: the process of sharing it has started. https://www.gov.pl/web/cyfryzacja/aplikacja-kwarantanna-domowa--ruszyl-proces-jej-udostepniania. Accessed 2 July 2020 Government of Canada (2020) Canada COVID-19 app and self-assessment tool. https://ca.thrive.health/. Accessed 28 June 2020 Government of Spain (2020) COVID-19 self – assessment. https://asistencia.covid19.gob.es/. Accessed 2 July 2020 Gozes O, Frid-Adar M, Greenspan H, Browning P, Zhang H, Ji W, Bernheim A, Siegel E (2020) Rapid AI development cycle for the coronavirus (covid-19) pandemic: Initial results for automated detection & patient monitoring using deep learning CT image analysis. arXiv:2003.05037 GPS WORLD (2020a) China fights coronavirus with delivery drones. https://www.gpsworld.com/china-fights-coronavirus-with-delivery-drones/. Accessed 1 July 2020 GPS World (2020b) Pandemic drones to monitor, detect those with COVID-19. https://www.gpsworld.com/draganfly-camera-and-uav-expertise-to-help-diagnose-coronavirus/. Accessed 4 July 2020 GROLLTEX (2020) Graphene sensors in COVID-19 tests. https://grolltex.com/graphene-sensors-covid-19-tests/. Accessed 3 July 2020 Gub.uy (2020) Coronavirus national plan. https://www.gub.uy/ministerio-salud-publica/coronavirus. Accessed 2 July 2020 Gulf Times (2020) Ehteraz, new app to be launched soon to help enhance preventive measures against Covid-19. https://m.gulf-times.com/story/660433/Ehteraz-new-app-to-be-launched-soon-to-help-enhance-preventive-measures-against-Covid-19 Accessed 25 June 2020 H2 view (2020) Coronavirus: Facemasks delivered by hydrogen-powered drone. https://www.h2-view.com/story/coronavirus-facemasks-delivered-by-hydrogen-powered-drone/. Accessed 3 July 2020 He K, Zhang X, Ren S, Sun J (2016) Deep residual learning for image recognition. In: Proceedings of the IEEE conference on computer vision and pattern recognition, pp 770–778. https://openaccess.thecvf.com/content_cvpr_2016/html/He_Deep_Residual_Learning_CVPR_2016_paper.html Healthcare Packaging (2020) New robots perform COVID-19 swab tests. https://www.healthcarepackaging.com/covid-19/article/21136422/quick-hits-new-robots-perform-covid19-swab-tests. Accessed 30 June 2020 Helsenorge.no (2020) Together we can fight coronavirus – Smittestopp temporarily deactivated. https://helsenorge.no/coronavirus/smittestopp. Accessed 1 July 2020 HIT consultant (2020a) ‘Pandemic Drone’ could detect virus symptoms like COVID-19 in crowds. https://hitconsultant.net/2020/03/27/pandemic-drone-could-detect-virus-symptoms-like-covid-19-in-crowds/#.Xv-7VigzY2x. Accessed 26 June 2020 HIT Consultant (2020b) Israeli government adopts touchless remote monitoring to detect COVID-19 symptoms. https://hitconsultant.net/2020/04/16/israeli-government-adopts-touchless-remote-monitoring-to-detect-covid-19-symptoms/#.XvJnNZozbIV. Accessed 2 July 2020 Hu Z, Ge Q, Jin L, Xiong M (2020) Artificial intelligence forecasting of covid-19 in China, pp 1–14. arXiv:2002.07112 Inside Unmanned Systems (2020) DDC partners with GlobalMedic to service first nation community during coronavirus pandemic. https://insideunmannedsystems.com/ddc-partners-with-globalmedic-to-service-first-nation-community-during-coronavirus-pandemic/?utm_source=Airborne+International+Response+Team+%28AIRT%29+News+Li%20t&utm_campaign=968ae467a1-EMAIL_CAMPAIGN_2020_06_21_12_26&utm_medium=email&utm_term=0_2ecada6f57-968ae467a1-402412734 . Accessed 1 July 2020 International Airport Review (2020) Hamad Airport implements new technologies for post-COVID-19 era. https://www.internationalairportreview.com/news/117582/hia-hamad-airport-preparations-post-covid19/. Accessed 30 June 2020 Intuitive (2020) Your surgeon in control. https://www.davincisurgery.com/da-vinci-systems/about-da-vinci-systems. Accessed 27 June 2020 Ishack S, Lipner SR (2020) Applications of 3D printing technology to address COVID-19 related supply shortages. Am J Med 133:771–773. https://doi.org/10.1016/j.amjmed.2020.04.002 ITN (2020a) Infervision in the frontlines against the coronavirus. https://www.itnonline.com/content/infervision-frontlines-against-coronavirus. Accessed 4 July 2020 ITN (2020b) Dutch companies offer free innovative COVID-19 AI software. https://www.itnonline.com/content/dutch-companies-offer-free-innovative-covid-19-ai-software. Accessed 28 June 2020 Javaid M, Haleem A, Vaishya R, Bahl S, Suman R, Vaish A (2020) Industry 4.0 technologies and their applications in fighting COVID-19 pandemic. Diabetes Metab Syndr 14:419–422. https://doi.org/10.1016/j.dsx.2020.04.032 Jin C, Chen W, Cao Y et al (2020) Development and evaluation of an AI system for COVID-19 diagnosis. medRxiv. https://doi.org/10.1101/2020.03.20.20039834 Karvekar SB (2019). Smartphone-based human fatigue detection in an industrial environment using gait analysis. https://scholarworks.rit.edu Ke YY, Peng TT, Yeh TK (2020) Artificial intelligence approach fighting COVID-19 with repurposing drugs. Biomed J. https://doi.org/10.1016/j.bj.2020.05.001 Kementerian Kesihatan (2020) Ministry of Health. https://www.healthinfo.gov.bn/smartguide/user/login?callback=https%3A%2F%2Fwww.healthinfo.gov.bn%2F%23%2Fhome. Accessed 28 June 2020 Kumar A, Gupta PK, Srivastava A (2020) A review of modern technologies for tackling COVID-19 pandemic. Diabetes Metab Syndr 14:569–573. https://doi.org/10.1016/j.dsx.2020.05.008 La Opinion (2020) Utilizan drones para llevar pruebas de coronavirus. https://laopinion.com/2020/04/29/utilizan-drones-para-llevar-pruebas-de-coronavirus/. Accessed 27 June 2020 LabMedica (2020) coronavirus detecting breathing device could potentially give a diagnosis in less than one minute. https://www.labmedica.com/covid-19/articles/29427/coronavirus-detecting-breathing-device-could-potentially-give-a-diagnosis-in-less-than-one-minute.html. Accessed 24 June 2020 Lai CC, Shih TP, Ko WC, Tang HJ, Hsueh PR (2020) Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and corona virus disease-2019 (COVID-19): the epidemic and the challenges. Int J Antimicrob Agents 55:105924–105932. https://doi.org/10.1016/j.ijantimicag.2020.105924 Li L, Qin L, Xu Z et al (2020) Using artificial intelligence to detect COVID-19 and community-acquired pneumonia based on pulmonary CT: evaluation of the diagnostic accuracy. Radiology 296:E65–E71. https://doi.org/10.1148/radiol.2020200905 Maghdid HS, Asaad AT, Ghafoor K.Z, Sadiq AS, Khan MK (2020a) Diagnosing COVID-19 pneumonia from X-ray and CT images using deep learning and transfer learning algorithms. arXiv:2004.00038 Maghdid HS, Ghafoor KZ, Sadiq AS, Curran K, Rabie K (2020b) A novel AI-enabled framework to diagnose coronavirus covid 19 using smartphone embedded sensors: Design study, pp 1–7. arXiv:2003.07434 Marchese M, Capannolo A, Lombardi L, Di Carlo M, Marinangeli F, Fusco P (2020) Use of a modified ventilation mask to avoid aerosolizing spread of droplets for short endoscopic procedures during coronavirus COVID-19 outbreak. Gastrointest Endosc 92:439–440. https://doi.org/10.1016/j.gie.2020.03.3853 Medgadget (2020) Flexible throat sensor powered by AI to track COVID-19 symptoms. https://www.medgadget.com/2020/05/flexible-throat-sensor-powered-by-ai-to-track-covid-19.html. Accessed 1 July 2020 Medical Expo e-mag (2020) Covid-19: developing high tech protective masks. http://emag.medicalexpo.com/covid-19-development-of-high-tech-protective-masks/. Accessed 30 June 2020 Mirza M, Osindero S (2014) Conditional generative adversarial nets, pp 1–7. arXiv:1411.1784 Mishra B, Garg D, Narang P, Mishra V (2020) Drone-surveillance for search and rescue in natural disaster. Comput Commun 156:1–10. https://doi.org/10.1016/j.comcom.2020.03.012 Mobi Health News (2020) SPHCC employs IoT tech and wearable sensors to monitor COVID-19 patients. https://www.mobihealthnews.com/news/asia-pacific/sphcc-employs-iot-tech-and-wearable-sensors-monitor-covid-19-patients. Accessed 3 July 2020 Mohammed MN, Syamsudin H, Al-Zubaidi S, Yusuf E (2020) Novel COVID-19 detection and diagnosis system using IOT based smart helmet. J Psychosoc Rehabilit 24:2296–2303. https://doi.org/10.37200/IJPR/V24I7/PR270221 Moph Information System (2020) COVID-19 self screening. https://covid19.health.gov.gy/apps/f?p=100:52:15173457806101. Accessed 2 July 2020 moveUP.care (2020) COVID-19. https://www.moveup.care/covid. Accessed 29 June 2020 Narin A, Kaya C, Pamuk Z (2020) Automatic detection of coronavirus disease (covid-19) using x-ray images and deep convolutional neural networks. arXiv:2003.10849 Nemati E, Rahman MM, Nathan V, Vatanparvar K, Kuang J (2019) A comprehensive approach for cough type detection. IEEE/ACM-CHASE. https://doi.org/10.1109/CHASE48038.2019.00013 NEWS (2020) Researchers working on smartphone sensor to detect COVID-19. https://www.wwnytv.com/2020/05/11/researchers-working-smartphone-sensor-detect-covid-/. Accessed 4 July 2020 News Ghana (2020) Ghana launches COVID-19 tracking app. https://newsghana.com.gh/ghana-launches-covid-19-tracking-app/. Accessed 2 July 2020 New Vision (2020) COVID-19: nurses use app to reach patients. https://www.newvision.co.ug/news/1517622/covid-19-nurses-app-reach-patients Accessed 2 July 202. Nguyen TT (2020) Artificial intelligence in the battle against coronavirus (COVID-19): a survey and future research directions. Preprint. https://doi.org/10.13140/RG.2.2.36491.23846 NHSX (2020) Driving forward the digital transformation of health and social care. https://www.nhsx.nhs.uk/. Accessed 4 July 2020 Nikkei Asian Review (2020a) JD.com makes drone deliveries as coronavirus cuts off usual modes. https://asia.nikkei.com/Spotlight/Coronavirus/JD.com-makes-drone-deliveries-as-coronavirus-cuts-off-usual-modes. Accessed 26 June 2020 Nikkei Asian review (2020b) Robots help China manage the coronavirus pandemic. https://asia.nikkei.com/Business/China-tech/Robots-help-China-manage-the-coronavirus-pandemic. Accessed June 27 2020 North Eastern University (2020) Sensors to detect COVID-19 diagnosis instantly. https://coe.northeastern.edu/news/sensors-to-detect-covid-19-diagnosis-instantly/. Accessed 2 July 2020 NUST (2020) NUST launches COVID-19 website and mobile app. https://www.nust.na/?q=news/nust-launches-covid-19-website-and-mobile-app. Accessed 27 June 2020 OECD.AI (2020) AI-powered COVID-19 watch https://www.oecd.ai/covid. Accessed 26 July 2020 PlazaPublica (2020) Sigue en vivo la evolución del COVID-19 con esta app de la Landívar. https://www.plazapublica.com.gt/content/sigue-en-vivo-la-evolucion-del-covid-19-con-esta-app-de-la-landivar. Accessed 29 June 2020 Poljak M, Šterbenc A (2020) Use of drones in clinical microbiology and infectious diseases: current status, challenges and barriers. Clin Microbiol Infect 26:425–430. https://doi.org/10.1016/j.cmi.2019.09.014 Priye A, Wong S, Bi Y, Carpio M et al (2016) Lab-on-a-drone: toward pinpoint deployment of smartphone-enabled nucleic acid-based diagnostics for mobile health care. Anal Chem 88:4651–4660. https://doi.org/10.1021/acs.analchem.5b04153 Qiu G, Gai Z, Tao Y, Schmitt J, Kullak-Ublick GA, Wang J (2020) Dual-functional plasmonic photothermal zz for highly accurate severe acute respiratory syndrome coronavirus 2 detection. ACS Nano 14:5268–5277. https://doi.org/10.1021/acsnano.0c02439 Quantum systems (2020) Drone delivers Covid-19 tests to laboratory in less than seven minutes. https://www.quantum-systems.com/2020/06/04/drone-delivers-covid-19-tests-to-laboratory-in-less-than-seven-minutes/. Accessed 29 June 2020 Redbird (2020) How Covid-19 is developing in Ghana. https://app.redbird.co/auth/covid-19/get-started. Accessed 2 July 2020 Reuters (2020) Chilean seniors look to the sky for medicine and masks. https://uk.reuters.com/article/health-coronavirus-chile-drone/chilean-seniors-look-to-the-sky-for-medicine-and-masks-idUKL1N2C817V. Accessed 25 June 2020 Rise Up (2020) COVTRACER. https://covid-19.rise.org.cy/en/ Accessed 28 June 2020 Roldán Jiménez C, Bennett P, Ortiz García A, Cuest Vargas AI (2019) Fatigue detection during sit-to-stand test based on surface electromyography and acceleration: a case study. Sensors 19:4202. https://doi.org/10.3390/s19194202 Salzburg Global Seminar (2020) Japan-India transformative technology network. https://www.salzburgglobal.org/multi-year-series/jittn.html. Accessed 4 July 2020 Scalefocus (2020) Prevent and assist in the fight against COVID-19. https://virusafe.info/. Accessed 29 June 2020 Schwartz A, Stiegel M, Greeson N et al (2020) Decontamination and reuse of N95 respirators with hydrogen peroxide vapor to address worldwide personal protective equipment shortages during the SARS-CoV-2 (COVID-19) pandemic. Appl Biosaf 25:67–70. https://doi.org/10.1177/1535676020919932 SensorTower (2020) Mahakavach. https://sensortower.com/android/in/maharashtra-state-innovation-society/app/mahakavach/com.mahakavach/overview. Accessed 3 July 2020 Seo G, Lee G, Kim MJ et al (2020) Rapid detection of COVID-19 causative virus (SARS-CoV-2) in human nasopharyngeal swab specimens using field-effect transistor-based biosensor. ACS Nano 14:5135–5142. https://doi.org/10.1021/acsnano.0c02823 Simple Flying (2020) Doha hamad airport launches coronavirus helmets and disinfection robots. https://simpleflying.com/doha-hamad-airport-launches-coronavirus-helmets-disinfection-robots/. Accessed 29 June 2020 Singh RP, Javaid M, Haleem A, Suman R (2020) Internet of things (IoT) applications to fight against COVID-19 pandemic. Diabetes Metab Syndr 14:521–524. https://doi.org/10.1016/j.dsx.2020.04.041 STAT (2020) Surge in patients overwhelms telehealth services amid coronavirus pandemic. https://www.statnews.com/2020/03/17/telehealth-services-overwhelmed-amid-coronavirus-pandemic/. Accessed 27 June 2020 Stopp Corona (2020) The app in the fight against coronavirus. https://www.stopp-corona.at/. Accessed 29 June 2020 Story A, Aldridge RW, Smith CM et al (2019) Smartphone-enabled video-observed versus directly observed treatment for tuberculosis: a multicentre, analyst-blinded, randomised, controlled superiority trial. Lancet 393:1216–1224. https://doi.org/10.1016/S0140-6736(18)32993-3 Supply Chaindive (2020) JD Logistics deploys autonomous shuttles, drones for last-mile deliveries in coronavirus quarantine zones. https://www.supplychaindive.com/news/jd-logistics-autonomous-drones-deliveries-coronavirus/571875/. Accessed 25 June 2020 Synced (2020) AI enables doctors to diagnose COVID-19 infection in seconds. https://syncedreview.com/2020/02/27/ai-enables-doctors-to-diagnose-covid-19-infection-in-seconds/. Accessed 4 July 2020 Tao R, Ocampo R, Fong J, Soleymani A, Tavakoli M (2020) Modeling and emulating a physiotherapist’s role in robot-assisted rehabilitation. Adv Intell Syst 2:1900181. https://doi.org/10.1002/aisy.201900181 Tavakoli M, Carriere J, Torabi A (2020) Robotics, smart wearable technologies, and autonomous intelligent systems for healthcare during the COVID-19 pandemic: an analysis of the state of the art and future vision. Adv Intell Syst 2:2000071. https://doi.org/10.1002/aisy.202000071 Techcrunch (2020) France is officially working on ‘Stop Covid’ contact-tracing app. https://techcrunch.com/2020/04/08/france-is-officially-working-on-stop-covid-contact-tracing-app/. Accessed 28 June 2020 Technology Org (2020) AI algorithm detects coronavirus infections in patients from CT scans with 96% accuracy. https://www.technology.org/2020/03/01/ai-algorithm-detects-coronavirus-infections-in-patients-from-ct-scans-with-96-accuracy/. Accessed 27 June 2020 TechRepublic (2020) Artificial intelligence is predicting coronavirus outbreaks before they start. https://www.techrepublic.com/article/artificial-intelligence-is-predicting-coronavirus-outbreaks-before-they-start/. Accessed 1 July 2020 The Government of Honkong (2020) “StayHomeSafe” Mobile App User Guide. https://www.coronavirus.gov.hk/eng/stay-home-safe.html Accessed 2 July 2020 The Guardian (2020) Drone deliveries soar in rural Scotland during coronavirus outbreak. https://www.theguardian.com/uk-news/2020/may/29/drone-deliveries-soar-in-rural-scotland-during-coronavirus-outbreak. Accessed 30 June 2020 The Japan Times (2020) Free Japanese-language medical app offers advice about coronavirus. https://www.japantimes.co.jp/news/2020/02/23/national/science-health/free-japanese-language-medical-app-offers-advice-coronavirus/#.XveU8m0zbIV Accessed 2 July 2020 The National (2020) Coronavirus: reusable face masks to ease UAE eco concerns. https://www.thenational.ae/uae/health/coronavirus-reusable-face-masks-to-ease-uae-eco-concerns-1.1024300. Accessed 4 July 2020 The Peninsula (2020) Robots may become heroes in war on coronavirus. https://www.thepeninsulaqatar.com/article/09/04/2020/Robots-may-become-heroes-in-war-on-coronavirus. Accessed 30 June 2020 The Phnom Penh Post (2020) Covid-19 app contest launched. https://www.phnompenhpost.com/national/covid-19-app-contest-launched. Accessed 28 June 2020 The Times of India (2020) These face masks that use new technology could actually kill virus. https://timesofindia.indiatimes.com/city/rajkot/these-face-masks-that-use-new-tech-could-actually-kill-virus/articleshow/75130514.cms. Accessed 3 July 2020 The World (2020) In fight against coronavirus, Ghana uses drones to speed up testing. https://www.pri.org/stories/2020-04-23/fight-against-coronavirus-ghana-uses-drones-speed-testing. Accessed 27 June 2020 Tracetogether (2020) Tracetogether Application. https://www.tracetogether.gov.sg/. Accessed 2 July 2020 Twitter (2020a) It might be the largest-scale civil drone delivery in real use in the world as of today: SF express drone delivery in Hubei province, China during coronavirus. https://twitter.com/chineseflyer/status/1239868955579293699. Accessed 2 July 2020 Twitter (2020b) AUVSI Headquarters:Alphabet's #drone delivery company wing has seen a surge in demand in recent weeks, making over 1,000 deliveries in the last two weeks. Delivery numbers have doubled in the US and Australia. https://twitter.com/AUVSI/status/1248290844513353728. Accessed 02 July 2020 Twitter (2020c) Turkey uses a drone to deliver bread to his costumers during the coronavirus lockdown. https://twitter.com/fatihcagrii/status/1252558855608958976?s=12. Accessed 29 June 2020 UAS Magazine (2020) Italian drone dealer creates delivery box for swabs, COVID meds. http://uasmagazine.com/articles/2146/italian-drone-dealer-creates-delivery-box-for-swabs-covid-meds. Accessed 28 June 2020 Udugama B, Kadhiresan P, Kozlowski HN et al (2020) Diagnosing COVID-19: the disease and tools for detection. ACS Nano 14:3822–3835. https://doi.org/10.1021/acsnano.0c02624 Vacca A, Onishi H (2017) Drones: military weapons, surveillance or mapping tools for environmental monitoring? The need for legal framework is required. Transp Res Proced 25:51–62. https://doi.org/10.1016/j.trpro.2017.05.209 Vhaduri S, Van Kessel T, Ko B, Wood D, Wang S, Brunschwiler T (2019) Nocturnal cough and snore detection in noisy environments using smartphone-microphones. IEEE (ICHI). https://doi.org/10.1109/ICHI.2019.8904563 We Robotics (2020) How delivery drones are being used to tackle COVID-19. https://blog.werobotics.org/2020/04/25/cargo-drones-covid-19/. Accessed 02 July 2020 Wang S, Kang B, Ma J, Zeng X, Xiao M et al (2020) A deep learning algorithm using CT images to screen for corona virus disease (COVID-19). medrxiv. https://doi.org/10.1101/2020.02.14.20023028 WHO (2020) Declaration of public health emergency of international concern. https://www.who.int/emergencies/diseases/novel-coronavirus-2019/events-as-they-happen. Accessed 27 June 2020 Ye Y, Hou S, Fan Y, Qian Y, Zhang Y, Sun S, Peng Q, Laparo K (2020) α-Satellite: an AI-driven System and benchmark datasets for hierarchical community-level risk assessment to help combat COVID-19. IEEE J Biomed Inform. https://doi.org/10.1109/JBHI.2020.3009314 Yuan M, Yin W, Tao Z, Tan W, Hu Y (2020) Association of radiologic findings with mortality of patients infected with 2019 novel coronavirus in Wuhan, China. PLoS ONE 15:e0230548–e0230558. https://doi.org/10.1371/journal.pone.0230548 Zachreson C, Fair KM, Cliff OM, Harding N, Piraveenan M, Prokopenko M (2018) Urbanization affects peak timing, prevalence, and bimodality of influenza pandemics in Australia: results of a census-calibrated model. Sci Adv 4:eaau5294. https://doi.org/10.1126/sciadv.aau5294 ZD Net (2020) Google DeepMind’s effort on COVID-19 coronavirus rests on the shoulders of giants. https://www.zdnet.com/article/google-deepminds-effort-on-covid-19-coronavirus-rests-on-the-shoulders-of-giants/. Accessed 3 July 2020