Nothing Special   »   [go: up one dir, main page]

skip to main content
research-article
Public Access

FaceBit: Smart Face Masks Platform

Published: 30 December 2021 Publication History

Abstract

The COVID-19 pandemic has dramatically increased the use of face masks across the world. Aside from physical distancing, they are among the most effective protection for healthcare workers and the general population. Face masks are passive devices, however, and cannot alert the user in case of improper fit or mask degradation. Additionally, face masks are optimally positioned to give unique insight into some personal health metrics. Recognizing this limitation and opportunity, we present FaceBit: an open-source research platform for smart face mask applications. FaceBit's design was informed by needfinding studies with a cohort of health professionals. Small and easily secured into any face mask, FaceBit is accompanied by a mobile application that provides a user interface and facilitates research. It monitors heart rate without skin contact via ballistocardiography, respiration rate via temperature changes, and mask-fit and wear time from pressure signals, all on-device with an energy-efficient runtime system. FaceBit can harvest energy from breathing, motion, or sunlight to supplement its tiny primary cell battery that alone delivers a battery lifetime of 11 days or more. FaceBit empowers the mobile computing community to jumpstart research in smart face mask sensing and inference, and provides a sustainable, convenient form factor for health management, applicable to COVID-19 frontline workers and beyond.

Supplementary Material

curtiss (curtiss.zip)
Supplemental movie, appendix, image and software files for, FaceBit: Smart Face Masks Platform

References

[1]
[n.d.]. BLE power consumption using CORDIO stack too high. Issue #10669. ARMmbed/mbed-os. https://github.com/ARMmbed/mbed-os/issues/10669
[2]
[n.d.]. Making masks smarter and safer against COVID-19. https://jacobsschool.ucsd.edu/news/release/3206. Accessed: 2021--02-13.
[3]
Joshua Adkins, Branden Ghena, Neal Jackson, Pat Pannuto, Samuel Rohrer, Bradford Campbell, and Prabal Dutta. 2018. The signpost platform for city-scale sensing. In 2018 17th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN). IEEE, 188--199.
[4]
Rawan Alharbi, Mariam Tolba, Lucia C Petito, Josiah Hester, and Nabil Alshurafa. 2019. To mask or not to mask? balancing privacy with visual confirmation utility in activity-oriented wearable cameras. Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies 3, 3 (2019), 1--29.
[5]
Reef Einoch Amor, Morad K Nakhleh, Orna Barash, and Hossam Haick. 2019. Breath analysis of cancer in the present and the future. European Respiratory Review 28, 152 (2019).
[6]
Michael P Andersen, Hyung-Sin Kim, and David E Culler. 2017. Hamilton: a cost-effective, low power networked sensor for indoor environment monitoring. In Proceedings of the 4th ACM International Conference on Systems for Energy-Efficient Built Environments. 1--2.
[7]
Nivedita Arora, Steven L Zhang, Fereshteh Shahmiri, Diego Osorio, Yi-Cheng Wang, Mohit Gupta, Zhengjun Wang, Thad Starner, Zhong Lin Wang, and Gregory D Abowd. 2018. SATURN: A thin and flexible self-powered microphone leveraging triboelectric nanogenerator. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2, 2 (2018), 1--28.
[8]
Abdelkareem Bedri, Diana Li, Rushil Khurana, Kunal Bhuwalka, and Mayank Goel. 2020. Fitbyte: Automatic diet monitoring in unconstrained situations using multimodal sensing on eyeglasses. In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems. 1--12.
[9]
Giorgio Biagetti, Paolo Crippa, Laura Falaschetti, Simone Orcioni, and Claudio Turchetti. 2018. Human activity monitoring system based on wearable sEMG and accelerometer wireless sensor nodes. Biomedical engineering online 17, 1 (2018), 1--18.
[10]
Nam Bui, Nhat Pham, Jessica Jacqueline Barnitz, Zhanan Zou, Phuc Nguyen, Hoang Truong, Taeho Kim, Nicholas Farrow, Anh Nguyen, Jianliang Xiao, Robin Deterding, Thang Dinh, and Tam Vu. 2019. EBP: A Wearable System For Frequent and Comfortable Blood Pressure Monitoring From User's Ear. In The 25th Annual International Conference on Mobile Computing and Networking. Association for Computing Machinery, New York, NY, USA, Article 53, 17 pages. https://doi.org/10.1145/3300061.3345454
[11]
Andrew Carek and Christian Holz. 2018. Naptics: Convenient and continuous blood pressure monitoring during sleep. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2, 3 (2018), 1--22.
[12]
Andrew M Carek, Jordan Conant, Anirudh Joshi, Hyolim Kang, and Omer T Inan. 2017. SeismoWatch: wearable cuffless blood pressure monitoring using pulse transit time. Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies 1, 3 (2017), 1--16.
[13]
Giovanna E Carpagnano, Maria P Foschino-Barbaro, Corrado Crocetta, Donato Lacedonia, Valerio Saliani, Luigi Davide Zoppo, and Peter J Barnes. 2017. Validation of the exhaled breath temperature measure: Reference values in healthy subjects. Chest 151, 4 (2017), 855--860.
[14]
Robert G. Carroll. 2007. 9 - Integrated Cardiovascular Function. In Elsevier's Integrated Physiology, Robert G. Carroll (Ed.). Mosby, Philadelphia, 91--98. https://doi.org/10.1016/B978-0-323-04318-2.50015-7
[15]
Sejin Choi, Ryeol Park, Nahmkeon Hur, and Wonjung Kim. 2020. Evaluation of wearing comfort of dust masks. Plos one 15, 8 (2020), e0237848.
[16]
CNBC. 2021. Global Covid cases on track to add 100 million by early next year without help to poorer nations, WHO says. https://www.cnbc.com/2021/08/11/who-says-the-world-is-on-track-to-surpass-300-million-covid-cases-early-next-year.html. Accessed: 2021--08-01.
[17]
Marie Therese Cooney, Erkki Vartiainen, Tinna Laakitainen, Anne Juolevi, Alexandra Dudina, and Ian M Graham. 2010. Elevated resting heart rate is an independent risk factor for cardiovascular disease in healthy men and women. American heart journal 159, 4 (2010), 612--619.
[18]
Jasper De Winkel, Vito Kortbeek, Josiah Hester, and Przemysław Pawełczak. 2020. Battery-free game boy. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 4, 3 (2020), 1--34.
[19]
Scott Duncan, Tom Stewart, Lisa Mackay, Jono Neville, Anantha Narayanan, Caroline Walker, Sarah Berry, and Susan Morton. 2018. Wear-time compliance with a dual-accelerometer system for capturing 24-h behavioural profiles in children and adults. International journal of environmental research and public health 15, 7 (2018), 1296.
[20]
Prabal Dutta, Jonathan Hui, Jaein Jeong, Sukun Kim, Cory Sharp, Jay Taneja, Gilman Tolle, Kamin Whitehouse, and David Culler. 2006. Trio: enabling sustainable and scalable outdoor wireless sensor network deployments. In 2006 5th International Conference on Information Processing in Sensor Networks. IEEE, 407--415.
[21]
Begum Egilmez, Emirhan Poyraz, Wenting Zhou, Gokhan Memik, Peter Dinda, and Nabil Alshurafa. 2017. UStress: Understanding college student subjective stress using wrist-based passive sensing. In 2017 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops). IEEE, 673--678.
[22]
Emre Ertin, Nathan Stohs, Santosh Kumar, Andrew Raij, Mustafa Al'Absi, and Siddharth Shah. 2011. AutoSense: unobtrusively wearable sensor suite for inferring the onset, causality, and consequences of stress in the field. In Proceedings of the 9th ACM conference on embedded networked sensor systems. 274--287.
[23]
U.S. Centers for Diseases Control and Prevention. 2021. Interim Public Health Recommendations for Fully Vaccinated People. https://www.cdc.gov/coronavirus/2019-ncov/vaccines/fully-vaccinated-guidance.html. Accessed: 2021--08-01.
[24]
MDP Garcia-Souto and P Dabnichki. 2018. Non-invasive and wearable early fever detection system for young children. Measurement 116 (2018), 216--229.
[25]
Laurent Giovangrandi, Omer T Inan, Richard M Wiard, Mozziyar Etemadi, and Gregory TA Kovacs. 2011. Ballistocardiography---a method worth revisiting. In 2011 annual international conference of the IEEE engineering in medicine and biology society. IEEE, 4279--4282.
[26]
Jan Gralton and Mary-Louise McLaws. 2010. Protecting healthcare workers from pandemic influenza: N95 or surgical masks? Critical care medicine 38, 2 (2010), 657--667.
[27]
Lin Gu and John A Stankovic. 2006. t-kernel: Providing reliable OS support to wireless sensor networks. In Proceedings of the 4th international conference on Embedded networked sensor systems. 1--14.
[28]
Chih-Chieh Han, Ram Kumar, Roy Shea, Eddie Kohler, and Mani Srivastava. 2005. A dynamic operating system for sensor nodes. In Proceedings of the 3rd international conference on Mobile systems, applications, and services. 163--176.
[29]
Yandell Henderson. 1905. The mass-movements of the circulation as shown by a recoil curve. American Journal of Physiology-Legacy Content 14, 3 (1905), 287--298.
[30]
Javier Hernandez, Yin Li, James M Rehg, and Rosalind W Picard. 2014. Bioglass: Physiological parameter estimation using a head-mounted wearable device. In 2014 4th International Conference on Wireless Mobile Communication and Healthcare-Transforming Healthcare Through Innovations in Mobile and Wireless Technologies (MOBIHEALTH). IEEE, 55--58.
[31]
Javier Hernandez, Daniel McDuff, Karen Quigley, Pattie Maes, and Rosalind W Picard. 2018. Wearable motion-based heart rate at rest: A workplace evaluation. IEEE journal of biomedical and health informatics 23, 5 (2018), 1920--1927.
[32]
Josiah Hester, Travis Peters, Tianlong Yun, Ronald Peterson, Joseph Skinner, Bhargav Golla, Kevin Storer, Steven Hearndon, Kevin Freeman, Sarah Lord, Ryan Halter, David Kotz, and Jacob Sorber. 2016. Amulet: An Energy-Efficient, Multi-Application Wearable Platform. In Proceedings of the 14th ACM Conference on Embedded Network Sensor Systems (SenSys '16). ACM, New York, NY, USA, 216--229. https://doi.org/10.1145/2994551.2994554
[33]
Steve Hodges, Lyndsay Williams, Emma Berry, Shahram Izadi, James Srinivasan, Alex Butler, Gavin Smyth, Narinder Kapur, and Ken Wood. 2006. SenseCam: A retrospective memory aid. In International Conference on Ubiquitous Computing. Springer, 177--193.
[34]
Christian Holz and Edward J Wang. 2017. Glabella: Continuously sensing blood pressure behavior using an unobtrusive wearable device. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 1, 3 (2017), 1--23.
[35]
Neal Jackson, Joshua Adkins, and Prabal Dutta. 2019. Capacity over capacitance for reliable energy harvesting sensors. In Proceedings of the 18th International Conference on Information Processing in Sensor Networks. 193--204.
[36]
Xiaofan Jiang, Joseph Polastre, and David Culler. 2005. Perpetual environmentally powered sensor networks. In IPSN 2005. Fourth International Symposium on Information Processing in Sensor Networks, 2005. IEEE, 463--468.
[37]
Prad Kadambi, Abinash Mohanty, Hao Ren, Jaclyn Smith, Kevin McGuinnes, Kimberly Holt, Armin Furtwaengler, Roberto Slepetys, Zheng Yang, Jae-sun Seo, et al. 2018. Towards a wearable cough detector based on neural networks. In 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2161--2165.
[38]
Mustafa Emre Karagozler, Ivan Poupyrev, Gary K. Fedder, and Yuri Suzuki. 2013. Paper Generators: Harvesting Energy from Touching, Rubbing and Sliding. In Proceedings of the 26th Annual ACM Symposium on User Interface Software and Technology (UIST '13). Association for Computing Machinery, New York, NY, USA, 23--30. https://doi.org/10.1145/2501988.2502054
[39]
Ali Kiaghadi, Seyedeh Zohreh Homayounfar, Jeremy Gummeson, Trisha Andrew, and Deepak Ganesan. 2019. Phyjama: physiological sensing via fiber-enhanced pyjamas. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 3, 3 (2019), 1--29.
[40]
Chang-Sei Kim, Stephanie L Ober, M Sean McMurtry, Barry A Finegan, Omer T Inan, Ramakrishna Mukkamala, and Jin-Oh Hahn. 2016. Ballistocardiogram: Mechanism and potential for unobtrusive cardiovascular health monitoring. Scientific reports 6, 1 (2016), 1--6.
[41]
Jayoung Kim, Somayeh Imani, William R de Araujo, Julian Warchall, Gabriela Valdés-Ramírez, Thiago RLC Paixão, Patrick P Mercier, and Joseph Wang. 2015. Wearable salivary uric acid mouthguard biosensor with integrated wireless electronics. Biosensors and Bioelectronics 74 (2015), 1061--1068.
[42]
Juha M Kortelainen, Martin O Mendez, Anna Maria Bianchi, Matteo Matteucci, and Sergio Cerutti. 2010. Sleep staging based on signals acquired through bed sensor. IEEE Transactions on Information Technology in Biomedicine 14, 3 (2010), 776--785.
[43]
Gierad Laput, Karan Ahuja, Mayank Goel, and Chris Harrison. 2018. Ubicoustics: Plug-and-play acoustic activity recognition. In Proceedings of the 31st Annual ACM Symposium on User Interface Software and Technology. 213--224.
[44]
Ping-Ing Lee, Ya-Li Hu, Po-Yen Chen, Yhu-Chering Huang, and Po-Ren Hsueh. 2020. Are children less susceptible to COVID-19? Journal of Microbiology, Immunology, and Infection 53, 3 (2020), 371.
[45]
Phil Levis and David Culler. 2002. Mate: a virtual machine for tiny networked sensors. In Proceedings of the ACM Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS), Vol. 10.
[46]
Philip Levis, Samuel Madden, Joseph Polastre, Robert Szewczyk, Kamin Whitehouse, Alec Woo, David Gay, Jason Hill, Matt Welsh, Eric Brewer, et al. 2005. TinyOS: An operating system for sensor networks. In Ambient intelligence. Springer, 115--148.
[47]
Ping Li, Ramy Meziane, Martin J-D Otis, Hassan Ezzaidi, and Philippe Cardou. 2014. A Smart Safety Helmet using IMU and EEG sensors for worker fatigue detection. In 2014 IEEE International Symposium on Robotic and Sensors Environments (ROSE) Proceedings. IEEE, 55--60.
[48]
Konrad Lorincz, Bor-rong Chen, Geoffrey Werner Challen, Atanu Roy Chowdhury, Shyamal Patel, Paolo Bonato, Matt Welsh, et al. 2009. Mercury: a wearable sensor network platform for high-fidelity motion analysis. In SenSys, Vol. 9. 183--196.
[49]
JJM Lut and M Goddijn. 2020. Smart Personal Protective Equipment: Sensing and Control: The future of face masks. (2020).
[50]
Dong Ma, Guohao Lan, Mahbub Hassan, Wen Hu, and Sajal K Das. 2019. Sensing, computing, and communications for energy harvesting IoTs: A survey. IEEE Communications Surveys & Tutorials 22, 2 (2019), 1222--1250.
[51]
Takuya Maekawa, Yutaka Yanagisawa, Yasue Kishino, Katsuhiko Ishiguro, Koji Kamei, Yasushi Sakurai, and Takeshi Okadome. 2010. Object-based activity recognition with heterogeneous sensors on wrist. In International Conference on Pervasive Computing. Springer, 246--264.
[52]
Inc. Marlow Industries. 2020. Thermoelectric generator TG12-6-01S, 40.13x40.13x3.91mm. https://cdn2.hubspot.net/hubfs/547732/Data_Sheets/TG12-6.pdf. Last accessed: Feb. 11, 2021.
[53]
Andrei Nikulin, Dmitry Ikonnikov, and Iliya Dolzhikov. 2019. Smart Personal Protective Equipment in the Coal Mining Industry. International Journal of Civil Engineering and Technology 10, 4 (2019), 852--863.
[54]
Rita Paradiso, Giannicola Loriga, and Nicola Taccini. 2005. A wearable health care system based on knitted integrated sensors. IEEE transactions on Information Technology in biomedicine 9, 3 (2005), 337--344.
[55]
Shyamal Patel, Hyung Park, Paolo Bonato, Leighton Chan, and Mary Rodgers. 2012. A review of wearable sensors and systems with application in rehabilitation. Journal of neuroengineering and rehabilitation 9, 1 (2012), 1--17.
[56]
Washington Post. 2021. 'Act now' on global vaccines to stop more-dangerous variants, experts warn Biden. https://www.washingtonpost.com/health/2021/08/10/health-experts-demand-global-vaccines-pandemic/. Accessed: 2021--08-01.
[57]
Tyler R Ray, Jungil Choi, Amay J Bandodkar, Siddharth Krishnan, Philipp Gutruf, Limei Tian, Roozbeh Ghaffari, and John A Rogers. 2019. Bio-integrated wearable systems: A comprehensive review. Chemical reviews 119, 8 (2019), 5461--5533.
[58]
Niels Reijers and Chi-Sheng Shih. 2018. CapeVM: A Safe and Fast Virtual Machine for Resource-Constrained Internet-of-Things Devices. In Proceedings of the 16th ACM Conference on Embedded Networked Sensor Systems (SenSys '18). Association for Computing Machinery, New York, NY, USA, 250--263. https://doi.org/10.1145/3274783.3274842
[59]
Samy Rengasamy, Benjamin C Eimer, and Jonathan Szalajda. 2014. A quantitative assessment of the total inward leakage of NaCl aerosol representing submicron-size bioaerosol through N95 filtering facepiece respirators and surgical masks. Journal of occupational and environmental hygiene 11, 6 (2014), 388--396.
[60]
Occupational Safety and Health Administration. 2019. 1910.134 App A - Fit Testing Procedures (Mandatory). Personal Protective Equipment. Standard Number: 1910.134 App A.
[61]
Tarik Saidi, Omar Zaim, Mohammed Moufid, Nezha El Bari, Radu Ionescu, and Benachir Bouchikhi. 2018. Exhaled breath analysis using electronic nose and gas chromatography-mass spectrometry for non-invasive diagnosis of chronic kidney disease, diabetes mellitus and healthy subjects. Sensors and Actuators B: Chemical 257 (2018), 178--188.
[62]
Sergio Márquez Sánchez, Roberto Casado Vara, Francisco Javier García Criado, Sara Rodríguez González, Javier Prieto Tejedor, and Juan Manuel Corchado. 2019. Smart PPE and CPE Platform for Electric Industry Workforce. In International Workshop on Soft Computing Models in Industrial and Environmental Applications. Springer, 422--431.
[63]
Felix Scholkmann and Ursula Wolf. 2019. The pulse-respiration quotient: A powerful but untapped parameter for modern studies about human physiology and pathophysiology. Frontiers in physiology 10 (2019), 371.
[64]
Juliane R Sempionatto, Tatsuo Nakagawa, Adriana Pavinatto, Samantha T Mensah, Somayeh Imani, Patrick Mercier, and Joseph Wang. 2017. Eyeglasses based wireless electrolyte and metabolite sensor platform. Lab on a Chip 17, 10 (2017), 1834--1842.
[65]
Dhruv R Seshadri, Ryan T Li, James E Voos, James R Rowbottom, Celeste M Alfes, Christian A Zorman, and Colin K Drummond. 2019. Wearable sensors for monitoring the physiological and biochemical profile of the athlete. NPJ digital medicine 2, 1 (2019), 1--16.
[66]
Lukas Sigrist, Andres Gomez, Roman Lim, Stefan Lippuner, Matthias Leubin, and Lothar Thiele. 2017. Measurement and validation of energy harvesting IoT devices. In Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017. IEEE, 1159--1164.
[67]
PowerFilm Solar. 2021. MP3-37 3V 150mW 4.49x1.44in Flexible Solar Panel. https://www.powerfilmsolar.com/media/cms/Electronic_Component_Spec_Sheet_Cla_77DEA84523C82.pdf. Last accessed: Feb. 11, 2021.
[68]
Donna Spruijt-Metz and Wendy Nilsen. 2014. Dynamic models of behavior for just-in-time adaptive interventions. IEEE Pervasive Computing 13, 3 (2014), 13--17.
[69]
Isaac Starr, AJ Rawson, HA Schroeder, and NR Joseph. 1939. Studies on the estimation of cardiac ouptut in man, and of abnormalities in cardiac function, from the heart's recoil and the blood's impacts; the ballistocardiogram. American Journal of Physiology-Legacy Content 127, 1 (1939), 1--28.
[70]
Vamsi Talla, Bryce Kellogg, Shyamnath Gollakota, and Joshua R Smith. 2017. Battery-free cellphone. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 1, 2 (2017), 1--20.
[71]
Peter Tseng, Bradley Napier, Logan Garbarini, David L Kaplan, and Fiorenzo G Omenetto. 2018. Functional, RF-trilayer sensors for tooth-mounted, wireless monitoring of the oral cavity and food consumption. Advanced Materials 30, 18 (2018), 1703257.
[72]
Paul van Gent, Haneen Farah, Nicole Nes, and B. Arem. 2018. Heart Rate Analysis for Human Factors: Development and Validation of an Open Source Toolkit for Noisy Naturalistic Heart Rate Data. In Proceedings of the 6th HUMANIST Conference. 173--178.
[73]
Emily Vardell. 2012. Chemical hazards emergency medical management (CHEMM). Medical reference services quarterly 31, 1 (2012), 73--83.
[74]
Nicolas Villar and Steve Hodges. 2010. The Peppermill: A human-powered user interface device. In Proceedings of the fourth international conference on Tangible, embedded, and embodied interaction. 29--32.
[75]
Edward Jay Wang, William Li, Doug Hawkins, Terry Gernsheimer, Colette Norby-Slycord, and Shwetak N Patel. 2016. HemaApp: noninvasive blood screening of hemoglobin using smartphone cameras. In Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing. 593--604.
[76]
Edward Jay Wang, Junyi Zhu, Mohit Jain, Tien-Jui Lee, Elliot Saba, Lama Nachman, and Shwetak N Patel. 2018. Seismo: Blood pressure monitoring using built-in smartphone accelerometer and camera. In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems. 1--9.
[77]
Rui Wang, Fanglin Chen, Zhenyu Chen, Tianxing Li, Gabriella Harari, Stefanie Tignor, Xia Zhou, Dror Ben-Zeev, and Andrew T Campbell. 2014. StudentLife: assessing mental health, academic performance and behavioral trends of college students using smartphones. In Proceedings of the 2014 ACM international joint conference on pervasive and ubiquitous computing. 3--14.
[78]
Zhong Lin Wang. 2015. Triboelectric nanogenerators as new energy technology and self-powered sensors-Principles, problems and perspectives. Faraday discussions 176 (2015), 447--458.
[79]
Koji Yatani and Khai N Truong. 2012. Bodyscope: a wearable acoustic sensor for activity recognition. In Proceedings of the 2012 ACM Conference on Ubiquitous Computing. 341--350.
[80]
Shibo Zhang, Yuqi Zhao, Dzung Tri Nguyen, Runsheng Xu, Sougata Sen, Josiah Hester, and Nabil Alshurafa. 2020. Necksense: A multi-sensor necklace for detecting eating activities in free-living conditions. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 4, 2 (2020), 1--26.
[81]
Yun C Zhang, Shibo Zhang, Miao Liu, Elyse Daly, Samuel Battalio, Santosh Kumar, Bonnie Spring, James M Rehg, and Nabil Alshurafa. 2020. SyncWISE: Window Induced Shift Estimation for Synchronization of Video and Accelerometry from Wearable Sensors. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 4, 3 (2020), 1--26.

Cited By

View all
  • (2024)Personal Air-Quality Monitoring with Sensor-Based Wireless Internet-of-Things Electronics Embedded in Protective Face MasksSensors10.3390/s2408260124:8(2601)Online publication date: 18-Apr-2024
  • (2024)The Internet of Batteryless ThingsCommunications of the ACM10.1145/362471867:3(64-73)Online publication date: 22-Feb-2024
  • (2024)Interaction-Power Stations: Turning Environments into Ubiquitous Power Stations for Charging WearablesExtended Abstracts of the CHI Conference on Human Factors in Computing Systems10.1145/3613905.3650769(1-8)Online publication date: 11-May-2024
  • Show More Cited By

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies
Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies  Volume 5, Issue 4
Dec 2021
1307 pages
EISSN:2474-9567
DOI:10.1145/3508492
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than the author(s) must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected].

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 30 December 2021
Published in IMWUT Volume 5, Issue 4

Permissions

Request permissions for this article.

Check for updates

Qualifiers

  • Research-article
  • Research
  • Refereed

Funding Sources

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)498
  • Downloads (Last 6 weeks)51
Reflects downloads up to 18 Nov 2024

Other Metrics

Citations

Cited By

View all
  • (2024)Personal Air-Quality Monitoring with Sensor-Based Wireless Internet-of-Things Electronics Embedded in Protective Face MasksSensors10.3390/s2408260124:8(2601)Online publication date: 18-Apr-2024
  • (2024)The Internet of Batteryless ThingsCommunications of the ACM10.1145/362471867:3(64-73)Online publication date: 22-Feb-2024
  • (2024)Interaction-Power Stations: Turning Environments into Ubiquitous Power Stations for Charging WearablesExtended Abstracts of the CHI Conference on Human Factors in Computing Systems10.1145/3613905.3650769(1-8)Online publication date: 11-May-2024
  • (2024)Human I/O: Towards a Unified Approach to Detecting Situational ImpairmentsProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642065(1-18)Online publication date: 11-May-2024
  • (2024)NFC-Enabled Batteryless AI-Integrated Sensing Network for Smart PPE SystemIEEE Sensors Journal10.1109/JSEN.2024.341944224:16(26914-26925)Online publication date: 15-Aug-2024
  • (2024)Flex Sensor Integrated Smart Strap to Verify Correct Wearing of the Face MaskIEEE Sensors Journal10.1109/JSEN.2023.333233024:2(2020-2027)Online publication date: 15-Jan-2024
  • (2024)Energy harvesting face mask using a thermoelectric generator for powering wearable health monitoring sensorsElectronics Letters10.1049/ell2.1324160:12Online publication date: 25-Jun-2024
  • (2024)Recent developments in wearable breath sensors for healthcare monitoringCommunications Materials10.1038/s43246-024-00480-w5:1Online publication date: 20-Mar-2024
  • (2024)Ensuring consistent recovery under power failure with minimal NVM write overheadJournal of Systems Architecture: the EUROMICRO Journal10.1016/j.sysarc.2024.103083148:COnline publication date: 2-Jul-2024
  • (2023)Automated Adjustment of PPE Masks Using IoT Sensor FusionSensors10.3390/s2303171123:3(1711)Online publication date: 3-Feb-2023
  • Show More Cited By

View Options

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Login options

Full Access

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media