Skip to main content

2022 | OriginalPaper | Buchkapitel

An Enhanced IoT-Based Array of Sensors for Monitoring Patients’ Health

verfasst von : Modupe Odusami, Sanjay Misra, Olusola Abayomi-Alli, Shobayo Olamilekan, Chukwuebuka Moses

Erschienen in: Intelligent Internet of Things for Healthcare and Industry

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The advancement of information technology is demonstrated by the emergence of the Internet of Things, which impacts many areas, such as healthcare and health services. The Internet of Things has grown its branches in nearly all areas due to its enormous characteristics. Due to the current pandemic that has created a gap between doctors and their patients, an intelligent health monitoring system for exact and precise tracking of a patient’s health is crucial. Various health monitoring systems are being developed on the button of current growths in the Internet of Things. However, there exist some shortcomings in the likes of range of connectivity, cost, and portability. This study aims to develop an enhanced Internet of Things-based patients’ health monitoring system consisting of four vital sensors: temperature sensor, heartbeat sensor, pulse sensor, and UV sensor. These sensory units are attached to the Arduino Nano board, and the data gotten from these sensors are stored in a ThingSpeak cloud with the ESP8266–01 Wi-Fi communication module. The proposed solution is fully tested on 25 live patients, and the overall results with respect to the output of the sensors with given live temperature, heartbeat, pulse rate, and UV readings showed an automated response of sensors and significant improvements to the availability of patients’ vitals in real time with a minimum average response time of 7 s. In conclusion, our experimental results showed an advancement in existing studies regarding the number of measured parameters, deployment environment, and response time.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat D. Adeloye, T. Adigun, S. Misra, N. Omoregbe, Assessing the coverage of E-health Services in sub-Saharan Africa. Methods Inf. Med. 56(3), 189–199 (2017)CrossRef D. Adeloye, T. Adigun, S. Misra, N. Omoregbe, Assessing the coverage of E-health Services in sub-Saharan Africa. Methods Inf. Med. 56(3), 189–199 (2017)CrossRef
2.
Zurück zum Zitat P. Ajayi, N. Omoregbe, S. Misra, D. Adeloye, Evaluation of a cloud based health information system, in Innovation and Interdisciplinary Solutions for Underserved Areas. CNRIA 2017, InterSol 2017. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, ed. by C. M. F. Kebe, A. Gueye, A. Ndiaye, vol. 204, (Springer, 2018), pp. 165–176. LNICST P. Ajayi, N. Omoregbe, S. Misra, D. Adeloye, Evaluation of a cloud based health information system, in Innovation and Interdisciplinary Solutions for Underserved Areas. CNRIA 2017, InterSol 2017. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, ed. by C. M. F. Kebe, A. Gueye, A. Ndiaye, vol. 204, (Springer, 2018), pp. 165–176. LNICST
3.
Zurück zum Zitat V. Akhila, Y. Vasavi, K. Nissie, P.V. Rao, An IoT based patient health monitoring system using Arduino Uno. Int. J. Res. Inf. Technol. 1(1), 1–9 (2017) V. Akhila, Y. Vasavi, K. Nissie, P.V. Rao, An IoT based patient health monitoring system using Arduino Uno. Int. J. Res. Inf. Technol. 1(1), 1–9 (2017)
4.
Zurück zum Zitat S.B. Akshaya, G. Anil, R. Paulson, R.J. Abraham, P. Vandana, IoT based health monitoring system. Int. J. Res.Eng. Sci. Manag. 2(6), 2581–5792 (2019) S.B. Akshaya, G. Anil, R. Paulson, R.J. Abraham, P. Vandana, IoT based health monitoring system. Int. J. Res.Eng. Sci. Manag. 2(6), 2581–5792 (2019)
5.
Zurück zum Zitat K. Bharadwaj, R. Dhawan, M.K. Ray, P. Mahalakshmi, Wi-fi-based low-cost monitoring of ECG and temperature parameters using Arduino and ThingSpeak, in Advances in Systems, Control and Automation, (Springer, Singapore, 2018), pp. 637–646CrossRef K. Bharadwaj, R. Dhawan, M.K. Ray, P. Mahalakshmi, Wi-fi-based low-cost monitoring of ECG and temperature parameters using Arduino and ThingSpeak, in Advances in Systems, Control and Automation, (Springer, Singapore, 2018), pp. 637–646CrossRef
6.
Zurück zum Zitat A. Deepa, P.N. Kumar, Patient health monitoring based on ZigBee module, in 2013 International Conference on Optical Imaging Sensor and Security (ICOSS), (IEEE, 2013, July), pp. 1–4 A. Deepa, P.N. Kumar, Patient health monitoring based on ZigBee module, in 2013 International Conference on Optical Imaging Sensor and Security (ICOSS), (IEEE, 2013, July), pp. 1–4
7.
Zurück zum Zitat D. Gil, M. Johnsson, H. Mora, J. Szymański, Review of the complexity of managing big data of the internet of things. Complexity 2019, 1–13 (2019) D. Gil, M. Johnsson, H. Mora, J. Szymański, Review of the complexity of managing big data of the internet of things. Complexity 2019, 1–13 (2019)
8.
Zurück zum Zitat H. Habibzadeh, C. Kaptan, T. Soyata, B. Kantarci, A. Boukerche, Smart City system design: A comprehensive study of the application and data planes. ACM Comput.Surv. (CSUR) 52(2), 1–38 (2019)CrossRef H. Habibzadeh, C. Kaptan, T. Soyata, B. Kantarci, A. Boukerche, Smart City system design: A comprehensive study of the application and data planes. ACM Comput.Surv. (CSUR) 52(2), 1–38 (2019)CrossRef
9.
Zurück zum Zitat D. Hasan, A. Ismaeel, Designing ECG monitoring healthcare system based on internet of things Blynk application. J. Appl. Sci. Technol. Trends 1(3), 106–111 (2020)CrossRef D. Hasan, A. Ismaeel, Designing ECG monitoring healthcare system based on internet of things Blynk application. J. Appl. Sci. Technol. Trends 1(3), 106–111 (2020)CrossRef
10.
Zurück zum Zitat I.J. Hoque, M. Navid, R.B. Reza, M.I. Mahbub, IoT Based Patent Monitoring System (Doctoral dissertation, BRAC University) (2018) I.J. Hoque, M. Navid, R.B. Reza, M.I. Mahbub, IoT Based Patent Monitoring System (Doctoral dissertation, BRAC University) (2018)
11.
Zurück zum Zitat H. Li, T. Pan, Development of physiological parameters monitoring system using the internet of things. Int. J. Online Biomed. Eng. (iJOE) 13(09), 87–100 (2017)CrossRef H. Li, T. Pan, Development of physiological parameters monitoring system using the internet of things. Int. J. Online Biomed. Eng. (iJOE) 13(09), 87–100 (2017)CrossRef
12.
Zurück zum Zitat A. Khanna, S. Kaur, Evolution of internet of things (IoT) and its significant impact in the field of precision agriculture. Comput. Electron. Agric. 157, 218–231 (2019)CrossRef A. Khanna, S. Kaur, Evolution of internet of things (IoT) and its significant impact in the field of precision agriculture. Comput. Electron. Agric. 157, 218–231 (2019)CrossRef
13.
Zurück zum Zitat S. Kumar, P. Pandey, A smart healthcare monitoring system using smartphone interface, in 2018 4th International Conference on Devices, Circuits and Systems (ICDCS), (IEEE, 2018, March), pp. 228–231 S. Kumar, P. Pandey, A smart healthcare monitoring system using smartphone interface, in 2018 4th International Conference on Devices, Circuits and Systems (ICDCS), (IEEE, 2018, March), pp. 228–231
14.
Zurück zum Zitat R. Kumar, M.P. Rajasekaran, An IoT based patient monitoring system using raspberry Pi, in 2016 International Conference on Computing Technologies and Intelligent Data Engineering (ICCTIDE’16), (IEEE, 2016, January), pp. 1–4 R. Kumar, M.P. Rajasekaran, An IoT based patient monitoring system using raspberry Pi, in 2016 International Conference on Computing Technologies and Intelligent Data Engineering (ICCTIDE’16), (IEEE, 2016, January), pp. 1–4
15.
Zurück zum Zitat S. Majumder, M.A. Rahman, M.S. Islam, D. Ghosh, Design and implementation of a wireless health monitoring system for remotely located patients, in 2018 4th International Conference on Electrical Engineering and Information & Communication Technology (iCEEiCT), (IEEE, 2018, September), pp. 86–91CrossRef S. Majumder, M.A. Rahman, M.S. Islam, D. Ghosh, Design and implementation of a wireless health monitoring system for remotely located patients, in 2018 4th International Conference on Electrical Engineering and Information & Communication Technology (iCEEiCT), (IEEE, 2018, September), pp. 86–91CrossRef
16.
Zurück zum Zitat G. Marques, R. Pitarma, mHealth: Indoor environmental quality measuring system for enhanced health and well-being based on internet of things. J. Sens. Actuator Netw. 8(3), 43 (2019)CrossRef G. Marques, R. Pitarma, mHealth: Indoor environmental quality measuring system for enhanced health and well-being based on internet of things. J. Sens. Actuator Netw. 8(3), 43 (2019)CrossRef
17.
Zurück zum Zitat J. Nagy, J. Oláh, E. Erdei, D. Máté, J. Popp, The role and impact of industry 4.0 and the internet of things on the business strategy of the value chain—The case of Hungary. Sustainability 10(10), 3491 (2018)CrossRef J. Nagy, J. Oláh, E. Erdei, D. Máté, J. Popp, The role and impact of industry 4.0 and the internet of things on the business strategy of the value chain—The case of Hungary. Sustainability 10(10), 3491 (2018)CrossRef
18.
Zurück zum Zitat A.H. Najar, Internet of things (IoT): Security issues and challenges. Int. J. Manag. IT Eng. 9(3), 248–260 (2019)MathSciNet A.H. Najar, Internet of things (IoT): Security issues and challenges. Int. J. Manag. IT Eng. 9(3), 248–260 (2019)MathSciNet
19.
Zurück zum Zitat M.R.F. Nurdin, S. Hadiyoso, A. Rizal, A low-cost internet of things (IoT) system for multi-patient ECG's monitoring, in 2016 International Conference on Control, Electronics, Renewable Energy and Communications (ICCEREC), (IEEE, 2016, September), pp. 7–11CrossRef M.R.F. Nurdin, S. Hadiyoso, A. Rizal, A low-cost internet of things (IoT) system for multi-patient ECG's monitoring, in 2016 International Conference on Control, Electronics, Renewable Energy and Communications (ICCEREC), (IEEE, 2016, September), pp. 7–11CrossRef
20.
Zurück zum Zitat N.A. Omoregbe, I.O. Ndaman, S. Misra, O.O. Abayomi-Alli, R. Damaševičius, Text messaging-based medical diagnosis using natural language processing and fuzzy logic. J. Healthc. Eng. 2020, 8839524 (2020)CrossRef N.A. Omoregbe, I.O. Ndaman, S. Misra, O.O. Abayomi-Alli, R. Damaševičius, Text messaging-based medical diagnosis using natural language processing and fuzzy logic. J. Healthc. Eng. 2020, 8839524 (2020)CrossRef
21.
Zurück zum Zitat I. Osebor, S. Misra, N. Omoregbe, A. Adewumi, L. Fernandez-Sanz, Experimental simulation-based performance evaluation of an sms-based emergency geolocation notification system. J. Healthc. Eng. 2017, Article ID 7695045, 12 pages (2017)CrossRef I. Osebor, S. Misra, N. Omoregbe, A. Adewumi, L. Fernandez-Sanz, Experimental simulation-based performance evaluation of an sms-based emergency geolocation notification system. J. Healthc. Eng. 2017, Article ID 7695045, 12 pages (2017)CrossRef
22.
Zurück zum Zitat M. Park, H. Oh, K. Lee, Security risk measurement for information leakage in IoT-based smart homes from a situational awareness perspective. Sensors 19(9), 2148 (2019)CrossRef M. Park, H. Oh, K. Lee, Security risk measurement for information leakage in IoT-based smart homes from a situational awareness perspective. Sensors 19(9), 2148 (2019)CrossRef
23.
Zurück zum Zitat E.G. Petrakis, S. Sotiriadis, T. Soultanopoulos, P.T. Renta, R. Buyya, N. Bessis, Internet of things as a service (iTaaS): Challenges and solutions for Management of Sensor Data on the cloud and the fog. Internet of Things 3, 156–174 (2018)CrossRef E.G. Petrakis, S. Sotiriadis, T. Soultanopoulos, P.T. Renta, R. Buyya, N. Bessis, Internet of things as a service (iTaaS): Challenges and solutions for Management of Sensor Data on the cloud and the fog. Internet of Things 3, 156–174 (2018)CrossRef
24.
Zurück zum Zitat R.R. Prasad, S. Paudel, Impacts of air pollution on epidemiology and cardiovascular systems, in Air Pollution and Environmental Health, (Springer, Singapore, 2020), pp. 179–207CrossRef R.R. Prasad, S. Paudel, Impacts of air pollution on epidemiology and cardiovascular systems, in Air Pollution and Environmental Health, (Springer, Singapore, 2020), pp. 179–207CrossRef
25.
Zurück zum Zitat P.P. Singh, Zigbee and GSM based patient health monitoring system. In: 2014 International Conference on Electronics and Communication Systems (ICECS), Coimbatore, (2014), pp. 1–5 P.P. Singh, Zigbee and GSM based patient health monitoring system. In: 2014 International Conference on Electronics and Communication Systems (ICECS), Coimbatore, (2014), pp. 1–5
26.
Zurück zum Zitat S. Rajkumar, M. Srikanth, N. Ramasubramanian, Health monitoring system using raspberry PI, in 2017 International Conference on Big Data, IoT and Data Science (BID), (IEEE, 2017, December), pp. 116–119CrossRef S. Rajkumar, M. Srikanth, N. Ramasubramanian, Health monitoring system using raspberry PI, in 2017 International Conference on Big Data, IoT and Data Science (BID), (IEEE, 2017, December), pp. 116–119CrossRef
27.
Zurück zum Zitat B.P. Rao, P. Saluia, N. Sharma, A. Mittal, S.V. Sharma, Cloud computing for internet of things & sensing based applications, in 2012 Sixth International Conference on Sensing Technology (ICST), (IEEE, 2012, December), pp. 374–380CrossRef B.P. Rao, P. Saluia, N. Sharma, A. Mittal, S.V. Sharma, Cloud computing for internet of things & sensing based applications, in 2012 Sixth International Conference on Sensing Technology (ICST), (IEEE, 2012, December), pp. 374–380CrossRef
28.
Zurück zum Zitat A. Rahman, T. Rahman, N.H. Ghani, S. Hossain, J. Uddin, IoT based patient monitoring system using ECG sensor, in 2019 International Conference on Robotics, Electrical and Signal Processing Techniques (ICREST), (IEEE, 2019, January), pp. 378–382CrossRef A. Rahman, T. Rahman, N.H. Ghani, S. Hossain, J. Uddin, IoT based patient monitoring system using ECG sensor, in 2019 International Conference on Robotics, Electrical and Signal Processing Techniques (ICREST), (IEEE, 2019, January), pp. 378–382CrossRef
29.
Zurück zum Zitat Riaz, M., 2018. Design and Fabrication of Arduino Based Heart Rate Monitoring System Using Reflectance Photoplethysmography Riaz, M., 2018. Design and Fabrication of Arduino Based Heart Rate Monitoring System Using Reflectance Photoplethysmography
30.
Zurück zum Zitat G. Rathee, A. Sharma, H. Saini, R. Kumar, R. Iqbal, A hybrid framework for multimedia data processing in IoT-healthcare using blockchain technology, in Multimedia Tools and Applications, (2019), pp. 1–23 G. Rathee, A. Sharma, H. Saini, R. Kumar, R. Iqbal, A hybrid framework for multimedia data processing in IoT-healthcare using blockchain technology, in Multimedia Tools and Applications, (2019), pp. 1–23
31.
Zurück zum Zitat V.M. Santos, S. Misra, M.S. Soares, Architecture conceptualization for health information systems using ISO/IEC/IEEE 42020. Lect. Notes Comput. Sci 12254, 398–411 (2020, July). LNCS V.M. Santos, S. Misra, M.S. Soares, Architecture conceptualization for health information systems using ISO/IEC/IEEE 42020. Lect. Notes Comput. Sci 12254, 398–411 (2020, July). LNCS
32.
Zurück zum Zitat M. Singh, N. Jain, Performance and evaluation of smartphone based wireless blood pressure monitoring system using Bluetooth. IEEE Sensors J. 16(23), 8322–8328 (2016) M. Singh, N. Jain, Performance and evaluation of smartphone based wireless blood pressure monitoring system using Bluetooth. IEEE Sensors J. 16(23), 8322–8328 (2016)
33.
Zurück zum Zitat P. Sivasankari, M. Anbarasan, M. Moses, Arduino based human health care monitoring and control system. IOSR J. Electr. Electron. Eng. 11(3), 9–18 (2016) P. Sivasankari, M. Anbarasan, M. Moses, Arduino based human health care monitoring and control system. IOSR J. Electr. Electron. Eng. 11(3), 9–18 (2016)
34.
Zurück zum Zitat T.S. Sollu, M. Bachtiar, B. Bontong, Monitoring system heartbeat and body temperature using raspberry pi, in E3S Web of Conferences, vol. 73, (EDP Sciences, 2018), p. 12003 T.S. Sollu, M. Bachtiar, B. Bontong, Monitoring system heartbeat and body temperature using raspberry pi, in E3S Web of Conferences, vol. 73, (EDP Sciences, 2018), p. 12003
35.
Zurück zum Zitat P.J.P. Tello, O. Manjarres, M. Quijano, A.U. Blanco, Remote monitoring system of ECG and temperature signals using Bluetooth, in 2012 International Symposium on Information Technologies in Medicine and Education, vol. 2, (IEEE, 2012, August), pp. 860–863CrossRef P.J.P. Tello, O. Manjarres, M. Quijano, A.U. Blanco, Remote monitoring system of ECG and temperature signals using Bluetooth, in 2012 International Symposium on Information Technologies in Medicine and Education, vol. 2, (IEEE, 2012, August), pp. 860–863CrossRef
36.
Zurück zum Zitat M.S. Uddin, J.B. Alam, S. Banu, Real time patient monitoring system based on internet of things, in 2017 4th International Conference on Advances in Electrical Engineering (ICAEE), (IEEE, 2017, September), pp. 516–521CrossRef M.S. Uddin, J.B. Alam, S. Banu, Real time patient monitoring system based on internet of things, in 2017 4th International Conference on Advances in Electrical Engineering (ICAEE), (IEEE, 2017, September), pp. 516–521CrossRef
37.
Zurück zum Zitat P. Verma, S.K. Sood, Fog assisted-IoT enabled patient health monitoring in smart homes. IEEE Internet Things J. 5(3), 1789–1796 (2018)CrossRef P. Verma, S.K. Sood, Fog assisted-IoT enabled patient health monitoring in smart homes. IEEE Internet Things J. 5(3), 1789–1796 (2018)CrossRef
38.
Zurück zum Zitat V. Vippalapalli, S. Ananthula, Internet of things (IoT) based smart health care system, in 2016 International Conference on Signal Processing, Communication, Power and Embedded System (SCOPES), (IEEE, 2016, October), pp. 1229–1233CrossRef V. Vippalapalli, S. Ananthula, Internet of things (IoT) based smart health care system, in 2016 International Conference on Signal Processing, Communication, Power and Embedded System (SCOPES), (IEEE, 2016, October), pp. 1229–1233CrossRef
39.
Zurück zum Zitat G.G. Warsi, K. Hans, S.K. Khatri, IOT based remote patient health monitoring system, in 2019 International Conference on Machine Learning, Big Data, Cloud and Parallel Computing (COMITCon), (IEEE, 2019, February), pp. 295–299CrossRef G.G. Warsi, K. Hans, S.K. Khatri, IOT based remote patient health monitoring system, in 2019 International Conference on Machine Learning, Big Data, Cloud and Parallel Computing (COMITCon), (IEEE, 2019, February), pp. 295–299CrossRef
40.
Zurück zum Zitat A. Yassine, S. Singh, M.S. Hossain, G. Muhammad, IoT big data analytics for smart homes with fog and cloud computing. Futur. Gener. Comput. Syst. 91, 563–573 (2019)CrossRef A. Yassine, S. Singh, M.S. Hossain, G. Muhammad, IoT big data analytics for smart homes with fog and cloud computing. Futur. Gener. Comput. Syst. 91, 563–573 (2019)CrossRef
41.
Zurück zum Zitat V. Yeri, D.C. Shubhangi, IoT based real time health monitoring, in 2020 Second International Conference on Inventive Research in Computing Applications (ICIRCA), (IEEE, 2020, July), pp. 980–984CrossRef V. Yeri, D.C. Shubhangi, IoT based real time health monitoring, in 2020 Second International Conference on Inventive Research in Computing Applications (ICIRCA), (IEEE, 2020, July), pp. 980–984CrossRef
42.
Zurück zum Zitat S. Zafar, G. Miraj, R. Baloch, D. Murtaza, K. Arshad, An IoT based real-time environmental monitoring system using Arduino and cloud service. Eng. Technol. Appl. Sci. Res. 8(4), 3238–3242 (2018)CrossRef S. Zafar, G. Miraj, R. Baloch, D. Murtaza, K. Arshad, An IoT based real-time environmental monitoring system using Arduino and cloud service. Eng. Technol. Appl. Sci. Res. 8(4), 3238–3242 (2018)CrossRef
43.
Zurück zum Zitat N.I. Zainal, M.Z.M. Rodzi, S. Khan, M.H. Habaebi, T.S. Gunawan, Design and development of wireless PPG data acquisition for health monitoring application using Bluetooth module, in 2016 IEEE Student Conference on Research and Development (SCOReD), (IEEE, 2016, December), pp. 1–6 N.I. Zainal, M.Z.M. Rodzi, S. Khan, M.H. Habaebi, T.S. Gunawan, Design and development of wireless PPG data acquisition for health monitoring application using Bluetooth module, in 2016 IEEE Student Conference on Research and Development (SCOReD), (IEEE, 2016, December), pp. 1–6
44.
Zurück zum Zitat M. Zubair, D. Unal, A. Al-Ali, A. Shikfa, Exploiting bluetooth vulnerabilities in e-health IoT devices, in Proceedings of the 3rd International Conference on Future Networks and Distributed Systems, (2019, July), pp. 1–7 M. Zubair, D. Unal, A. Al-Ali, A. Shikfa, Exploiting bluetooth vulnerabilities in e-health IoT devices, in Proceedings of the 3rd International Conference on Future Networks and Distributed Systems, (2019, July), pp. 1–7
Metadaten
Titel
An Enhanced IoT-Based Array of Sensors for Monitoring Patients’ Health
verfasst von
Modupe Odusami
Sanjay Misra
Olusola Abayomi-Alli
Shobayo Olamilekan
Chukwuebuka Moses
Copyright-Jahr
2022
DOI
https://doi.org/10.1007/978-3-030-81473-1_5

Premium Partner