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Published in: The Journal of Supercomputing 9/2020

07-12-2019

Real-time event-driven sensor data analytics at the edge-Internet of Things for smart personal healthcare

Authors: Partha Pratim Ray, Dinesh Dash, Debashis De

Published in: The Journal of Supercomputing | Issue 9/2020

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Abstract

Real-time service has become a key for efficient serving of the Internet of Things (IoT)-based smart e-Healthcare. Several orientations have tried to pave this side of the technology but severely lacked in terms of incorporations of lightweight and open IoT-based frameworks. This study presents two different experiments that deals with the real-time visualization, charting and analytics while using real-time and open java script frameworks that includes Node.js, Johnny-Five, SperialPort, PubNub client, EON.js, Chart.js, Express Server and Socket.io. The objective of this work is to investigate the IoT-based real-time analytics behavior in cost-effective e-health sensor deployment scenario. The results found from the study advocates for the growth and assimilation of IoT-based open-source java script frameworks for serving real-time sensor data analytics in e-Healthcare sector.

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Literature
1.
go back to reference Ray PP (2018) A survey on internet of things architectures. J King Saud Univ Comput Inf Sci 30(3):291–319 Ray PP (2018) A survey on internet of things architectures. J King Saud Univ Comput Inf Sci 30(3):291–319
2.
go back to reference Dual-wavelength transmission system using double micro-resonator system for EMI healthcare applications Dual-wavelength transmission system using double micro-resonator system for EMI healthcare applications
3.
go back to reference Smart grid load balancing methods to make an efficient heterogeneous network by using the communication cost function Smart grid load balancing methods to make an efficient heterogeneous network by using the communication cost function
4.
go back to reference LTE Smart Grid Performance gains with additional Remote Antenna Units via Radio over Fiber Using a Microring Resonator System LTE Smart Grid Performance gains with additional Remote Antenna Units via Radio over Fiber Using a Microring Resonator System
5.
go back to reference Ray PP (2016) A survey of IoT cloud platforms. Future Comput Inform J 1(1–2):35–46CrossRef Ray PP (2016) A survey of IoT cloud platforms. Future Comput Inform J 1(1–2):35–46CrossRef
6.
go back to reference Hassan MM, Lin K, Yue X, Wan J (2017) A multimedia healthcare data sharing approach through cloud-based body area network. Future Gener Comput Syst 66:48–58CrossRef Hassan MM, Lin K, Yue X, Wan J (2017) A multimedia healthcare data sharing approach through cloud-based body area network. Future Gener Comput Syst 66:48–58CrossRef
7.
go back to reference Zhang H, Mehotra S, Liebovitz D, Gunter CA, Malin B (2013) Mining deviations from patient care pathways via electronic medical record system audits. ACM Trans Manag Inf Syst 4(4):17CrossRef Zhang H, Mehotra S, Liebovitz D, Gunter CA, Malin B (2013) Mining deviations from patient care pathways via electronic medical record system audits. ACM Trans Manag Inf Syst 4(4):17CrossRef
8.
go back to reference Pramanik MI, Lau RYK, Demirkan H, Azad MAK (2017) Smart health: big data enabled health paradigm within smart cities. Expert Syst Appl 87:370–383CrossRef Pramanik MI, Lau RYK, Demirkan H, Azad MAK (2017) Smart health: big data enabled health paradigm within smart cities. Expert Syst Appl 87:370–383CrossRef
9.
go back to reference Rathore MM, Paul A, Ahmad A, Anisetti M, Jeon G (2017) Hadoop-based intelligent care system (HICS). ACM Trans Internet Technol 18(1):1–24CrossRef Rathore MM, Paul A, Ahmad A, Anisetti M, Jeon G (2017) Hadoop-based intelligent care system (HICS). ACM Trans Internet Technol 18(1):1–24CrossRef
10.
go back to reference Peddi SVB, Kuhad P, Yassine A, Pouladzadeh P, Shirmohammadi S, Shirehjini AAN (2017) An intelligent cloudbased data processing broker for mobile e-health multimedia applications. Future Gener Comput Syst 66:71–86CrossRef Peddi SVB, Kuhad P, Yassine A, Pouladzadeh P, Shirmohammadi S, Shirehjini AAN (2017) An intelligent cloudbased data processing broker for mobile e-health multimedia applications. Future Gener Comput Syst 66:71–86CrossRef
11.
go back to reference Ray PP (2017) Internet of things for smart agriculture: technologies, practices and future road map. J Ambient Intell Smart Environ 9:395–420CrossRef Ray PP (2017) Internet of things for smart agriculture: technologies, practices and future road map. J Ambient Intell Smart Environ 9:395–420CrossRef
12.
go back to reference Ray PP (2017) Understanding the role of internet of things towards providing smart e-Healthcare services. Bio Med Res 28(4):1604–1609 Ray PP (2017) Understanding the role of internet of things towards providing smart e-Healthcare services. Bio Med Res 28(4):1604–1609
13.
go back to reference Nambiar R, Bhardwaj R, Sethi A, Vargheese R (2013) A look at challenges and opportunities of Big Data analytics in healthcare. In: Proceedings of the 2013 IEEE International Conference on Big Data, Big Data 2013, USA, pp 17–22 Nambiar R, Bhardwaj R, Sethi A, Vargheese R (2013) A look at challenges and opportunities of Big Data analytics in healthcare. In: Proceedings of the 2013 IEEE International Conference on Big Data, Big Data 2013, USA, pp 17–22
14.
go back to reference McGlothlin JP, Khan L (2013) Managing evolving code sets and integration of multiple data sources in health care analytics. In: Proceedings of the 2013 international workshop on data management analytics for healthcare, p 14 McGlothlin JP, Khan L (2013) Managing evolving code sets and integration of multiple data sources in health care analytics. In: Proceedings of the 2013 international workshop on data management analytics for healthcare, p 14
15.
go back to reference Chandola V, Sukumar SR, Schryver J (2013) Knowledge discovery from massive healthcare claims data. In: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2013, USA, pp 1312–1320 Chandola V, Sukumar SR, Schryver J (2013) Knowledge discovery from massive healthcare claims data. In: Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2013, USA, pp 1312–1320
16.
go back to reference Gravina R, Alinia P, Ghasemzadeh H, Fortino G (2017) Multisensor fusion in body sensor networks: state-of-the-art and research challenges. Inf Fusion 35:1339–1351CrossRef Gravina R, Alinia P, Ghasemzadeh H, Fortino G (2017) Multisensor fusion in body sensor networks: state-of-the-art and research challenges. Inf Fusion 35:1339–1351CrossRef
17.
go back to reference Wu P-Y, Cheng C-W, Kaddi CD, Venugopalan J, Hoffman R, Wang MD (2017) Omic and electronic health record big data analytics for precision medicine. IEEE Trans Biomed Eng 64(2):263–273CrossRef Wu P-Y, Cheng C-W, Kaddi CD, Venugopalan J, Hoffman R, Wang MD (2017) Omic and electronic health record big data analytics for precision medicine. IEEE Trans Biomed Eng 64(2):263–273CrossRef
18.
go back to reference Ray PP (2014) Internet of Things based Physical Activity Monitoring (PAMIoT): an architectural framework to monitor human physical activity. In: Proceeding of IEEE CALCON, Kolkata, pp 32–34 Ray PP (2014) Internet of Things based Physical Activity Monitoring (PAMIoT): an architectural framework to monitor human physical activity. In: Proceeding of IEEE CALCON, Kolkata, pp 32–34
19.
go back to reference Ray PP (2014) Home Health Hub Internet of Things (H3IoT): an architectural framework for monitoring health of elderly people. In: Proceeding of IEEE ICSEMR, Chennai Ray PP (2014) Home Health Hub Internet of Things (H3IoT): an architectural framework for monitoring health of elderly people. In: Proceeding of IEEE ICSEMR, Chennai
20.
go back to reference Sebastian S, Ray PP (2015) Development of IoT invasive architecture for complying with health of home. In: Proceedings of the International Conference on Computing and Communication Systems (I3CS), Shillong, pp 79–83 Sebastian S, Ray PP (2015) Development of IoT invasive architecture for complying with health of home. In: Proceedings of the International Conference on Computing and Communication Systems (I3CS), Shillong, pp 79–83
21.
go back to reference Ray PP (2017) A survey on visual programming languages in internet of things. Scientific Programming, Hindawi Ray PP (2017) A survey on visual programming languages in internet of things. Scientific Programming, Hindawi
32.
go back to reference Ray PP (2016) Creating values out of internet of things: an industrial perspective. J Comput Netw Commun Ray PP (2016) Creating values out of internet of things: an industrial perspective. J Comput Netw Commun
33.
go back to reference Zhang Y, Qiu M, Tsai C-W, Hassan MM, Alamri A (2017) Health-CPS: healthcare cyber-physical system assisted by cloud and big data. IEEE Syst J 11(1):88–95CrossRef Zhang Y, Qiu M, Tsai C-W, Hassan MM, Alamri A (2017) Health-CPS: healthcare cyber-physical system assisted by cloud and big data. IEEE Syst J 11(1):88–95CrossRef
34.
go back to reference Tawalbeh LA, Mehmood R, Benkhlifa E, Song H (2016) Mobile cloud computing model and big data analysis for healthcare applications. IEEE Access 4:6171–6180CrossRef Tawalbeh LA, Mehmood R, Benkhlifa E, Song H (2016) Mobile cloud computing model and big data analysis for healthcare applications. IEEE Access 4:6171–6180CrossRef
35.
go back to reference Ray PP (2018) An introduction to dew computing: definition, concept and implications. IEEE Access 6(1):723–737CrossRef Ray PP (2018) An introduction to dew computing: definition, concept and implications. IEEE Access 6(1):723–737CrossRef
36.
go back to reference Ray PP, Thapa N, Dash D (2019) Implementation and performance analysis of interoperable and heterogeneous IoT-edge gateway for pervasive wellness care. IEEE Trans Consum Electron 65(4):464–473CrossRef Ray PP, Thapa N, Dash D (2019) Implementation and performance analysis of interoperable and heterogeneous IoT-edge gateway for pervasive wellness care. IEEE Trans Consum Electron 65(4):464–473CrossRef
37.
go back to reference Ray PP, Thapa N, Dash D, De D (2019) Novel implementation of IoT based non-invasive sensor system for real-time monitoring of intravenous fluid level for assistive e-Healthcare. Emerald Publishing, BingleyCrossRef Ray PP, Thapa N, Dash D, De D (2019) Novel implementation of IoT based non-invasive sensor system for real-time monitoring of intravenous fluid level for assistive e-Healthcare. Emerald Publishing, BingleyCrossRef
38.
go back to reference Ray PP, Dash D, De D (2019) Edge computing for internet of things: a survey, e-Healthcare case study and future direction. J Netw Comput Appl 140:1–22CrossRef Ray PP, Dash D, De D (2019) Edge computing for internet of things: a survey, e-Healthcare case study and future direction. J Netw Comput Appl 140:1–22CrossRef
39.
go back to reference Ray PP (2017) Understanding the role of internet of things towards providing smart e-Healthcare services. Bio Med Res 28(4):1604–1609 Ray PP (2017) Understanding the role of internet of things towards providing smart e-Healthcare services. Bio Med Res 28(4):1604–1609
40.
go back to reference Ray PP, Dash D, De D (2019) Analysis and monitoring of IoT assisted human physiological galvanic skin response factor for smart e-Healthcare. Emerald Publishing, Bingley Ray PP, Dash D, De D (2019) Analysis and monitoring of IoT assisted human physiological galvanic skin response factor for smart e-Healthcare. Emerald Publishing, Bingley
Metadata
Title
Real-time event-driven sensor data analytics at the edge-Internet of Things for smart personal healthcare
Authors
Partha Pratim Ray
Dinesh Dash
Debashis De
Publication date
07-12-2019
Publisher
Springer US
Published in
The Journal of Supercomputing / Issue 9/2020
Print ISSN: 0920-8542
Electronic ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-019-03089-w

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