Skip to main content
Erschienen in: The Journal of Supercomputing 10/2016

01.10.2016

An efficient Session_Weight load balancing and scheduling methodology for high-quality telehealth care service based on WebRTC

verfasst von: Linh Van Ma, Jisue Kim, Sanghyun Park, Jinsul Kim, Jonghyeon Jang

Erschienen in: The Journal of Supercomputing | Ausgabe 10/2016

Einloggen

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

search-config
loading …

Abstract

In the modern life, humans are more interested in their health care; they usually go to the hospital for taking a treatment traditionally, for more convenience, a telecommunication and information technology, telemedicine provide clinical health care at a distance where physicians use email to communicate with patients, order drug prescriptions, and other health services. However, the system is of not much facility in the busy lives nowadays; hence a new telehealth system is recently developed to deliver health-related services and information with one of the most advanced telecommunications technology, WebRTC. Though, we still deal with many problems when the streaming data in some users become big, an existing network structure is susceptible to a large traffic with WebRTC and may cause overloading problems become big streaming data, where data transmits and concentrates on the specific server device in telehealth care service. Thus, we proposed an efficient Session_Weight load balancing and scheduling methodology to improve network performance for telehealth care service based on WebRTC. In this, we assign a weight session for each participant in the network, after that, we make a scheduling algorithm for distributing packages aiming to equalize the traffic network. Furthermore, we prove that our proposed methodology has a high-quality performance evaluation of telehealth care service, we also compare both kinds of technique, one is the original WebRTC technology, and another one is the existing WebRTC network with load balancing and scheduling network, which applied Session Weight.

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

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!

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+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!

Literatur
1.
Zurück zum Zitat Bauch N (2015) 9 Bodies in the cloud: a geography of electronic health data. Regulating the cloud: policy for computing infrastructure, p 257 Bauch N (2015) 9 Bodies in the cloud: a geography of electronic health data. Regulating the cloud: policy for computing infrastructure, p 257
2.
Zurück zum Zitat Dubey H, Yang J, Constant N, Amiri AM, Yang Q, Makodiya K (2015) Fog Data: enhancing telehealth big data through fog computing. Proc ASE BigData SocialInf 2015:14 Dubey H, Yang J, Constant N, Amiri AM, Yang Q, Makodiya K (2015) Fog Data: enhancing telehealth big data through fog computing. Proc ASE BigData SocialInf 2015:14
3.
Zurück zum Zitat Mockus A (2014) Engineering big data solutions. In: Proceedings of the on future of software engineering, pp 85–99 Mockus A (2014) Engineering big data solutions. In: Proceedings of the on future of software engineering, pp 85–99
4.
Zurück zum Zitat Coakley M, Crocetti G, Dressner P, Kellum W, Lamin T (2015) Transforming telemedicine through big data analytics. arXiv preprint arXiv:1505.06967 Coakley M, Crocetti G, Dressner P, Kellum W, Lamin T (2015) Transforming telemedicine through big data analytics. arXiv preprint arXiv:​1505.​06967
5.
Zurück zum Zitat Ranjan R, Georgakopoulos D, Wang L (2015) A note on software tools and technologies for delivering smart media-optimized big data applications in the cloud. Computing 1–5 Ranjan R, Georgakopoulos D, Wang L (2015) A note on software tools and technologies for delivering smart media-optimized big data applications in the cloud. Computing 1–5
6.
Zurück zum Zitat Kuusik A, Reilent E, Loobas I, Parve M (2011) Software architecture for modern telehealth care systems. Adv Inf Sci Serv Sci 3(2) Kuusik A, Reilent E, Loobas I, Parve M (2011) Software architecture for modern telehealth care systems. Adv Inf Sci Serv Sci 3(2)
7.
Zurück zum Zitat Stamm BH (1998) Clinical applications of telehealth in mental health care. Prof Psych Res Pract 29(6):536CrossRef Stamm BH (1998) Clinical applications of telehealth in mental health care. Prof Psych Res Pract 29(6):536CrossRef
8.
Zurück zum Zitat Priyanka K, Kulennavar N (2014) A survey on Big Data analytics in health care. Int J Comput SciI Inf Technol 5(4):5865–5868 Priyanka K, Kulennavar N (2014) A survey on Big Data analytics in health care. Int J Comput SciI Inf Technol 5(4):5865–5868
9.
Zurück zum Zitat Noel HC, Vogel DC, Erdos JJ, Cornwall D, Levin F (2004) Home telehealth reduces healthcare costs. Telemed J E-Health 10(2):170–183CrossRef Noel HC, Vogel DC, Erdos JJ, Cornwall D, Levin F (2004) Home telehealth reduces healthcare costs. Telemed J E-Health 10(2):170–183CrossRef
10.
Zurück zum Zitat Hersh WR (2014) Healthcare data analytics. Health informatics: practical guide for healthcare Hersh WR (2014) Healthcare data analytics. Health informatics: practical guide for healthcare
11.
Zurück zum Zitat Paez DG, Aparicio F, de Buenaga M, Ascanio JR (2014) Big data and IoT for chronic patients monitoring. In: Ubiquitous computing and ambient intelligence. Personalisation and user adapted services, pp 416–423 Paez DG, Aparicio F, de Buenaga M, Ascanio JR (2014) Big data and IoT for chronic patients monitoring. In: Ubiquitous computing and ambient intelligence. Personalisation and user adapted services, pp 416–423
12.
Zurück zum Zitat Belle A, Thiagarajan R, Soroushmehr SM, Navidi F, Beard DA, Najarian K (2015) Big data analytics in healthcare. BioMed Res Int Belle A, Thiagarajan R, Soroushmehr SM, Navidi F, Beard DA, Najarian K (2015) Big data analytics in healthcare. BioMed Res Int
13.
Zurück zum Zitat McGregor C (2013) Wearable monitors on babies: big data saving little people. In: 2013 IEEE International Symposium on Technology and Society (ISTAS), Toronto, ON. IEEE. doi:10.1109/ISTAS.2013.6613120 McGregor C (2013) Wearable monitors on babies: big data saving little people. In: 2013 IEEE International Symposium on Technology and Society (ISTAS), Toronto, ON. IEEE. doi:10.​1109/​ISTAS.​2013.​6613120
14.
Zurück zum Zitat Keh H-C, Hui L, Chou K-Y, Cheng Y-C, Yu P-Y, Huang N-C (2014) Big data generation: application of mobile healthcare. In: Trends and applications in knowledge discovery and data mining, pp 735–743 Keh H-C, Hui L, Chou K-Y, Cheng Y-C, Yu P-Y, Huang N-C (2014) Big data generation: application of mobile healthcare. In: Trends and applications in knowledge discovery and data mining, pp 735–743
15.
Zurück zum Zitat Li SJ, Te He W, Wang XB, Shi T (2015) Collaborative filtering algorithm for recommendation system of improvement based on big data environment. Appl Mech Mater 736:189–195CrossRef Li SJ, Te He W, Wang XB, Shi T (2015) Collaborative filtering algorithm for recommendation system of improvement based on big data environment. Appl Mech Mater 736:189–195CrossRef
16.
Zurück zum Zitat McAfee A, Brynjolfsson E, Davenport TH, Patil DJ, Barton D (2012) Big data. The management revolution. Harvard Bus Rev 90(10):61–67 McAfee A, Brynjolfsson E, Davenport TH, Patil DJ, Barton D (2012) Big data. The management revolution. Harvard Bus Rev 90(10):61–67
17.
Zurück zum Zitat Onyejekwe ER (2014) Big data in health informatics architecture. In: 2014 IEEE/ACM international conference on advances in social networks analysis and mining (ASONAM), pp 728–736 Onyejekwe ER (2014) Big data in health informatics architecture. In: 2014 IEEE/ACM international conference on advances in social networks analysis and mining (ASONAM), pp 728–736
18.
Zurück zum Zitat Payakachat N, Tilford JM, Ungar WJ (2015) National database for autism research (NDAR): big data opportunities for health services research and health technology assessment. PharmacoEconomics 1–12 Payakachat N, Tilford JM, Ungar WJ (2015) National database for autism research (NDAR): big data opportunities for health services research and health technology assessment. PharmacoEconomics 1–12
19.
Zurück zum Zitat Doswell JT (2015) Artificial intelligent psychological counselors for home accessible mental telehealth. In: 142nd APHA annual meeting and exposition APHA Doswell JT (2015) Artificial intelligent psychological counselors for home accessible mental telehealth. In: 142nd APHA annual meeting and exposition APHA
20.
Zurück zum Zitat Jang-Jaccard J, Nepal S, Celler B, Yan B (2014) WebRTC-based video conferencing service for telehealth. Computing 1–25 Jang-Jaccard J, Nepal S, Celler B, Yan B (2014) WebRTC-based video conferencing service for telehealth. Computing 1–25
21.
Zurück zum Zitat Barnett TE, Chumbler NR, Bruce Vogel W, Beyth RJ, Haijing Qin, Rita Kobb (2006) The effectiveness of a care coordination home telehealth program for veterans with diabetes mellitus: a 2-year follow-up. Am J Manag Care 12(8):467 Barnett TE, Chumbler NR, Bruce Vogel W, Beyth RJ, Haijing Qin, Rita Kobb (2006) The effectiveness of a care coordination home telehealth program for veterans with diabetes mellitus: a 2-year follow-up. Am J Manag Care 12(8):467
22.
Zurück zum Zitat Wilson LS, Stevenson DR, Cregan P (2010) Telehealth on advanced networks. Telemed e-Health 16(1):69–79CrossRef Wilson LS, Stevenson DR, Cregan P (2010) Telehealth on advanced networks. Telemed e-Health 16(1):69–79CrossRef
23.
Zurück zum Zitat Pickard KT, Swan M (2014) Big desire to share big health data: a shift in consumer attitudes toward personal health information. In: 2014 AAAI Spring Symposium Series Pickard KT, Swan M (2014) Big desire to share big health data: a shift in consumer attitudes toward personal health information. In: 2014 AAAI Spring Symposium Series
24.
Zurück zum Zitat Mukherjee A, Pal A, Misra P (2012) Data analytics in ubiquitous sensor-based health information systems. In: Next generation mobile applications, services and technologies (NGMAST), 2012 6th international conference on, pp 193–198 Mukherjee A, Pal A, Misra P (2012) Data analytics in ubiquitous sensor-based health information systems. In: Next generation mobile applications, services and technologies (NGMAST), 2012 6th international conference on, pp 193–198
25.
Zurück zum Zitat Nelson R, Staggers N (2013) Health informatics: An interprofessional approach. Elsevier Health Sciences, USA Nelson R, Staggers N (2013) Health informatics: An interprofessional approach. Elsevier Health Sciences, USA
26.
Zurück zum Zitat Finkelstein SM, Speedie SM, Potthoff S (2006) Home telehealth improves clinical outcomes at lower cost for home healthcare. Telemed J e-Health 12(2):128–136CrossRef Finkelstein SM, Speedie SM, Potthoff S (2006) Home telehealth improves clinical outcomes at lower cost for home healthcare. Telemed J e-Health 12(2):128–136CrossRef
27.
Zurück zum Zitat Nickelson DW (1998) Telehealth and the evolving health care system: strategic opportunities for professional psychology. Prof Psychol Res Pract 29(6):527CrossRef Nickelson DW (1998) Telehealth and the evolving health care system: strategic opportunities for professional psychology. Prof Psychol Res Pract 29(6):527CrossRef
28.
Zurück zum Zitat Brownstein JS, Freifeld CC, Madoff LC (2009) Digital disease detection harnessing the Web for public health surveillance. N Engl J Med 360(21):2153–2157CrossRef Brownstein JS, Freifeld CC, Madoff LC (2009) Digital disease detection harnessing the Web for public health surveillance. N Engl J Med 360(21):2153–2157CrossRef
29.
Zurück zum Zitat Vuononvirta T et al (2011) The compatibility of telehealth with health-care delivery. J Telemed Telecare 17(4):190–194CrossRef Vuononvirta T et al (2011) The compatibility of telehealth with health-care delivery. J Telemed Telecare 17(4):190–194CrossRef
30.
Zurück zum Zitat Darkins A, Ryan P, Kobb R, Foster L, Edmonson E, Wakefield B, Lancaster AE (2008) Care Coordination/Home Telehealth: the systematic implementation of health informatics, home telehealth, and disease management to support the care of veteran patients with chronic conditions. Telemed e-Health 14(10):1118–1126CrossRef Darkins A, Ryan P, Kobb R, Foster L, Edmonson E, Wakefield B, Lancaster AE (2008) Care Coordination/Home Telehealth: the systematic implementation of health informatics, home telehealth, and disease management to support the care of veteran patients with chronic conditions. Telemed e-Health 14(10):1118–1126CrossRef
31.
Zurück zum Zitat Yasir R, Nibir SI, Chadni ZA, Ahmed N (2015) Telemedicine system for financially unstable people of Bangladesh. J Modern Sci Technol 3(1) Yasir R, Nibir SI, Chadni ZA, Ahmed N (2015) Telemedicine system for financially unstable people of Bangladesh. J Modern Sci Technol 3(1)
32.
Zurück zum Zitat Gagnon M-P, Duplantie J, Fortin J-P, Landry R (2006) Implementing telehealth to support medical practice in rural/remote regions: what are the conditions for success 1(1):18 Gagnon M-P, Duplantie J, Fortin J-P, Landry R (2006) Implementing telehealth to support medical practice in rural/remote regions: what are the conditions for success 1(1):18
33.
Zurück zum Zitat Granda JC, Nuno P, Suarez FJ, Garcia DF (2015) Overlay network based on WebRTC for interactive multimedia communications. In: Computer, information and telecommunication systems (CITS), 2015 international conference on, pp 1–5 Granda JC, Nuno P, Suarez FJ, Garcia DF (2015) Overlay network based on WebRTC for interactive multimedia communications. In: Computer, information and telecommunication systems (CITS), 2015 international conference on, pp 1–5
34.
Zurück zum Zitat Chen Y, Hao H, Chen H, Li L (2015) The study on a telemedicine interaction mode for Deep Brain Stimulation postoperative follow-up. In: Engineering in medicine and biology society (EMBC), 2015 37th annual international conference of the IEEE, pp 186–189 Chen Y, Hao H, Chen H, Li L (2015) The study on a telemedicine interaction mode for Deep Brain Stimulation postoperative follow-up. In: Engineering in medicine and biology society (EMBC), 2015 37th annual international conference of the IEEE, pp 186–189
35.
Zurück zum Zitat Keen J, Calinescu R, Paige R, Rooksby J (2013) Big data+ politics= open data: the case of health care data in England. Policy Internet 5(2):228–243CrossRef Keen J, Calinescu R, Paige R, Rooksby J (2013) Big data+ politics= open data: the case of health care data in England. Policy Internet 5(2):228–243CrossRef
36.
Zurück zum Zitat Thieffry J, Yamamoto S, Okamoto S, Yamanaka N. A virtual P2P energy management network based on direct-load control for the smart-grids Thieffry J, Yamamoto S, Okamoto S, Yamanaka N. A virtual P2P energy management network based on direct-load control for the smart-grids
37.
Zurück zum Zitat Kornak J (2016) System requirements for delivery of telemedicine services. In: Telemanagement of inflammatory bowel disease, pp 117–151 Kornak J (2016) System requirements for delivery of telemedicine services. In: Telemanagement of inflammatory bowel disease, pp 117–151
38.
Zurück zum Zitat Ly SM (2015) Improving HIV-AIDS treatment and adherence through telemedicine Ly SM (2015) Improving HIV-AIDS treatment and adherence through telemedicine
39.
Zurück zum Zitat DelliFraine JL, Dansky KH (2008) Home-based telehealth: a review and meta-analysis. J Telemed Telecare 14(2):62–66CrossRef DelliFraine JL, Dansky KH (2008) Home-based telehealth: a review and meta-analysis. J Telemed Telecare 14(2):62–66CrossRef
40.
Zurück zum Zitat Lohrmann B, Kao O (2013) The Nephele livescale toolkit: real-time video stream processing at scale. In: Proc. of the 20th international packet video workshop-posters track, IEEE, San Jose Lohrmann B, Kao O (2013) The Nephele livescale toolkit: real-time video stream processing at scale. In: Proc. of the 20th international packet video workshop-posters track, IEEE, San Jose
41.
Zurück zum Zitat Chan DS, Callahan CW, Sheets SJ, Moreno CN, Malone Francis J (2003) An Internet-based store-and-forward video home telehealth system for improving asthma outcomes in children. Am J Health Syst Pharm 60(19):1976–1981 Chan DS, Callahan CW, Sheets SJ, Moreno CN, Malone Francis J (2003) An Internet-based store-and-forward video home telehealth system for improving asthma outcomes in children. Am J Health Syst Pharm 60(19):1976–1981
42.
Zurück zum Zitat Hensel BK, Demiris G, Courtney KL (2006) Defining obtrusiveness in home telehealth technologies. J Am Med Inf Assoc 13(4):428–431CrossRef Hensel BK, Demiris G, Courtney KL (2006) Defining obtrusiveness in home telehealth technologies. J Am Med Inf Assoc 13(4):428–431CrossRef
43.
Zurück zum Zitat Polisena J, Tran K, Cimon K, Hutton B, McGill S, Palmer K, Scott RE (2010) Home telehealth for chronic obstructive pulmonary disease: a systematic review and meta-analysis. J Telemed Telecare 16(3):120–127CrossRef Polisena J, Tran K, Cimon K, Hutton B, McGill S, Palmer K, Scott RE (2010) Home telehealth for chronic obstructive pulmonary disease: a systematic review and meta-analysis. J Telemed Telecare 16(3):120–127CrossRef
44.
Zurück zum Zitat Nancy T (2007) Telehealth as a tool for enhancing care for patients with cardiovascular disease. J Cardiovasc Nurs 22(1):25–31CrossRef Nancy T (2007) Telehealth as a tool for enhancing care for patients with cardiovascular disease. J Cardiovasc Nurs 22(1):25–31CrossRef
45.
Zurück zum Zitat Ochian A, Suciu G, Fratu O, Voicu C, Suciu V (2014) An overview of cloud middleware services for interconnection of healthcare platforms. In: Communications (COMM), 2014 10th international conference on, pp 1–4 Ochian A, Suciu G, Fratu O, Voicu C, Suciu V (2014) An overview of cloud middleware services for interconnection of healthcare platforms. In: Communications (COMM), 2014 10th international conference on, pp 1–4
46.
Zurück zum Zitat Al-Majeed SS, Al-Mejibli IS, Karam J (2015) Home telehealth by Internet of Things (IoT). In: Electrical and computer engineering (CCECE), 2015 IEEE 28th Canadian conference on, pp 609–613 Al-Majeed SS, Al-Mejibli IS, Karam J (2015) Home telehealth by Internet of Things (IoT). In: Electrical and computer engineering (CCECE), 2015 IEEE 28th Canadian conference on, pp 609–613
47.
Zurück zum Zitat Ding X, Ren H, Gan Y (2013) Method and apparatus of WebRTC media control. U.S. Patent Application 14/137,322 Ding X, Ren H, Gan Y (2013) Method and apparatus of WebRTC media control. U.S. Patent Application 14/137,322
48.
Zurück zum Zitat Holmberg H-C (2015) Web real-time data transport: WebRTC data channels Holmberg H-C (2015) Web real-time data transport: WebRTC data channels
Metadaten
Titel
An efficient Session_Weight load balancing and scheduling methodology for high-quality telehealth care service based on WebRTC
verfasst von
Linh Van Ma
Jisue Kim
Sanghyun Park
Jinsul Kim
Jonghyeon Jang
Publikationsdatum
01.10.2016
Verlag
Springer US
Erschienen in
The Journal of Supercomputing / Ausgabe 10/2016
Print ISSN: 0920-8542
Elektronische ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-016-1636-8

Weitere Artikel der Ausgabe 10/2016

The Journal of Supercomputing 10/2016 Zur Ausgabe