Skip to main content
Top

2017 | OriginalPaper | Chapter

Energy-Aware Model-Driven Development of a Wearable Healthcare Device

Authors : José Antonio Esparza Isasa, Peter Gorm Larsen, Finn Overgaard Hansen

Published in: Software Engineering in Health Care

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

The healthcare domain is experiencing an expansion of wearable embedded devices. These devices are typically battery powered and expected to deliver a safe and reliable service to the patient regardless of its power reserves. Being energy efficient brings an additional level of complexity to the development of these solutions. In this paper we propose the application of a well-founded model-driven energy-aware approach to tackle the energy consumption in such solutions addressing all their critical subsystems: control software, communication and mechanical components. The approach enables exploration of the design space, reduces prototyping costs and helps in build confidence in the proposed solution. We demonstrate this approach in a case study focused on the development of an intelligent compression stocking to treat leg-venous insufficiency. We also discuss how this approach has benefited the development of the actual device.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Footnotes
1
Overture project official website: www.​overturetool.​org.
 
2
20-sim official website www.​20sim.​com.
 
3
This framework is currently known as Crescendo but it was called DESTECS in previous published work (see www.​crescendotool.​org).
 
4
This is an acronym for “Integrated Tool Chain for Model-based Design of Cyber-Physical Systems” and information can be found at www.​into-cps.​au.​dk.
 
5
e-Stockings project official website: http://​www.​e-stockings.​eu/​.
 
6
These figures should be considered as average and approximate within their respective order of magnitude.
 
7
Modern CPUs incorporate several low power modes, the most common being: a Sleep mode with a current draw within the order of microamps and a Hibernation mode, with a current draw of nanoamps and less reactive than the first one. Mode names vary depending on the manufacturer.
 
8
The power consumption of these sensors is not taken into consideration because it is negligible if compared with the power consumption of the CPU.
 
Literature
1.
go back to reference Anliker, U., Beutel, J., Dyer, M., et al.: A systematic approach to the design of distributed wearable systems. IEEE Trans. Comput. 53(8), 1017–1033 (2004)CrossRef Anliker, U., Beutel, J., Dyer, M., et al.: A systematic approach to the design of distributed wearable systems. IEEE Trans. Comput. 53(8), 1017–1033 (2004)CrossRef
2.
go back to reference Banerjee, A., Venkatasubramanian, K.K., Mukherjee, T., Gupta, S.K.S.: Ensuring safety, security, and sustainability of mission-critical cyber-physical systems. Proc. IEEE 100(1), 283–299 (2012)CrossRef Banerjee, A., Venkatasubramanian, K.K., Mukherjee, T., Gupta, S.K.S.: Ensuring safety, security, and sustainability of mission-critical cyber-physical systems. Proc. IEEE 100(1), 283–299 (2012)CrossRef
3.
go back to reference Broenink, J.F., Larsen, P.G., Verhoef, M., Kleijn, C., Jovanovic, D., Pierce, K., Wouters, F.: Design support and tooling for dependable embedded control software. In: Proceedings of Serene 2010 International Workshop on Software Engineering for Resilient Systems, pp. 77–88. ACM, April 2010 Broenink, J.F., Larsen, P.G., Verhoef, M., Kleijn, C., Jovanovic, D., Pierce, K., Wouters, F.: Design support and tooling for dependable embedded control software. In: Proceedings of Serene 2010 International Workshop on Software Engineering for Resilient Systems, pp. 77–88. ACM, April 2010
4.
go back to reference Fitzgerald, J., Gamble, C., Larsen, P.G., Pierce, K., Woodcock, J.: Cyber-physical systems design: formal foundations, methods and integrated tool chains. In: FormaliSE: FME Workshop on Formal Methods in Software Engineering, Florence, Italy, May 2015, ICSE 2015 (2015) Fitzgerald, J., Gamble, C., Larsen, P.G., Pierce, K., Woodcock, J.: Cyber-physical systems design: formal foundations, methods and integrated tool chains. In: FormaliSE: FME Workshop on Formal Methods in Software Engineering, Florence, Italy, May 2015, ICSE 2015 (2015)
5.
go back to reference Fitzgerald, J., Gamble, C., Payne, R., Larsen, P.G., Basagiannis, S., Mady, A.E.-D.: Collaborative model-based systems engineering for cyber-physical systems - a case study in building automation. In: INCOSE 2016, Edinburgh, Scotland, July 2016 Fitzgerald, J., Gamble, C., Payne, R., Larsen, P.G., Basagiannis, S., Mady, A.E.-D.: Collaborative model-based systems engineering for cyber-physical systems - a case study in building automation. In: INCOSE 2016, Edinburgh, Scotland, July 2016
6.
go back to reference Fitzgerald, J., Larsen, P.G., Verhoef, M. (eds.): Collaborative Design for Embedded Systems - Co-modelling and Co-simulation. Springer, Heidelberg (2014). doi:10.1007/978-3-642-54118-6 Fitzgerald, J., Larsen, P.G., Verhoef, M. (eds.): Collaborative Design for Embedded Systems - Co-modelling and Co-simulation. Springer, Heidelberg (2014). doi:10.​1007/​978-3-642-54118-6
7.
go back to reference Gomes, C., Thule, C., Broman, D., Larsen, P.G., Vangheluwe, H.: Co-simulation: state of the art. Technical report, February 2017 Gomes, C., Thule, C., Broman, D., Larsen, P.G., Vangheluwe, H.: Co-simulation: state of the art. Technical report, February 2017
8.
go back to reference Gupta, S.K.S., Mukherjee, T., Varsamopoulos, G., Banerjee, A.: Research directions in energy-sustainable cyberphysical systems. Sustain. Comput. Inf. Syst. 1(1), 57–74 (2011) Gupta, S.K.S., Mukherjee, T., Varsamopoulos, G., Banerjee, A.: Research directions in energy-sustainable cyberphysical systems. Sustain. Comput. Inf. Syst. 1(1), 57–74 (2011)
9.
go back to reference Hansen, F.O., Jensen, T.F., Esparza, J.A.: Distributed ICT architecture for developing, configuring and monitoring mobile embedded healthcare systems. In: International Conference on Health Informatics (HEALTHINF 2014), March 2014 Hansen, F.O., Jensen, T.F., Esparza, J.A.: Distributed ICT architecture for developing, configuring and monitoring mobile embedded healthcare systems. In: International Conference on Health Informatics (HEALTHINF 2014), March 2014
10.
go back to reference Isasa, J.A.E., Hansen, F.O., Larsen, P.G.: Embedded systems energy consumption analysis through co-modelling and simulation. In: Proceedings of the International Conference on Modeling and Simulation, ICMS 2013. World Academy of Science, Engineering and Technology, June 2013 Isasa, J.A.E., Hansen, F.O., Larsen, P.G.: Embedded systems energy consumption analysis through co-modelling and simulation. In: Proceedings of the International Conference on Modeling and Simulation, ICMS 2013. World Academy of Science, Engineering and Technology, June 2013
11.
go back to reference Isasa, J.A.E., Jørgensen, P.W.V., Ballegaard, C.: Modelling energy consumption in embedded systems with VDM-RT. In: Proceedings of the 4th International ABZ Conference, July 2014 Isasa, J.A.E., Jørgensen, P.W.V., Ballegaard, C.: Modelling energy consumption in embedded systems with VDM-RT. In: Proceedings of the 4th International ABZ Conference, July 2014
12.
go back to reference Isasa, J.A.E., Jørgensen, P.W.V., Larsen, P.G.: Hardware in the loop for VDM-real time modelling of embedded systems. Hardware in the loop for VDM-real time modelling of embedded systems. In: MODELSWARD 2014, Second International Conference on Model-Driven Engineering and Software Development, January 2014 Isasa, J.A.E., Jørgensen, P.W.V., Larsen, P.G.: Hardware in the loop for VDM-real time modelling of embedded systems. Hardware in the loop for VDM-real time modelling of embedded systems. In: MODELSWARD 2014, Second International Conference on Model-Driven Engineering and Software Development, January 2014
13.
go back to reference Isasa, J.A.E., Larsen, P.G., Hansen, F.O.: A holistic approach to energy-aware design of cyber-physical systems. Int. J. Embed. Syst. 9(3), 283–295 (2017)CrossRef Isasa, J.A.E., Larsen, P.G., Hansen, F.O.: A holistic approach to energy-aware design of cyber-physical systems. Int. J. Embed. Syst. 9(3), 283–295 (2017)CrossRef
14.
go back to reference Jensen, J.C., Chang, D.H., Lee, E.A.: A model-based design methodology for cyber-physical systems. In: 7th International Wireless Communications and Mobile Computing Conference (IWCMC), pp. 1666–1671 (2011) Jensen, J.C., Chang, D.H., Lee, E.A.: A model-based design methodology for cyber-physical systems. In: 7th International Wireless Communications and Mobile Computing Conference (IWCMC), pp. 1666–1671 (2011)
15.
go back to reference Jensen, T.F., Hansen, F.O., Isasa, J.A.E., et al.: ICT-enabled medical compression stocking for treatment of leg-venous insufficiency. In: International Conference on Biomedical Electronics and Devices (BIODEVICES 2014), March 2014 Jensen, T.F., Hansen, F.O., Isasa, J.A.E., et al.: ICT-enabled medical compression stocking for treatment of leg-venous insufficiency. In: International Conference on Biomedical Electronics and Devices (BIODEVICES 2014), March 2014
16.
go back to reference Battle, N.N., Ferreira, M., Fitzgerald, J., Lausdahl, K., Verhoef, M.: The overture initiative - integrating tools for VDM. SIGSOFT Softw. Eng. 35(1), 1–6 (2010) Battle, N.N., Ferreira, M., Fitzgerald, J., Lausdahl, K., Verhoef, M.: The overture initiative - integrating tools for VDM. SIGSOFT Softw. Eng. 35(1), 1–6 (2010)
17.
go back to reference Larsen, P.G., Fitzgerald, J.S., Wolff, S.: Methods for the development of distributed real-time embedded systems using VDM. Int. J. Softw. Inform. 3(2–3), 305–341 (2009) Larsen, P.G., Fitzgerald, J.S., Wolff, S.: Methods for the development of distributed real-time embedded systems using VDM. Int. J. Softw. Inform. 3(2–3), 305–341 (2009)
18.
go back to reference Larsen, P.G., Fitzgerald, J., Woodcock, J., Fritzson, P., Brauer, J., Kleijn, C., Lecomte, T., Pfeil, M., Green, O., Basagiannis, S., Sadovykh, A.: Integrated tool chain for model-based design of cyber-physical systems: the INTO-CPS project. In: CPS Data Workshop, Vienna, Austria (2016) Larsen, P.G., Fitzgerald, J., Woodcock, J., Fritzson, P., Brauer, J., Kleijn, C., Lecomte, T., Pfeil, M., Green, O., Basagiannis, S., Sadovykh, A.: Integrated tool chain for model-based design of cyber-physical systems: the INTO-CPS project. In: CPS Data Workshop, Vienna, Austria (2016)
19.
go back to reference Larsen, P. G., Fitzgerald, J., Woodcock, J., Lecomte, T.: Collaborative modelling and simulation for cyber-physical systems In: Trustworthy Cyber-Physical Systems Engineering. Chapman and Hall/CRC, September 2016. ISBN 9781498742450 Larsen, P. G., Fitzgerald, J., Woodcock, J., Lecomte, T.: Collaborative modelling and simulation for cyber-physical systems In: Trustworthy Cyber-Physical Systems Engineering. Chapman and Hall/CRC, September 2016. ISBN 9781498742450
20.
go back to reference Mokhlespour, M.I., Zobeiri, O., Narimani, R., et al.: Design and Prototyping of wearable measuring system for trunk movement using textile sensors. In: Proceedings of the 20th Iranian Conference on Electrical Engineering, (ICEE 2012), pp. 1571–1575, May 2012 Mokhlespour, M.I., Zobeiri, O., Narimani, R., et al.: Design and Prototyping of wearable measuring system for trunk movement using textile sensors. In: Proceedings of the 20th Iranian Conference on Electrical Engineering, (ICEE 2012), pp. 1571–1575, May 2012
21.
go back to reference Pantelopoulos, A., Bourbakis, N.: SPN-model based simulation of a wearable health monitoring system. In: Proceedings of the 31st Annual International Conference of the IEEE EMBS, pp. 320–323. IEEE, September 2009 Pantelopoulos, A., Bourbakis, N.: SPN-model based simulation of a wearable health monitoring system. In: Proceedings of the 31st Annual International Conference of the IEEE EMBS, pp. 320–323. IEEE, September 2009
22.
go back to reference Verhoef, M., Larsen, P.G., Hooman, J.: Modeling and validating distributed embedded real-time systems with VDM++. In: Misra, J., Nipkow, T., Sekerinski, E. (eds.) FM 2006. LNCS, vol. 4085, pp. 147–162. Springer, Heidelberg (2006). doi:10.1007/11813040_11 CrossRef Verhoef, M., Larsen, P.G., Hooman, J.: Modeling and validating distributed embedded real-time systems with VDM++. In: Misra, J., Nipkow, T., Sekerinski, E. (eds.) FM 2006. LNCS, vol. 4085, pp. 147–162. Springer, Heidelberg (2006). doi:10.​1007/​11813040_​11 CrossRef
23.
go back to reference Vuorela, T.: Technologies for wearable and portable physiological measurement devices. PhD thesis, Tampere University of Technology (2011) Vuorela, T.: Technologies for wearable and portable physiological measurement devices. PhD thesis, Tampere University of Technology (2011)
24.
go back to reference Wescott, T.: PID without a PhD. Embed. Syst. Des. 13, 86–108 (2000) Wescott, T.: PID without a PhD. Embed. Syst. Des. 13, 86–108 (2000)
25.
go back to reference Wong, K.-I.: Rapid prototyping of a low-power, wireless, reflectance photoplethysmography system. In: Proceedings of the 2010 International Conference on Body Sensor Networks, pp. 47–51 (2010) Wong, K.-I.: Rapid prototyping of a low-power, wireless, reflectance photoplethysmography system. In: Proceedings of the 2010 International Conference on Body Sensor Networks, pp. 47–51 (2010)
Metadata
Title
Energy-Aware Model-Driven Development of a Wearable Healthcare Device
Authors
José Antonio Esparza Isasa
Peter Gorm Larsen
Finn Overgaard Hansen
Copyright Year
2017
DOI
https://doi.org/10.1007/978-3-319-63194-3_4

Premium Partner