Skip to main content
Top
Published in: BMC Medical Informatics and Decision Making 1/2014

Open Access 01-12-2014 | Research article

Ambient-aware continuous care through semantic context dissemination

Authors: Femke Ongenae, Jeroen Famaey, Stijn Verstichel, Saar De Zutter, Steven Latré, Ann Ackaert, Piet Verhoeve, Filip De Turck

Published in: BMC Medical Informatics and Decision Making | Issue 1/2014

Login to get access

Abstract

Background

The ultimate ambient-intelligent care room contains numerous sensors and devices to monitor the patient, sense and adjust the environment and support the staff. This sensor-based approach results in a large amount of data, which can be processed by current and future applications, e.g., task management and alerting systems. Today, nurses are responsible for coordinating all these applications and supplied information, which reduces the added value and slows down the adoption rate.
The aim of the presented research is the design of a pervasive and scalable framework that is able to optimize continuous care processes by intelligently reasoning on the large amount of heterogeneous care data.

Methods

The developed Ontology-based Care Platform (OCarePlatform) consists of modular components that perform a specific reasoning task. Consequently, they can easily be replicated and distributed. Complex reasoning is achieved by combining the results of different components. To ensure that the components only receive information, which is of interest to them at that time, they are able to dynamically generate and register filter rules with a Semantic Communication Bus (SCB). This SCB semantically filters all the heterogeneous care data according to the registered rules by using a continuous care ontology. The SCB can be distributed and a cache can be employed to ensure scalability.

Results

A prototype implementation is presented consisting of a new-generation nurse call system supported by a localization and a home automation component. The amount of data that is filtered and the performance of the SCB are evaluated by testing the prototype in a living lab. The delay introduced by processing the filter rules is negligible when 10 or fewer rules are registered.

Conclusions

The OCarePlatform allows disseminating relevant care data for the different applications and additionally supports composing complex applications from a set of smaller independent components. This way, the platform significantly reduces the amount of information that needs to be processed by the nurses. The delay resulting from processing the filter rules is linear in the amount of rules. Distributed deployment of the SCB and using a cache allows further improvement of these performance results.
Appendix
Available only for authorised users
Literature
1.
go back to reference Orwat C:Graefe A, Faulwasser T: Towards pervasive computing in health care - A literature review. BMC Med Inform Decis Mak. 2008, 8 (26): 18- Orwat C:Graefe A, Faulwasser T: Towards pervasive computing in health care - A literature review. BMC Med Inform Decis Mak. 2008, 8 (26): 18-
2.
go back to reference Tentori M, Segura D, Favela J:Chapter VIII: monitoring hospital patients using ambient displays. Mobile Health Solutions for Biomedical Applications, Volume 1. Edited by: Tan J, Olla P, Olla P, Tan J. 2009, Hershey, New York: Medical Information Science Reference, 143-158.CrossRef Tentori M, Segura D, Favela J:Chapter VIII: monitoring hospital patients using ambient displays. Mobile Health Solutions for Biomedical Applications, Volume 1. Edited by: Tan J, Olla P, Olla P, Tan J. 2009, Hershey, New York: Medical Information Science Reference, 143-158.CrossRef
3.
go back to reference Burgelman JC, Punie Y:Chapter II: information, society and technology. True Visions: The Emergence of Ambient Intelligence, Volume 1. Edited by: Encarnacao JL, Aarts EHL, Aarts EHL, Encarnacao JL. 2006, Berlin/Heidelberg, Germany: Springer, 17-35.CrossRef Burgelman JC, Punie Y:Chapter II: information, society and technology. True Visions: The Emergence of Ambient Intelligence, Volume 1. Edited by: Encarnacao JL, Aarts EHL, Aarts EHL, Encarnacao JL. 2006, Berlin/Heidelberg, Germany: Springer, 17-35.CrossRef
5.
go back to reference Punie Y:The future of ambient intelligence in Europe: the need for more everyday life. Communication and Stratégies. 2005, 57: 141-165. Punie Y:The future of ambient intelligence in Europe: the need for more everyday life. Communication and Stratégies. 2005, 57: 141-165.
6.
go back to reference Gruber TR:A translation approach to portable ontologies. Knowl Acquis. 1993, 5 (2): 199-220. 10.1006/knac.1993.1008.CrossRef Gruber TR:A translation approach to portable ontologies. Knowl Acquis. 1993, 5 (2): 199-220. 10.1006/knac.1993.1008.CrossRef
7.
go back to reference Dey AK, Abowd GD:Towards a better understanding of context and context-awareness. Proceedings of the CHI Workskhop on the What, Who, Where, When and How of Context-Awareness: 1–6 April 2000; The Hague, The Netherlands. 2000, New York: ACM Press, Dey AK, Abowd GD:Towards a better understanding of context and context-awareness. Proceedings of the CHI Workskhop on the What, Who, Where, When and How of Context-Awareness: 1–6 April 2000; The Hague, The Netherlands. 2000, New York: ACM Press,
8.
go back to reference Byun H, Cheverst K:Utilizing context history to provide dynamic adaptations. Appl Artif Intell. 2004, 18 (6): 533-548. 10.1080/08839510490462894.CrossRef Byun H, Cheverst K:Utilizing context history to provide dynamic adaptations. Appl Artif Intell. 2004, 18 (6): 533-548. 10.1080/08839510490462894.CrossRef
9.
go back to reference Hong J, Suh E, Kim S:Context-aware systems: a literature review and classification. Expert Syst Appl. 2009, 36 (4): 8509-8522. 10.1016/j.eswa.2008.10.071.CrossRef Hong J, Suh E, Kim S:Context-aware systems: a literature review and classification. Expert Syst Appl. 2009, 36 (4): 8509-8522. 10.1016/j.eswa.2008.10.071.CrossRef
10.
go back to reference Baldauf M, Dustdar S, Rosenberg F:A survey on context-aware systems. Int J Ad Hoc Ubiquitous Comput. 2007, 2 (4): 263-277. 10.1504/IJAHUC.2007.014070.CrossRef Baldauf M, Dustdar S, Rosenberg F:A survey on context-aware systems. Int J Ad Hoc Ubiquitous Comput. 2007, 2 (4): 263-277. 10.1504/IJAHUC.2007.014070.CrossRef
11.
go back to reference Xue W, Pung HK:Chapter 8: context-aware middleware for supporting mobile applications and services. Handbook of Mobile Systems Applications and Services, Volume 1. Edited by: Xie B, Kamur A, Kamur A, Xie B. 2012, Florida: CRC Press, 269-304. Xue W, Pung HK:Chapter 8: context-aware middleware for supporting mobile applications and services. Handbook of Mobile Systems Applications and Services, Volume 1. Edited by: Xie B, Kamur A, Kamur A, Xie B. 2012, Florida: CRC Press, 269-304.
12.
go back to reference Dey AK, Salber D, Abowd GD:A conceptual framework and a toolkit for supporting the rapid prototyping of context-aware applications. Hum Comput Interact J, Special Issue on Context-aware Computing. 2001, 16 (2–4): 97-166. Dey AK, Salber D, Abowd GD:A conceptual framework and a toolkit for supporting the rapid prototyping of context-aware applications. Hum Comput Interact J, Special Issue on Context-aware Computing. 2001, 16 (2–4): 97-166.
13.
go back to reference Strang T, Linnhoff-Popien C:A context modeling survey. Proceedings of the 6th International Conference on Ubiquitous Computing (UbiComp), Workshop on Advanced Context Modelling, Reasoning and Management: 7 September 2004; Nottingham, UK. Edited by: Roure DD, Indulska J, Indulska J, Roure DD. 2004, New York: ACM, 31-41. Strang T, Linnhoff-Popien C:A context modeling survey. Proceedings of the 6th International Conference on Ubiquitous Computing (UbiComp), Workshop on Advanced Context Modelling, Reasoning and Management: 7 September 2004; Nottingham, UK. Edited by: Roure DD, Indulska J, Indulska J, Roure DD. 2004, New York: ACM, 31-41.
14.
go back to reference Gu T, Pung HK, Zhang DQ:A service-oriented middleware for building context-aware services. J Netw Comput Appl. 2005, 28: 1-18. 10.1016/j.jnca.2004.06.002.CrossRef Gu T, Pung HK, Zhang DQ:A service-oriented middleware for building context-aware services. J Netw Comput Appl. 2005, 28: 1-18. 10.1016/j.jnca.2004.06.002.CrossRef
15.
go back to reference Chen H: An intelligent broker architecture for pervasive context-aware systems. 2004, University of Maryland Baltimore County: PhD thesis Chen H: An intelligent broker architecture for pervasive context-aware systems. 2004, University of Maryland Baltimore County: PhD thesis
16.
go back to reference Korpipää P, Mantyjarvi J, Kela J, Keranen H, Malm EJ:Managing context information in mobile devices. IEEE Pervasive Comput. 2003, 2 (3): 42-51. 10.1109/MPRV.2003.1228526.CrossRef Korpipää P, Mantyjarvi J, Kela J, Keranen H, Malm EJ:Managing context information in mobile devices. IEEE Pervasive Comput. 2003, 2 (3): 42-51. 10.1109/MPRV.2003.1228526.CrossRef
17.
go back to reference Santos LOBS, Wijnen RP, Vink P:A service-oriented middleware for context-aware applications. Proceedings of the 5th International Workshop on Middleware for Pervasive and Ad hoc Computing: 26–30 November 2007; Newport Beach, Orange County, CA, USA. 2007, New York: ACM Press, 37-42. Santos LOBS, Wijnen RP, Vink P:A service-oriented middleware for context-aware applications. Proceedings of the 5th International Workshop on Middleware for Pervasive and Ad hoc Computing: 26–30 November 2007; Newport Beach, Orange County, CA, USA. 2007, New York: ACM Press, 37-42.
18.
go back to reference Kim E, Choi J:A context-awareness middleware based on service-oriented architecture. Proceedings of the 4th International Conference on Ubiquitous Intelligence and Computing: 11–13 July 2007, Hong Kong, China. Edited by: Cao J, Ungerer T, Yang LT, Ma J, Indulska J, Indulska J, Ma J, Yang LT, Ungerer T, Cao J. 953, Berlin/Heidelberg: Springer, Kim E, Choi J:A context-awareness middleware based on service-oriented architecture. Proceedings of the 4th International Conference on Ubiquitous Intelligence and Computing: 11–13 July 2007, Hong Kong, China. Edited by: Cao J, Ungerer T, Yang LT, Ma J, Indulska J, Indulska J, Ma J, Yang LT, Ungerer T, Cao J. 953, Berlin/Heidelberg: Springer,
19.
go back to reference Román M, Hess C, Cerqueira R, Campbell RH, Nahrstedt K:Gaia: a middleware infrastructure to enable active spaces. IEEE Pervasive Comput. 2002, 1: 74-83.CrossRef Román M, Hess C, Cerqueira R, Campbell RH, Nahrstedt K:Gaia: a middleware infrastructure to enable active spaces. IEEE Pervasive Comput. 2002, 1: 74-83.CrossRef
21.
go back to reference Baader F, Calvanese D, McGuinness DL, Nardi D, Patel-Schneider P: The Description Logic Handbook: Theory, Implementation and Applications. 2003, Cambridge: Cambridge University Press Baader F, Calvanese D, McGuinness DL, Nardi D, Patel-Schneider P: The Description Logic Handbook: Theory, Implementation and Applications. 2003, Cambridge: Cambridge University Press
22.
go back to reference Sirin E, Parsia B, Grau BC, Kalyanpur A, Katz Y:Pellet: a practical OWL-DL reasoner. J Web Semant Sci Serv Agents World Wide Web. 2007, 5 (2): 51-53. 10.1016/j.websem.2007.03.004.CrossRef Sirin E, Parsia B, Grau BC, Kalyanpur A, Katz Y:Pellet: a practical OWL-DL reasoner. J Web Semant Sci Serv Agents World Wide Web. 2007, 5 (2): 51-53. 10.1016/j.websem.2007.03.004.CrossRef
23.
go back to reference Motik B, Shearer R, Horrocks I:Hypertableau reasoning for description logics. J Artif Intell Res. 2009, 36: 165-228. Motik B, Shearer R, Horrocks I:Hypertableau reasoning for description logics. J Artif Intell Res. 2009, 36: 165-228.
25.
go back to reference Carroll JJ, Dickinson I, Dollin C, Reynolds D, Seaborne A, Wilkinson K:Jena: implementing the semantic web recommendations. Proceediungs of the 13th international Conference on World Wide Web (WWW) - Alternate Track Papers &; Posters: May 17–20, 2004; New York, NY, USA. Edited by: Wills C, Najork M, Uretsky M, Feldman S, Feldman S, Uretsky M, Najork M, Wills C. 2004, New York: ACM, 74-83.CrossRef Carroll JJ, Dickinson I, Dollin C, Reynolds D, Seaborne A, Wilkinson K:Jena: implementing the semantic web recommendations. Proceediungs of the 13th international Conference on World Wide Web (WWW) - Alternate Track Papers &; Posters: May 17–20, 2004; New York, NY, USA. Edited by: Wills C, Najork M, Uretsky M, Feldman S, Feldman S, Uretsky M, Najork M, Wills C. 2004, New York: ACM, 74-83.CrossRef
26.
go back to reference Bricon-Souf N, Newman CR:Context awareness in health care: a review. Int J Med Informat. 2007, 76: 2-12. 10.1016/j.ijmedinf.2006.01.003.CrossRef Bricon-Souf N, Newman CR:Context awareness in health care: a review. Int J Med Informat. 2007, 76: 2-12. 10.1016/j.ijmedinf.2006.01.003.CrossRef
27.
go back to reference Varshney U:Chapter 11: context-awareness in healthcare. Pervasive Healthcare Computing: EMR/EHR, Wireless and Health Monitoring. 2009, New York: Springer Science + Business Media, LLC, 231-257.CrossRef Varshney U:Chapter 11: context-awareness in healthcare. Pervasive Healthcare Computing: EMR/EHR, Wireless and Health Monitoring. 2009, New York: Springer Science + Business Media, LLC, 231-257.CrossRef
28.
go back to reference Bardram J:Applications of context-aware computing in hospital work - Examples and design principles. Proceedings of the Annual ACM Symposium on Applied Computing: 14–17 March 2004; Nicosia, Cyprus. 2004, New York: ACM Press, 1574-1579.CrossRef Bardram J:Applications of context-aware computing in hospital work - Examples and design principles. Proceedings of the Annual ACM Symposium on Applied Computing: 14–17 March 2004; Nicosia, Cyprus. 2004, New York: ACM Press, 1574-1579.CrossRef
29.
go back to reference Skov MB, Hoegh RT:Supporting information access in a hospital ward by a context-aware mobile electronic patient record. Pers Ubiquitous Comput. 2006, 10 (4): 205-214. 10.1007/s00779-005-0049-0.CrossRef Skov MB, Hoegh RT:Supporting information access in a hospital ward by a context-aware mobile electronic patient record. Pers Ubiquitous Comput. 2006, 10 (4): 205-214. 10.1007/s00779-005-0049-0.CrossRef
30.
go back to reference Mitchell S, Spiteri MD, Bates J, Coulouris G:Context-aware multimedia computing in the intelligent hospital. Proceedings of the 9th Workshop on ACM SIGOPS European Workshop: Beyond the PC: New Challenges for the Operating System: 17–20 September 2000; Kolding, Denmark. 2000, New York: ACM, 13-18. Mitchell S, Spiteri MD, Bates J, Coulouris G:Context-aware multimedia computing in the intelligent hospital. Proceedings of the 9th Workshop on ACM SIGOPS European Workshop: Beyond the PC: New Challenges for the Operating System: 17–20 September 2000; Kolding, Denmark. 2000, New York: ACM, 13-18.
31.
go back to reference Stanford V:Beam me up, doctor McCoy. IEEE Pervasive Comput. 2003, 2 (3): 13-18. 10.1109/MPRV.2003.1228522.CrossRef Stanford V:Beam me up, doctor McCoy. IEEE Pervasive Comput. 2003, 2 (3): 13-18. 10.1109/MPRV.2003.1228522.CrossRef
32.
go back to reference Muñoz MA, Rodríguez M, Favela J, Martinez-Garcia AI, González VM:Context-aware mobile communication in hospitals. Computer. 2003, 36 (9): 38-46. 10.1109/MC.2003.1231193.CrossRef Muñoz MA, Rodríguez M, Favela J, Martinez-Garcia AI, González VM:Context-aware mobile communication in hospitals. Computer. 2003, 36 (9): 38-46. 10.1109/MC.2003.1231193.CrossRef
33.
go back to reference Fishkin K, Wang M, Fishkin KP, Wang M: A flexible, low-overhead ubiquitous system for medication monitoring. 2003, Tech. rep., Intel Research Seattle, Technical Memo IRS-TR-03-011 Fishkin K, Wang M, Fishkin KP, Wang M: A flexible, low-overhead ubiquitous system for medication monitoring. 2003, Tech. rep., Intel Research Seattle, Technical Memo IRS-TR-03-011
34.
go back to reference Siegemund F, Floerkemeier C:Improving the effectiveness of medical treatment with pervasive computing technologies. Proceedings of the 2nd International Workshop on Ubiquitous Computing for Pervasive Healthcare Applications at International Conference on Ubiquitous Intelligence and Computing: 25 October 2003; Seattle, Washington, USA. 2003, New York: ACM, Siegemund F, Floerkemeier C:Improving the effectiveness of medical treatment with pervasive computing technologies. Proceedings of the 2nd International Workshop on Ubiquitous Computing for Pervasive Healthcare Applications at International Conference on Ubiquitous Intelligence and Computing: 25 October 2003; Seattle, Washington, USA. 2003, New York: ACM,
35.
go back to reference Korhonen I, Paavilainen P, Särelä A:Application of ubiquitous computing technologies for support of independent living of the elderly in real life settings. Proceedings of the 2nd International Workshop on Ubiquitous Computing for Pervasive Healthcare Applications at International Conference on Ubiquitous Intelligence and Computing: 25 October 2003; Seattle, Washington, USA. 2003, New York: ACM, Korhonen I, Paavilainen P, Särelä A:Application of ubiquitous computing technologies for support of independent living of the elderly in real life settings. Proceedings of the 2nd International Workshop on Ubiquitous Computing for Pervasive Healthcare Applications at International Conference on Ubiquitous Intelligence and Computing: 25 October 2003; Seattle, Washington, USA. 2003, New York: ACM,
36.
go back to reference Mihailidis A, Carmichael B, Boger J, Fernie G:An intelligent environment to support aging-in-place, safety, and independence of older adults with dementia. Proceedings of the 2nd International Workshop on Ubiquitous Computing for Pervasive Healthcare Applications at International Conference on Ubiquitous Intelligence and Computing: 25 October 2003; Seattle, Washington, USA. 2003, New York: ACM, Mihailidis A, Carmichael B, Boger J, Fernie G:An intelligent environment to support aging-in-place, safety, and independence of older adults with dementia. Proceedings of the 2nd International Workshop on Ubiquitous Computing for Pervasive Healthcare Applications at International Conference on Ubiquitous Intelligence and Computing: 25 October 2003; Seattle, Washington, USA. 2003, New York: ACM,
37.
go back to reference de Toledo P, Jimenez S, del Pozo F, Roca J, Alonso A, Hernandez C:Telemedicine experience for chronic care in COPD. IEEE Trans Inform Tech Biomed. 2006, 10 (3): 567-573. 10.1109/TITB.2005.863877.CrossRef de Toledo P, Jimenez S, del Pozo F, Roca J, Alonso A, Hernandez C:Telemedicine experience for chronic care in COPD. IEEE Trans Inform Tech Biomed. 2006, 10 (3): 567-573. 10.1109/TITB.2005.863877.CrossRef
38.
go back to reference Hu B, Hu B, Wan J, Dennis M, Chen HH, Li L, Zhou Q:Ontology-based ubiquitous monitoring and treatment against depression. Wireless Comm Mobile Comput. 2010, 10 (10): 1303-1319.CrossRef Hu B, Hu B, Wan J, Dennis M, Chen HH, Li L, Zhou Q:Ontology-based ubiquitous monitoring and treatment against depression. Wireless Comm Mobile Comput. 2010, 10 (10): 1303-1319.CrossRef
39.
go back to reference Suzuki T, Doi M:LifeMinder: an evidence-based wearable healthcare assistant. Proceedings of the ACM Conference on Human Factors in Computing Systems: 31 March - 5 April 2001; Seattle, Washington, USA. Edited by: Jacob RJK, Beaudouin-Lafon M, Beaudouin-Lafon M, Jacob RJK. 2001, New York: ACM, 127-128. Suzuki T, Doi M:LifeMinder: an evidence-based wearable healthcare assistant. Proceedings of the ACM Conference on Human Factors in Computing Systems: 31 March - 5 April 2001; Seattle, Washington, USA. Edited by: Jacob RJK, Beaudouin-Lafon M, Beaudouin-Lafon M, Jacob RJK. 2001, New York: ACM, 127-128.
40.
go back to reference Jansen B, Deklerck R:Context aware inactivity recognition for visual fall detection. In Proceedings of the Pervasive Health Conference and Workshops: November 29 2006; Innsbruck, Austria. 2006, Piscataway: IEEE, 1-4. Jansen B, Deklerck R:Context aware inactivity recognition for visual fall detection. In Proceedings of the Pervasive Health Conference and Workshops: November 29 2006; Innsbruck, Austria. 2006, Piscataway: IEEE, 1-4.
41.
go back to reference Fook VFS, Tay SC, Jayachandran M, Biswas J, Zhang D:An Ontology-based context model in monitoring and handling agitation behaviour for persons with dementia. In Proceedings of the 4th IEEE International Conference on Pervasive Computing and Commununications Workshops (PERCOMW): 13–17 March 2006; Pisa, Italy. 2006, Washington: IEEE Computer Society, 560-564. Fook VFS, Tay SC, Jayachandran M, Biswas J, Zhang D:An Ontology-based context model in monitoring and handling agitation behaviour for persons with dementia. In Proceedings of the 4th IEEE International Conference on Pervasive Computing and Commununications Workshops (PERCOMW): 13–17 March 2006; Pisa, Italy. 2006, Washington: IEEE Computer Society, 560-564.
42.
go back to reference Zhang D, Yu Z, Chin CY:Context-aware infrastructure for personalized healthcare. Stud Health Technol Inform. 2005, 117: 154-163.PubMed Zhang D, Yu Z, Chin CY:Context-aware infrastructure for personalized healthcare. Stud Health Technol Inform. 2005, 117: 154-163.PubMed
43.
go back to reference Paganelli F, Giuli D:An Ontology-based system for context-aware and configurable services to support home-based continuous care. IEEE Trans Inf Technol Biomed. 2011, 15 (2): 324-333.CrossRefPubMed Paganelli F, Giuli D:An Ontology-based system for context-aware and configurable services to support home-based continuous care. IEEE Trans Inf Technol Biomed. 2011, 15 (2): 324-333.CrossRefPubMed
45.
go back to reference Anderston J, Aydin C:Evaluating the impact of health care information systems. Int J Technol Assess Health Care. 1997, 13 (2): 380-393. 10.1017/S0266462300010436.CrossRef Anderston J, Aydin C:Evaluating the impact of health care information systems. Int J Technol Assess Health Care. 1997, 13 (2): 380-393. 10.1017/S0266462300010436.CrossRef
46.
go back to reference Jahnke JH, Bychkov Y, Dahlem D, Kawasme L:Context-aware information services for health care. Proceedings of the 27th German Conference on Artificial Intelligence, Workshop on Modeling and Retrieval of Context (MRC) 20–21 September 2004; Ulm, Germany. Edited by: Schulz S, Roth-Berghofer T, Roth-Berghofer T, Schulz S. 2004, Aachen: CEUR, 73-84. Jahnke JH, Bychkov Y, Dahlem D, Kawasme L:Context-aware information services for health care. Proceedings of the 27th German Conference on Artificial Intelligence, Workshop on Modeling and Retrieval of Context (MRC) 20–21 September 2004; Ulm, Germany. Edited by: Schulz S, Roth-Berghofer T, Roth-Berghofer T, Schulz S. 2004, Aachen: CEUR, 73-84.
47.
go back to reference Ash J, Sittig D, Guappone K, Dykstra R, Richardson J, Wright A, Carpenter J, McMullen C, Shapiro M, Bunce A, Middleton B:Recommended practices for computerized clinical decision support and knowledge management in community settings: a qualitative study. BMC Med Inform Decis Mak. 2012, 12: 6-10.1186/1472-6947-12-6.CrossRefPubMedPubMedCentral Ash J, Sittig D, Guappone K, Dykstra R, Richardson J, Wright A, Carpenter J, McMullen C, Shapiro M, Bunce A, Middleton B:Recommended practices for computerized clinical decision support and knowledge management in community settings: a qualitative study. BMC Med Inform Decis Mak. 2012, 12: 6-10.1186/1472-6947-12-6.CrossRefPubMedPubMedCentral
48.
go back to reference Filali I, Bongiovanni F, Huet F, Baude F:A survey of structured P2P systems for RDF data storage and retrieval. International Journal Transactions on Large-scale Data and Knowledge-Centered Systems III, Special Issue on Data and Knowledge Management in Grid and P2P Systems. 2011, 20-55. Filali I, Bongiovanni F, Huet F, Baude F:A survey of structured P2P systems for RDF data storage and retrieval. International Journal Transactions on Large-scale Data and Knowledge-Centered Systems III, Special Issue on Data and Knowledge Management in Grid and P2P Systems. 2011, 20-55.
50.
go back to reference Valls A, Gibert K, Sánchez D, Bateta M:Using ontologies for structuring organizational knowledge in Home Care assistance. Int J Med Inform. 2010, 79 (5): 370-387. 10.1016/j.ijmedinf.2010.01.012.CrossRefPubMed Valls A, Gibert K, Sánchez D, Bateta M:Using ontologies for structuring organizational knowledge in Home Care assistance. Int J Med Inform. 2010, 79 (5): 370-387. 10.1016/j.ijmedinf.2010.01.012.CrossRefPubMed
51.
go back to reference Ongenae F, De Backere F, Steurbaut K, Colpaert K, Kerckhove W, Decruyenaere J, De Turck F:Appendix B: overview of the existing medical and natural language ontologies which can be used to support the trans-lation process. BMC Med Inform Decis Mak. 2011, 10 (3): 4- Ongenae F, De Backere F, Steurbaut K, Colpaert K, Kerckhove W, Decruyenaere J, De Turck F:Appendix B: overview of the existing medical and natural language ontologies which can be used to support the trans-lation process. BMC Med Inform Decis Mak. 2011, 10 (3): 4-
52.
go back to reference Rector AL, Rogers JE, Zanstra PE, van der Haring:OpenGALEN: open source medical terminology and tools. Proceedings of the annual American Medical Informatics Association (AMIA) Symposium: 8–12 November 2003; Washington, DC, USA. 2003, American Medical Informatics Association (AMIA), 982-982. [http://www.opengalen.org/], Rector AL, Rogers JE, Zanstra PE, van der Haring:OpenGALEN: open source medical terminology and tools. Proceedings of the annual American Medical Informatics Association (AMIA) Symposium: 8–12 November 2003; Washington, DC, USA. 2003, American Medical Informatics Association (AMIA), 982-982. [http://​www.​opengalen.​org/​],
53.
54.
go back to reference Cornet R, de Keizer N:Forty years of SNOMED: a literature review. BMC Med Inform Decis Mak. 2008, 8: S1-S2. 10.1186/1472-6947-8-S1-S1.CrossRef Cornet R, de Keizer N:Forty years of SNOMED: a literature review. BMC Med Inform Decis Mak. 2008, 8: S1-S2. 10.1186/1472-6947-8-S1-S1.CrossRef
55.
go back to reference Schulz S, Cornet R, Spackman K:Consolidating SNOMED CT’s ontological commitment. Appl Ontol. 2011, 6: 1-11. Schulz S, Cornet R, Spackman K:Consolidating SNOMED CT’s ontological commitment. Appl Ontol. 2011, 6: 1-11.
56.
go back to reference Wroe C:Is semantic web technology ready for Healthcare?. Proceedings of the 3rd European Semantic Web Conference (ESWC) 11–14 June 2006; Budva, Montenegro. 2006, Berlin/Heidelberg: Springer, Wroe C:Is semantic web technology ready for Healthcare?. Proceedings of the 3rd European Semantic Web Conference (ESWC) 11–14 June 2006; Budva, Montenegro. 2006, Berlin/Heidelberg: Springer,
57.
go back to reference Rodríguez MD, Tentori M, Favela J, Saldaña D, García JP:CARe: an ontology for representing context of activity-aware healthcare environments. Proceedings of the AAAI Workshop on Activity Context Representation: Techniques and Languages 7–8, August 2011; San Francisco, CA, USA. 2011, Menlo Park: AAAI Press, Rodríguez MD, Tentori M, Favela J, Saldaña D, García JP:CARe: an ontology for representing context of activity-aware healthcare environments. Proceedings of the AAAI Workshop on Activity Context Representation: Techniques and Languages 7–8, August 2011; San Francisco, CA, USA. 2011, Menlo Park: AAAI Press,
58.
go back to reference Famaey J, Strassner J, De Turck F, Latré S:An Ontology-driven semantic bus for autonomic communication elements. Proceedings of the 5th International Workshop on Modelling Autonomic Communication Environments (MACE): 28 October 2010; Niagara Falls, Canada. Edited by: van der Meer S, Fleck J, Brennan R, Brennan R, Fleck J, van der Meer S. 2010, Berlin/Heidelberg: Springer, 37-50.CrossRef Famaey J, Strassner J, De Turck F, Latré S:An Ontology-driven semantic bus for autonomic communication elements. Proceedings of the 5th International Workshop on Modelling Autonomic Communication Environments (MACE): 28 October 2010; Niagara Falls, Canada. Edited by: van der Meer S, Fleck J, Brennan R, Brennan R, Fleck J, van der Meer S. 2010, Berlin/Heidelberg: Springer, 37-50.CrossRef
59.
go back to reference Famaey J, Latré S, Strassner J, De Turck F:Semantic context dissemination and service matchmaking in future network management. Int J Netw Manag. 2011, 22 (4): 285-310.CrossRef Famaey J, Latré S, Strassner J, De Turck F:Semantic context dissemination and service matchmaking in future network management. Int J Netw Manag. 2011, 22 (4): 285-310.CrossRef
60.
go back to reference Mattson RL, Gecsei J, Slutz DR, Traiger IL:Evaluation techniques for storage hierarchies. IBM Syst J. 1970, 9 (2): 78-117.CrossRef Mattson RL, Gecsei J, Slutz DR, Traiger IL:Evaluation techniques for storage hierarchies. IBM Syst J. 1970, 9 (2): 78-117.CrossRef
61.
go back to reference Cormen TH, Leiserson CE, Rivest RL, Stein C: Introduction to Algorithms. 2009, Cambridge: MIT Press Cormen TH, Leiserson CE, Rivest RL, Stein C: Introduction to Algorithms. 2009, Cambridge: MIT Press
62.
go back to reference Ongenae F, Bleumers L, Sulmon N, Verstraete M, Jacobs A, Van Gils M, Ackaert A, De Zutter S, Verhoeve P, De Turck F:Participatory design of a continuous care Ontology: towards a user-driven Ontology engineering methodology. Proceedings of the International Conference on Knowledge Engineering and Ontology Development (KEOD): 26–29 October 2011; Paris, France. Edited by: Dietz JLG, Filipe J, Filipe J, Dietz JLG. 2011, Portugal: SciTePress Digital Library, 81-90. Ongenae F, Bleumers L, Sulmon N, Verstraete M, Jacobs A, Van Gils M, Ackaert A, De Zutter S, Verhoeve P, De Turck F:Participatory design of a continuous care Ontology: towards a user-driven Ontology engineering methodology. Proceedings of the International Conference on Knowledge Engineering and Ontology Development (KEOD): 26–29 October 2011; Paris, France. Edited by: Dietz JLG, Filipe J, Filipe J, Dietz JLG. 2011, Portugal: SciTePress Digital Library, 81-90.
63.
go back to reference Ongenae F, Duysburgh P, Verstraete M, Sulmon N, Bleumers L, Jacobs A, Ackaert A, De Zutter S, Verstichel S, De Turck F:User-driven design of a context-aware application: an ambient-intelligent nurse call system. Proceedings of the User-Centered Design of Pervasive Healthcare Applications Workshop (U-CDPHA) of the 6th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth): 21–24 May 2012; San Diego, CA, USA. 2012, Piscataway: IEEE, 6-6. Ongenae F, Duysburgh P, Verstraete M, Sulmon N, Bleumers L, Jacobs A, Ackaert A, De Zutter S, Verstichel S, De Turck F:User-driven design of a context-aware application: an ambient-intelligent nurse call system. Proceedings of the User-Centered Design of Pervasive Healthcare Applications Workshop (U-CDPHA) of the 6th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth): 21–24 May 2012; San Diego, CA, USA. 2012, Piscataway: IEEE, 6-6.
64.
go back to reference O’Connor MJ, Das AK:A lightweight model for representing and reasoning with temporal information in biomedical ontologies. Proceedings of the International Conference on Health Informatics (HEALTHINF): 20–23 January 2010; Valencia, Spain. Edited by: Gamboa H, Filipe J, Fred ALN, Fred ALN, Filipe J, Gamboa H. 2010, Portugal: SciTePress Digital Library, 90-97. O’Connor MJ, Das AK:A lightweight model for representing and reasoning with temporal information in biomedical ontologies. Proceedings of the International Conference on Health Informatics (HEALTHINF): 20–23 January 2010; Valencia, Spain. Edited by: Gamboa H, Filipe J, Fred ALN, Fred ALN, Filipe J, Gamboa H. 2010, Portugal: SciTePress Digital Library, 90-97.
65.
go back to reference Verstichel S, De Poorter E, De Pauw T, Becue P, Volckaert B, De Turck F, Moerman I, Demeester P:Distributed ontology-based monitoring on the IBBT WiLab.t infrastructure. Proceedings of the 6th International Conference on Testbeds and Research Infrastructures for the Development of Networks and Communities (TridentCom): 18–20 May 2010; Berlin, Germany. Edited by: Chase JS, Thanh NH, Gavras A, Magedanz T, Magedanz T, Gavras A, Thanh NH, Chase JS. 2010, Berlin/Heidelberg, Germany: Springer, 509-525. Verstichel S, De Poorter E, De Pauw T, Becue P, Volckaert B, De Turck F, Moerman I, Demeester P:Distributed ontology-based monitoring on the IBBT WiLab.t infrastructure. Proceedings of the 6th International Conference on Testbeds and Research Infrastructures for the Development of Networks and Communities (TridentCom): 18–20 May 2010; Berlin, Germany. Edited by: Chase JS, Thanh NH, Gavras A, Magedanz T, Magedanz T, Gavras A, Thanh NH, Chase JS. 2010, Berlin/Heidelberg, Germany: Springer, 509-525.
67.
68.
go back to reference Ongenae F, Myny D, Dhaene T, Defloor T, Van Goubergen D, Verhoeve P, Decruyenaere J, De Turck F:An ontology-based nurse call management system (oNCS) with probabilistic priority assessment. BMC Health Serv Res. 2011, 11 (26): 28- Ongenae F, Myny D, Dhaene T, Defloor T, Van Goubergen D, Verhoeve P, Decruyenaere J, De Turck F:An ontology-based nurse call management system (oNCS) with probabilistic priority assessment. BMC Health Serv Res. 2011, 11 (26): 28-
69.
go back to reference De Backere F, Ongenae F, Van den Abeele F, Hoebeke J, Verstichel S, ckaert A, De Turck F:Social-aware and context-aware multi-sensor fall detection platform. Proceedings of the Workshop on Semantic Web Applications and Tools for Life Sciences (SWAT4LS-2013): 9–11 December 2013; Edinburgh, Scotland. 2013, Aachen: CEUR-WS.org, 4-4. De Backere F, Ongenae F, Van den Abeele F, Hoebeke J, Verstichel S, ckaert A, De Turck F:Social-aware and context-aware multi-sensor fall detection platform. Proceedings of the Workshop on Semantic Web Applications and Tools for Life Sciences (SWAT4LS-2013): 9–11 December 2013; Edinburgh, Scotland. 2013, Aachen: CEUR-WS.org, 4-4.
70.
go back to reference Van den Abeele F, Hoebeke J, De Backere F, Ongenae F, P Bonte SV, Carlier T, Crombez P, De Gryse K, Danschotter S, Moerman I, De Turck F:OCareClouds: improving home care by interconnecting elderly, care networks and their living environments. Proceedings of the 8th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth): 20–23 May 2014; Oldenburg, Germany. 2014, 2-2. Van den Abeele F, Hoebeke J, De Backere F, Ongenae F, P Bonte SV, Carlier T, Crombez P, De Gryse K, Danschotter S, Moerman I, De Turck F:OCareClouds: improving home care by interconnecting elderly, care networks and their living environments. Proceedings of the 8th International Conference on Pervasive Computing Technologies for Healthcare (PervasiveHealth): 20–23 May 2014; Oldenburg, Germany. 2014, 2-2.
71.
go back to reference Kumar S, Cohen PR, Levesque HJ:The adaptive agent architecture: Achieving fault-tolerance using persistent broker teams. Proceedings of the 4th International Conference on Multi-Agent Systems: 10–12 July 2000; Boston, MA, USA. 2000, Washington: IEEE Computer Society, 159-166.CrossRef Kumar S, Cohen PR, Levesque HJ:The adaptive agent architecture: Achieving fault-tolerance using persistent broker teams. Proceedings of the 4th International Conference on Multi-Agent Systems: 10–12 July 2000; Boston, MA, USA. 2000, Washington: IEEE Computer Society, 159-166.CrossRef
72.
go back to reference Chen C, Tsai CL, Horng SJ:Exploiting attribute popularity distribution skew to enhance the performance of peer to peer publish/subscribe systems. Int J Innovat Comput Inf Control. 2011, 7 (7): 4047-4066. Chen C, Tsai CL, Horng SJ:Exploiting attribute popularity distribution skew to enhance the performance of peer to peer publish/subscribe systems. Int J Innovat Comput Inf Control. 2011, 7 (7): 4047-4066.
76.
go back to reference Knublauch TH, Fergerson RW, Noy NF, Musen MA:The Protegé́ OWL Plugin: an open development environment for semantic web applications. Proceedings of the 3rd International Semantic Web Conference: Nov 7–11, 2004; Hiroshima, Japan. Edited by: van Harmelen F, Plexousakis D, McIlraith SA, McIlraith SA, Plexousakis D, van Harmelen F. 2004, Berlin/Heidelberg: Springer, 229-243. Knublauch TH, Fergerson RW, Noy NF, Musen MA:The Protegé́ OWL Plugin: an open development environment for semantic web applications. Proceedings of the 3rd International Semantic Web Conference: Nov 7–11, 2004; Hiroshima, Japan. Edited by: van Harmelen F, Plexousakis D, McIlraith SA, McIlraith SA, Plexousakis D, van Harmelen F. 2004, Berlin/Heidelberg: Springer, 229-243.
78.
go back to reference Horridge M, Bechhofer S:The OWL API: a Java API for OWL Ontologies. Semantic Web Journal, Special Issue on Semantic Web Tools and Systems. 2011, 2: 11-21. Horridge M, Bechhofer S:The OWL API: a Java API for OWL Ontologies. Semantic Web Journal, Special Issue on Semantic Web Tools and Systems. 2011, 2: 11-21.
79.
go back to reference Lee D, Choi J, Kim JH, Noh SH, Min SL, Cho Y, Kim CS:LRFU: a spectrum of policies that subsumes the least recently used and least frequently used policies. IEEE Trans Comput. 2001, 50 (12): 1352-1361. 10.1109/TC.2001.970573.CrossRef Lee D, Choi J, Kim JH, Noh SH, Min SL, Cho Y, Kim CS:LRFU: a spectrum of policies that subsumes the least recently used and least frequently used policies. IEEE Trans Comput. 2001, 50 (12): 1352-1361. 10.1109/TC.2001.970573.CrossRef
80.
go back to reference Ma L, Yang Y, Qiu Z, Xie G, Pan Y, Liu S:Towards a complete OWL Ontology benchmark. Proceedings of the 3rd European Semantic Web Conference: 11–14 June 2006; Budva, Montenegro. Edited by: Domingue J, Sure Y, Sure Y, Domingue J. 2006, Berlin/Heidelberg: Springer, 125-139. Ma L, Yang Y, Qiu Z, Xie G, Pan Y, Liu S:Towards a complete OWL Ontology benchmark. Proceedings of the 3rd European Semantic Web Conference: 11–14 June 2006; Budva, Montenegro. Edited by: Domingue J, Sure Y, Sure Y, Domingue J. 2006, Berlin/Heidelberg: Springer, 125-139.
Metadata
Title
Ambient-aware continuous care through semantic context dissemination
Authors
Femke Ongenae
Jeroen Famaey
Stijn Verstichel
Saar De Zutter
Steven Latré
Ann Ackaert
Piet Verhoeve
Filip De Turck
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Medical Informatics and Decision Making / Issue 1/2014
Electronic ISSN: 1472-6947
DOI
https://doi.org/10.1186/1472-6947-14-97

Other articles of this Issue 1/2014

BMC Medical Informatics and Decision Making 1/2014 Go to the issue