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http://dx.doi.org/10.6109/jkiice.2019.23.12.1485

A Model of Vital Signs Analysis based on Big Data using OCL  

Kim, Tae-Woong (Department of Computer Education, Silla University)
Abstract
As the type and size of vital signs become extensive at the moment lately, a research is actively progressing to define vital signs as big data and analyze it. We generally use a similar method of processing big data on social network as a way to treat vital signs as big data. Vital Sign Big Data should be extracted as feature data, stored separately, and analyzed with various analytical instruments. In other words, it should ensure interoperability and compatability of data, and the index expression in analytical tools should be concise. For this end, I defined the vital sign as the standard meta-model base of HL7 in this dissertation, and I propose a model for analyzing vital signs using OCL, the OMG's standard mathematical specification language. In addition, the proposed model can be confirmed the applicability by figuring out the consumption of calories using ECG data.
Keywords
vital signs; Big Data; Annotated ECG(Electrocardiogram); meta-model; OCL(Object Constraint language);
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1 T. W. Kim, S. H. Yi, K. H. Park, and H. C. Kim, "A big data framework for u-Healthcare systems utilizing vital signs," in 2014 International Symposium Computer, Consumer and Control (IS3C) IEEE computer society, pp. 494-497, June 2014.
2 W. Raghupathi, and V. Raghupathi, "Big data analytics in healthcare: promise and potential," Health Information Science and Systems, vol. 2, no. 3, pp. 1-10, Feb. 2014.
3 J. Y. Choi, "Utilization value of medical Big Data created in operation of medical information system," Journal of the KIECS, vol. 10, no. 12, pp. 1403-1410, 2015.
4 C. Vidaurre, T. H. Sander, and A. Schlogl, "BioSig: the free and open source software library for biomedical signal processing," in Computational intelligence and neuroscience, pp. 1-12, Mar. 2011.
5 Y. Khan, A. E. Ostfeld, C. M. Lochner, A. Pierre, and A. C. Arias, "Monitoring of vital signs with flexible and wearable medical devices," Advanced Materials, vol. 28, issue 22, pp. 4373-4395, June 2016.   DOI
6 A. Pantelopoulos, and N. G. Bourbakis, "A survey on wearable sensor-based systems for health monitoring and prognosis," IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews), vol. 40, issue 1, pp. 1-12, Jan. 2010.   DOI
7 P. E. McSharry, and G. D. Cifford, "Open-source software for generating electrocardiogram signals," in arXiv preprint physics/0406017, 2004.
8 M. I. Joo, D. H. Ko, and H. C. Kim, "Development of Smart Healthcare Wear System for Acquiring Vital Signs and Monitoring Personal Health," Journal of Korea Multimedia Society, vol. 19, no. 5, pp. 808-817, May 2016.   DOI
9 M. Yuksel, and A. Dogac, "Interoperability of medical device information and the clinical applications: an HL7 RIM based on the ISO/IEEE 11073 DIM," in IEEE Transactions on Information Technology in Biomedicine, vol. 15, no. 4, pp. 557-566, July 2011.   DOI
10 S. U. Heo, S. W. Choi, G. H. Kim, and A. S. Oh, "The Study on HL7 Message improvement for Supporting of Efficient Healthcare Service," Journal of the Korea Institute of Information and Communication Engineering, vol. 18, no. 6, pp. 1388-1394, June 2014.   DOI
11 P. Ziemann, and M. Gogolla, "Validating OCL specifications with the use tool an example based on the BART case study," Electronic Notes in Theoretical Computer Science, vol. 80, pp. 157-169, Aug. 2003.   DOI
12 Apache Group. Apache Pig. Project [Internet]. Available: https://pig.apache.org/.
13 Apache Group. Apache Drill Schema-free SQL Query Engine for Hadoop, No-SQL and Cloud Storage [Internet]. Available: https://drill.apache.org/.
14 Apache Group. Apache Impala is the open source, native analytic database for Apache Hadoop[Internet]. Available: https://impala.apache.org/.
15 Eclipse Platform. Parsing OCL Documents[Internet]. Available:https://help.eclipse.org/kepler/index.jsp?topic=%2Forg.eclipse.ocl.doc%2Fhelp%2FParsingDocuments.html.
16 Eclipse Platform. Working with the Classic OCL, Parsing OCL Expressions[Internet]. Available: https://help.eclipse.org/luna/topic/org.eclipse.ocl.doc/help/OCLInterpreterTutorial.html.