Universidad de Zaragoza Repository

Resumen: Internet-of-things can allow healthcare professionals to remotely monitor patients by analyzing the sensors outputs with big data analytics. Sleeping conditions are one of the most influential factors on health. However, the literature lacks of the appropriate simulation tools to widely support the research on the recognition of sleeping postures. The current work pro- poses an agent-based simulation framework to simulate sleeper movements on a simulated smart bed with load sensors. This framework allows one to define sleeping posture recognition algorithms and compare their outcomes with the poses adopted by the sleeper. This novel presented ABS-BedIoT simulator allows users to graphically explore the results with starplots, evolution charts, and final visual representations of the states of the bed sensors. This simulator can also generate logs text files with big data for applying offline big data techniques on them. The current approach is illustrated with an algorithm that properly recognized the simulated sleeping postures with an average accuracy of 98%. This accuracy is higher than the one reported by an existing alternative work in this area.
Idioma: Inglés
DOI: 10.1109/ACCESS.2017.2764467
Año: 2018
Publicado en: IEEE Access 6 (2018), 366-379
ISSN: 2169-3536
Factor impacto JCR: 4.098 (2018)
Categ. JCR: COMPUTER SCIENCE, INFORMATION SYSTEMS rank: 23 / 155 = 0.148 (2018) - Q1 - T1
Categ. JCR: TELECOMMUNICATIONS rank: 19 / 88 = 0.216 (2018) - Q1 - T1
Categ. JCR: ENGINEERING, ELECTRICAL & ELECTRONIC rank: 52 / 265 = 0.196 (2018) - Q1 - T1
Factor impacto SCIMAGO: 0.609 - Computer Science (miscellaneous) (Q1) - Materials Science (miscellaneous) (Q1) - Engineering (miscellaneous) (Q1)

Financiación: info:eu-repo/grantAgreement/ES/DGA/T81
Financiación: info:eu-repo/grantAgreement/ES/MEC/CAS17-00005
Financiación: info:eu-repo/grantAgreement/ES/MEC/OAPEE-2013-1-CZ1-GRU06-14277
Financiación: info:eu-repo/grantAgreement/ES/MINECO/TIN2014-57028-R
Tipo y forma: Article (Published version)
Área (Departamento): Área Lenguajes y Sistemas Inf. (Dpto. Informát.Ingenie.Sistms.)

You must give appropriate credit, provide a link to the license, and indicate if changes were made. You may do so in any reasonable manner, but not in any way that suggests the licensor endorses you or your use.

Exportado de SIDERAL (2019-11-22-14:47:30)


Visitas y descargas

Este artículo se encuentra en las siguientes colecciones:
Articles