Monitoring health in smart homes using simple sensors.
作者： Stewart Massie , Glenn Forbes , Susan Craw , Lucy Fraser , Graeme Hamilton
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摘要: We consider use of an ambient sensor network, installed in Smart Homes, to identify low level events taking place which can then be analysed generate a resident's profile activities daily living (ADLs). These ADL profiles are compared both the typical and known 'risky' support evidence-based interventions. Human activity recognition ADLs from data is key challenge, windowbased representation on four existing datasets. find that windowing works well, giving consistent performance. also introduce FITsense, building Home environment specifically increased risk falls allow interventions before occurs.
参考文章(8)
Emmanuel Munguia Tapia, Stephen S. Intille, Kent Larson, Activity Recognition in the Home Using Simple and Ubiquitous Sensors Lecture Notes in Computer Science. pp. 158- 175 ,(2004) , 10.1007/978-3-540-24646-6_10
Sidney Katz, STUDIES OF ILLNESS IN THE AGED. THE INDEX OF ADL: A STANDARDIZED MEASURE OF BIOLOGICAL AND PSYCHOSOCIAL FUNCTION. JAMA. ,vol. 185, pp. 914- 919 ,(1963) , 10.1001/JAMA.1963.03060120024016
Sonja Vestergaard, Kushang V. Patel, Stefania Bandinelli, Luigi Ferrucci, Jack M. Guralnik, Characteristics of 400-meter walk test performance and subsequent mortality in older adults. Rejuvenation Research. ,vol. 12, pp. 177- 184 ,(2009) , 10.1089/REJ.2009.0853
M. Schmitter-Edgecombe, D. J. Cook, Assessing the Quality of Activities in a Smart Environment Methods of Information in Medicine. ,vol. 48, pp. 480- 485 ,(2009) , 10.3414/ME0592
Susu Jiang, Bofeng Zhang, Daming Wei, The Elderly Fall Risk Assessment and Prediction Based on Gait Analysis computer and information technology. pp. 176- 180 ,(2011) , 10.1109/CIT.2011.82
M. Montero-Odasso, M. Schapira, E. R. Soriano, M. Varela, R. Kaplan, L. A. Camera, L. M. Mayorga, Gait Velocity as a Single Predictor of Adverse Events in Healthy Seniors Aged 75 Years and Older Journals of Gerontology Series A-biological Sciences and Medical Sciences. ,vol. 60, pp. 1304- 1309 ,(2005) , 10.1093/GERONA/60.10.1304
Mark Hall, Eibe Frank, Geoffrey Holmes, Bernhard Pfahringer, Peter Reutemann, Ian H. Witten, The WEKA data mining software ACM SIGKDD Explorations Newsletter. ,vol. 11, pp. 10- 18 ,(2009) , 10.1145/1656274.1656278
Rajib Rana, Daniel Austin, Peter G. Jacobs, Mohanraj Karunanithi, Jeffrey Kaye, Gait Velocity Estimation Using Time-Interleaved Between Consecutive Passive IR Sensor Activations IEEE Sensors Journal. ,vol. 16, pp. 6351- 6358 ,(2016) , 10.1109/JSEN.2016.2577708