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Penanda Bagikan

e-journal

Position Recognition to Support Bedsores Prevention

Barsocchi, Paolo - Nama Orang;

Abstract—In this paper, a feasibility study where small wireless devices are used to classify some typical user’s positions in the bed is presented. Wearable wireless low-cost commercial transceivers operatingat2.4GHzaresupposedtobewidelydeployedinindoor settings and on people’s bodies in tomorrow’s pervasive computing environments. The key idea of this study is to leverage their presencebycollectingthereceivedsignalstrength(RSS)measured among fixed devices, deployed in the environment, and the wearableone.TheRSSmeasurementsareusedtoclassifyasetofuser’s positions in the bed, monitoring the activities of patients unable to make the desirable bodily movements. The collected data are classified using both support vector machine and K-nearest neighbor methods, in order to recognize the different user’s position, and thus supporting the bedsores issue.

Index Terms—Bedsores prevention, classification of user’s positions in the bed, K-nearest neighbor (K-NN), received signal strength (RSS), support vector machine (SVM).


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Informasi Detail
Judul Seri
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No. Panggil
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Penerbit
: IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS., 2013
Deskripsi Fisik
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, VOL. 17, NO. 1, JANUARY 2013 p. 53-59
Bahasa
English
ISBN/ISSN
1089-7771
Klasifikasi
NONE
Tipe Isi
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Tipe Media
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Tipe Pembawa
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Edisi
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Subjek
TIDUR-ASPEK KESEHATAN
Info Detail Spesifik
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Pernyataan Tanggungjawab
Paolo Barsocchi
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  • Position Recognition to Support Bedsores Prevention
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