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J Biomed Inform ; 107: 103476, 2020 07.
Article in English | MEDLINE | ID: mdl-32562894

ABSTRACT

Postural changes while maintaining a correct body position are the most efficient method of preventing pressure ulcers. However, executing a protocol of postural changes over a long period of time is an arduous task for caregivers. To address this problem, we propose a fuzzy monitoring system for postural changes which recognizes in-bed postures by means of micro inertial sensors attached to patients' clothes. First, we integrate a data-driven model to classify in-bed postures from the micro inertial sensors which are located in the socks and t-shirt of the patient. Second, a knowledge-based fuzzy model computes the priority of postural changes for body zones based on expert-defined protocols. Results show encouraging performance in the classification of in-bed postures and high adaptability of the knowledge-based fuzzy approach.


Subject(s)
Pressure Ulcer , Clothing , Fuzzy Logic , Humans , Posture , Pressure Ulcer/prevention & control
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