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• W2898658045 abstract "Accidental fall can cause physical injury, fracture and other health complication, especially for elderly people living alone. Aimed to provide timely assistance after the occurrence of falling down, a pre-fall alarm system was proposed. In order to test the reliability of pre-fall alarm system, eighteen subjects who worn this device on the waist were required to participate in a series of experiments. The acceleration and angular velocity time series extracted from human motion processes were used to described human motion features. HMM-based SVM classifier was used to determine the maximum separation boundary between fall and Activities of Daily Living (ADLs). The fall detection results showed 94.91% accuracy, 97.22% Sensitivity and 93.75% Specificity. The proposed device can accurately recognize fall event, achieve additional functions, and have advantages of small size and low power consumption. Based on the findings, this pre-impact fall alarm system with detection algorithm could potentially be useful for monitoring the state of physical function in elderly population." @default.
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• W2898658045 date "2018-07-01" @default.
• W2898658045 modified "2023-09-26" @default.
• W2898658045 title "Pre-impact Alarm System for Fall Detection Using MEMS Sensors and HMM-based SVM Classifier" @default.
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• W2898658045 doi "https://doi.org/10.1109/embc.2018.8513119" @default.
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