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User identification method in a bathtub with a water pressure sensor

Published: 19 November 2018 Publication History

Abstract

Along with the downsizing of computers and sensors, user situation and state can be recognized by sensing, signal processing, and machine learning technologies in many places. In home environments, it is reported that the number of drowned people in a bathtub has increased to 4,886 in 2004, which is 1.7 times from 2004. In order to prevent the occurrence of such a fatal accident, it is important to grasp the state of people while bathing. In this study, we propose a method to identify people in the bathtub from changes in water level during bathing with a water pressure sensor installed at the bottom of the bathtub. In the evaluation experiments, the average identification accuracy for four subjects is as low as 65% in the comparison method using only the change in the water level before and after entering the bathtub. The proposed methods uses DTW distance of the waveform of entering water section and exiting water section and its average accuracy achieved 95%.

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  • (2022)A Method for Identifying a Person Entering a Bathtub using a Water Pressure SensorAdjunct Proceedings of the 2022 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2022 ACM International Symposium on Wearable Computers10.1145/3544793.3560389(349-355)Online publication date: 11-Sep-2022

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    MoMM2018: Proceedings of the 16th International Conference on Advances in Mobile Computing and Multimedia
    November 2018
    157 pages
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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    • Johannes Kepler University, Linz, Austria
    • @WAS: International Organization of Information Integration and Web-based Applications and Services
    • Johannes Kepler University

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    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 19 November 2018

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    Author Tags

    1. User identification
    2. bath
    3. water pressure sensor

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    • (2022)A Method for Identifying a Person Entering a Bathtub using a Water Pressure SensorAdjunct Proceedings of the 2022 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2022 ACM International Symposium on Wearable Computers10.1145/3544793.3560389(349-355)Online publication date: 11-Sep-2022

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