Recognition of Bed Postures Using Mutual Capacitance Sensing

被引:13
|
作者
Rus, Silvia [1 ]
Grosse-Puppendahl, Tobias [1 ]
Kuijper, Arjan [1 ,2 ]
机构
[1] Fraunhofer IGD, D-64283 Darmstadt, Germany
[2] Tech Univ Darmstadt, D-64289 Darmstadt, Germany
来源
关键词
Activity recognition; Capacitive sensing; Ambient assisted living;
D O I
10.1007/978-3-319-14112-1_5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In recent years, mutual capacitive sensing made significant advances in the field of gathering implicit contextual data. These systems find broad usage in pervasive activity-recognition systems, installed stationary or made portable. In the domain of context recognition new ways of interaction with the environment opened up since conductive objects can be detected under certain conditions at distances up to 50 cm. This paper investigates an approach to recognize bed postures using mutual capacitance sensing. The overall goal is to develop a technological concept that can be applied to recognize bed postures of patients in elderly homes. The use of this contextual data may lead to many desired benefits in elderly care e.g. the better prevention of decubitus ulcer, a condition caused by prolonged pressure on the skin resulting in injuries to skin and underlying tissues. For this, we propose a low-cost grid of crossed wires of 48 measurement points placed between the mattress and the bed sheet. The experimental results analyze a set of five lying positions. We achieved for all tested individuals an accuracy of 80.76% and for several individuals of the same bodysize an accuracy of 93.8%.
引用
收藏
页码:51 / 66
页数:16
相关论文
共 50 条
  • [1] Evaluating the recognition of bed postures using mutual capacitance sensing
    Rus, Silvia
    Grosse-Puppendahl, Tobias
    Kuijper, Arjan
    JOURNAL OF AMBIENT INTELLIGENCE AND SMART ENVIRONMENTS, 2017, 9 (01) : 113 - 127
  • [2] Remote Recognition of In-Bed Postures Using a Thermopile Array Sensor With Machine Learning
    Chen, Zhangjie
    Wang, Ya
    IEEE SENSORS JOURNAL, 2021, 21 (09) : 10428 - 10436
  • [3] Capacitive Tactile Sensor Using Mutual Capacitance Sensing Method for Increased Resolution
    Sicotte-Brisson, Jean-Christophe
    Bernier, Alexandre
    Kwiatkowski, Jennifer
    Duchaine, Vincent
    2022 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION, ICRA 2022, 2022, : 10788 - 10794
  • [4] A Knitted Sensing Glove for Human Hand Postures Pattern Recognition
    Lee, Seulah
    Choi, Yuna
    Sung, Minchang
    Bae, Jihyun
    Choi, Youngjin
    SENSORS, 2021, 21 (04) : 1 - 15
  • [5] Mutual capacitance of liquid conductors in deformable tactile sensing arrays
    Li, Bin
    Fontecchio, Adam K.
    Visell, Yon
    APPLIED PHYSICS LETTERS, 2016, 108 (01)
  • [6] Parasitic Capacitance Cancellation of Filter in Power Supply Using Mutual Capacitance Technique
    Piboonwattanakit, K.
    Khan-ngern, W.
    ECTI-CON 2008: PROCEEDINGS OF THE 2008 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2008, : 1025 - 1028
  • [7] Estimation of Body Postures on Bed Using Unconstrained ECG Measurements
    Lee, Hong Ji
    Hwang, Su Hwan
    Lee, Seung Min
    Lim, Yong Gyu
    Park, Kwang Suk
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2013, 17 (06) : 985 - 993
  • [8] ON THE PROBLEM OF MUTUAL RECOGNITION - IS THERE TAXONOMIC SPECIFICS OF MOVEMENTS AND POSTURES DURING CONTACTS BETWEEN DRAGONFLY LARVAE
    RYAZANOVA, GI
    MAZOKHINPORSHNYAKOV, GA
    ZHURNAL OBSHCHEI BIOLOGII, 1994, 55 (4-5): : 623 - 632
  • [9] Mutual Capacitive Sensing Touch Screen Controller for Ultrathin Display with Extended Signal Passband Using Negative Capacitance
    Lee, Chang-Ju
    Park, Jong Kang
    Piao, Canxing
    Seo, Han-Eol
    Choi, Jaehyuk
    Chun, Jung-Hoon
    SENSORS, 2018, 18 (11)
  • [10] A Proximity Touch Screen Using Mutual Capacitance Measurement
    Tsuji, Satoshi
    Kohama, Teruhiko
    2016 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS (ROBIO), 2016, : 1262 - 1266