Fuzzy Intelligence in Monitoring Older Adults with Wearables

被引:4
|
作者
Mrozek, Dariusz [1 ]
Milik, Mateusz [1 ]
Malysiak-Mrozek, Bozena [2 ]
Tokarz, Krzysztof [2 ]
Duszenko, Adam [1 ]
Kozielski, Stanislaw [1 ]
机构
[1] Silesian Tech Univ, Dept Appl Informat, Akad 16, PL-44100 Gliwice, Poland
[2] Silesian Tech Univ, Dept Graph Comp Vis & Digital Syst, Akad 16, PL-44100 Gliwice, Poland
来源
关键词
Internet of Things; Cloud computing; Edge computing; Wearable sensors; Fuzzy sets; Fuzzy rules; Monitoring; Older adults; SYSTEM; DESIGN; LOGIC;
D O I
10.1007/978-3-030-50426-7_22
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Monitoring older adults with wearable sensors and IoT devices requires collecting data from various sources and proliferates the number of data that should be collected in the monitoring center. Due to the large storage space and scalability, Clouds became an attractive place where the data can be stored, processed, and analyzed in order to perform the monitoring on large scale and possibly detect dangerous situations. The use of fuzzy sets in the monitoring and detection processes allows incorporating expert knowledge and medical standards while describing the meaning of various sensor readings. Calculations related to fuzzy processing and data analysis can be performed on the Edge devices which frees the Cloud platform from performing costly operations, especially for many connected IoT devices and monitored people. In this paper, we show a solution that relies on fuzzy rules while classifying health states of monitored adults and we investigate the computational cost of rules evaluation in the Cloud and on the Edge devices.
引用
收藏
页码:288 / 301
页数:14
相关论文
共 50 条
  • [1] Health monitoring through wearable technologies for older adults: Smart wearables acceptance model
    Li, Junde
    Ma, Qi
    Chan, Alan H. S.
    Man, S. S.
    APPLIED ERGONOMICS, 2019, 75 : 162 - 169
  • [2] Wearables for independent living in older adults: Gait and falls
    Godfrey, A.
    MATURITAS, 2017, 100 : 16 - 26
  • [3] Data management and wearables in older adults: A systematic review
    Alharbi, Muaddi
    Straiton, Nicola
    Smith, Sidney
    Neubeck, Lis
    Gallagher, Robyn
    MATURITAS, 2019, 124 : 100 - 110
  • [4] Future of service member monitoring: the intersection of biology, wearables and artificial intelligence
    Winslow, Brent
    Mills, E.
    BMJ MILITARY HEALTH, 2024, 170 (05) : 412 - 414
  • [5] Introducing Wearables in the Kitchen: An Assessment of User Acceptance in Younger and Older Adults
    Orso, Valeria
    Nascimben, Giovanni
    Gulla, Francesca
    Menghi, Roberto
    Ceccacci, Silvia
    Cavalieri, Lorenzo
    Germani, Michele
    Spagnolli, Anna
    Gamberini, Luciano
    UNIVERSAL ACCESS IN HUMAN-COMPUTER INTERACTION: HUMAN AND TECHNOLOGICAL ENVIRONMENTS, PT III, 2017, 10279 : 579 - 592
  • [6] Artificial Intelligence, Wearables and Remote Monitoring for Heart Failure: Current and Future Applications
    Gautam, Nitesh
    Ghanta, Sai Nikhila
    Mueller, Joshua
    Mansour, Munthir
    Chen, Zhongning
    Puente, Clara
    Ha, Yu Mi
    Tarun, Tushar
    Dhar, Gaurav
    Sivakumar, Kalai
    Zhang, Yiye
    Abu Halimeh, Ahmed
    Nakarmi, Ukash
    Al-Kindi, Sadeer
    DeMazumder, Deeptankar
    Al'Aref, Subhi J.
    DIAGNOSTICS, 2022, 12 (12)
  • [7] Physical activity measurement in older adults: Wearables versus self-report
    VandeBunte, Anna
    Gontrum, Eva
    Goldberger, Lauren
    Fonseca, Corrina
    Djukic, Nina
    You, Michelle
    Kramer, Joel H.
    Casaletto, Kaitlin B.
    FRONTIERS IN DIGITAL HEALTH, 2022, 4
  • [8] Use of Wearables in Frail Institutionalized Older Adults While Ambulating in Different Environments
    Obeso-Benitez, Paula
    Martinez-Piedrola, Rosa M.
    Serrada-Tejeda, Sergio
    Hernandez-Hernandez, Lucia
    Garcia-Gonzalez, Oscar
    Sanchez-Herrera-Baeza, Patricia
    Perez-de-Heredia-Torres, Marta
    APPLIED SCIENCES-BASEL, 2024, 14 (12):
  • [9] COMPARISON OF COMPETENCE AND INTELLIGENCE MEASURES IN OLDER ADULTS
    WANDS, K
    MOHAMED, S
    TERRYBERRYSPOHR, L
    DABERKOWSTALP, L
    COLE, J
    ARCHIVES OF CLINICAL NEUROPSYCHOLOGY, 1994, 9 (02) : 198 - 198
  • [10] The power of emotional intelligence on older adults' resilience
    Melendez, Juan C.
    Delhom, Iraida
    Satorres, Encarnacion
    ANSIEDAD Y ESTRES-ANXIETY AND STRESS, 2019, 25 (01): : 14 - 19