Biofeedback: e-health prediction based on evolving fuzzy neural network and wearable technologies

被引:0
|
作者
Mario Malcangi
Giovanni Nano
机构
[1] Università degli Studi di Milano,Department of Computer Science
[2] Università degli Studi di Milano,First Unit of Vascular Surgery, IRCCS Policlinico San Donato, San Donato Milanese, Milan, Italy
来源
Evolving Systems | 2021年 / 12卷
关键词
Biofeedback; Vital signs; EFuNN; Prediction; Online learning; Evolving learning; Wearables; Ehealth;
D O I
暂无
中图分类号
学科分类号
摘要
Recent advances in wearable microelectronics and new neural networks paradigms, capable to evolve and learn online such as the Evolving Fuzzy Neural Network (EFuNN), enable the deploy of biofeedback-based applications. The missed physiologic response could be recovered by measuring uninvasively the vital signs such as the heart rate, the bio impedance, the body temperature, the motion activity, the blood pressure, the blood oxygenation and the respiration rate. Then, the prediction could be performed applying the evolving ANN paradigms. The simulation of a wearable biofeedback system has been executed applying the Evolving Fuzzy Neural Network (EFuNN) paradigm for prediction. An highly integrated wearable microelectronic device for uninvasively vital signs measurement has been deployed. Simulation results demonstrate that biofeedback control model could be an effective reference design that enables short and long-term e-health prediction. The biofeedback framework was been then defined.
引用
收藏
页码:645 / 653
页数:8
相关论文
共 50 条
  • [41] Water quality Prediction Model Based on fuzzy neural network
    Liao, Fan
    Zhao, Chunxia
    PROCEEDINGS OF THE 2016 6TH INTERNATIONAL CONFERENCE ON MACHINERY, MATERIALS, ENVIRONMENT, BIOTECHNOLOGY AND COMPUTER (MMEBC), 2016, 88 : 592 - 595
  • [42] Software Maintainability Prediction Model Based on Fuzzy Neural Network
    Jia, Lixin
    Yang, Bo
    Park, Dong Ho
    Tan, Feng
    Park, Minjae
    JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2013, 20 (1-2) : 39 - 53
  • [43] Software maintainability prediction model based on fuzzy neural network
    Park, D.H. (dhpark@hallym.ac.kr), 1600, Old City Publishing (20): : 1 - 2
  • [44] A Wearable e-Health System with Multi-functional Physiological Measurement
    Chiu, Chuang-Chien
    Shyr, Tien-Wei
    Chu, Hsiao-Chiu
    Chung, Yeh-Ching
    Lan, Chen-Yen
    WORLD CONGRESS ON MEDICAL PHYSICS AND BIOMEDICAL ENGINEERING 2006, VOL 14, PTS 1-6, 2007, 14 : 429 - +
  • [45] Measurement of IBD disease activity using home-based e-health technologies
    van Deen, W.
    Choi, J.
    Zand, A.
    Ha, C.
    Inserra, E.
    Eimers, L.
    Centeno, A.
    Roth, B.
    Cole, D.
    Getzug, T.
    Kane, E.
    Connoly, L.
    Ovsiowitz, M.
    Ho, A.
    van Oijen, M.
    Esrailian, E.
    Hommes, D. W.
    JOURNAL OF CROHNS & COLITIS, 2014, 8 : S58 - S58
  • [46] IoT Secure Framework for Wearable Sensor Data for E-health System
    Keerthika, N.
    Rai, Rajakumar S.
    Iyswariya, A.
    Indumathi, S. K.
    Pritima, D.
    Rani, S. Sheeba
    PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 211 - 215
  • [47] Cardiac Activity Classification using an E-Health App for a Wearable Device
    Pirozzi, M.
    Pietroni, F.
    Casaccia, S.
    Scalise, L.
    Revel, G. M.
    2018 IEEE INTERNATIONAL SYMPOSIUM ON MEDICAL MEASUREMENTS AND APPLICATIONS (MEMEA), 2018, : 366 - 371
  • [48] Evolving fuzzy neural network for camera operations recognition
    Koprinska, I
    Kasabov, N
    15TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, PROCEEDINGS: PATTERN RECOGNITION AND NEURAL NETWORKS, 2000, : 523 - 526
  • [49] Evolving Neural Fuzzy Network with Adaptive Feature Selection
    Silva, Alisson
    Caminhas, Walmir
    Lemos, Andre
    Gomide, Fernando
    2012 11TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS (ICMLA 2012), VOL 2, 2012, : 440 - 445
  • [50] Implementation of e-health innovative technologies in North Lebanon hospitals
    Halwani, Jalal
    Mouawad, Doris
    EASTERN MEDITERRANEAN HEALTH JOURNAL, 2021, 27 (09) : 892 - 898