An Accelerometer-based Wearable Multi-node Motion Detection System of Freezing of Gait in Parkinson's Disease

被引:0
|
作者
Liu, Chen [1 ]
Han, Lingmin [1 ]
Chang, Siyuan [1 ]
Wang, Jiang [1 ]
机构
[1] Tianjin Univ, Sch Elect & Informat Engn, Tianjin, Peoples R China
关键词
Parkinson's disease (PD); freezing of gait (FOG); wearable devices; inertial sensor; clinical test;
D O I
10.1109/I2MTC48687.2022.9806546
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Parkinson's disease (PD) is a common disease with impaired motor skills, in which frozen gait is characterized by sudden onset, and clinical evaluation is difficult to some extent. To this end, we construct a multi-node real-time monitoring wearable system of movement information for quantitative assessment of PD frozen symptoms. The system is composed of wearable devices, relay endpoint and supporting host computer. The wireless transmission network of multi-motion sensor node data is realized by using Wireless Fidelity (Wi-Fi) technology. Seven inertial sensors are worn on patients' upper limbs, lower limbs and waist respectively to realize synchronous acquisition of multi-position motion information under free movement condition. In addition, data processing algorithm is integrated on the nodes, which relieves burden of the relay endpoint, and provides an interface for online evaluation and closed-loop control of PD action block. The device has the characteristics of multi-information, micro-load and wide range of activity, and clinical tests show that it can effectively distinguish patients' daily exercise status. In so-doing, we lay the foundation for maximizing the interpretable information on gait analysis and for further research into the application of wearable technologies in PD management.
引用
收藏
页数:5
相关论文
共 50 条
  • [31] Smartphone Based Fuzzy Logic Freezing of Gait Detection in Parkinson's Disease
    Pepa, L.
    Ciabattoni, L.
    Verdini, F.
    Capecci, M.
    Ceravolo, M. G.
    [J]. 2014 IEEE/ASME 10TH INTERNATIONAL CONFERENCE ON MECHATRONIC AND EMBEDDED SYSTEMS AND APPLICATIONS (MESA 2014), 2014,
  • [32] An Anomaly Detection Technique in Wearable Wireless Monitoring Systems for Studies of Gait Freezing in Parkinson's Disease
    Pham, Thuy T.
    Nguyen, Diep N.
    Dutkiewicz, Eryk
    McEwan, Alistair L.
    Leong, Philip H. W.
    [J]. 2017 31ST INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING (ICOIN), 2017, : 41 - 45
  • [33] Feature Selection for Accelerometer-Based Posture Analysis in Parkinson's Disease
    Palmerini, Luca
    Rocchi, Laura
    Mellone, Sabato
    Valzania, Franco
    Chiari, Lorenzo
    [J]. IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2011, 15 (03): : 481 - 490
  • [34] A Survey on Freezing of Gait Detection and Prediction in Parkinson's Disease
    Martinez-Villasenor, Lourdes
    Ponce, Hiram
    Miralles-Pechuan, Luis
    [J]. ADVANCES IN SOFT COMPUTING, MICAI 2020, PT I, 2020, 12468 : 169 - 181
  • [35] Increasing Robustness in the Detection of Freezing of Gait in Parkinson's Disease
    San-Segundo, Ruben
    Navarro-Hellin, Honorio
    Torres-Sanchez, Roque
    Hodgins, Jessica
    De la Torre, Fernando
    [J]. ELECTRONICS, 2019, 8 (02)
  • [36] Multimodal Data for the Detection of Freezing of Gait in Parkinson's Disease
    Zhang, Wei
    Yang, Zhuokun
    Li, Hantao
    Huang, Debin
    Wang, Lipeng
    Wei, Yanzhao
    Zhang, Lei
    Ma, Lin
    Feng, Huanhuan
    Pan, Jing
    Guo, Yuzhu
    Chan, Piu
    [J]. SCIENTIFIC DATA, 2022, 9 (01)
  • [37] Multimodal Data for the Detection of Freezing of Gait in Parkinson’s Disease
    Wei Zhang
    Zhuokun Yang
    Hantao Li
    Debin Huang
    Lipeng Wang
    Yanzhao Wei
    Lei Zhang
    Lin Ma
    Huanhuan Feng
    Jing Pan
    Yuzhu Guo
    Piu Chan
    [J]. Scientific Data, 9
  • [38] Objective identification of freezing of gait in Parkinson's disease patients using a triaxial accelerometer
    Okuma, Y.
    Mitoma, H.
    Yoneyama, M.
    [J]. MOVEMENT DISORDERS, 2017, 32
  • [39] Detecting freezing of gait with a tri-axial accelerometer in Parkinson’s disease patients
    Claas Ahlrichs
    Albert Samà
    Michael Lawo
    Joan Cabestany
    Daniel Rodríguez-Martín
    Carlos Pérez-López
    Dean Sweeney
    Leo R. Quinlan
    Gearòid Ò Laighin
    Timothy Counihan
    Patrick Browne
    Lewy Hadas
    Gabriel Vainstein
    Alberto Costa
    Roberta Annicchiarico
    Sheila Alcaine
    Berta Mestre
    Paola Quispe
    Àngels Bayes
    Alejandro Rodríguez-Molinero
    [J]. Medical & Biological Engineering & Computing, 2016, 54 : 223 - 233
  • [40] Detecting freezing of gait with a tri-axial accelerometer in Parkinson's disease patients
    Ahlrichs, Claas
    Sama, Albert
    Lawo, Michael
    Cabestany, Joan
    Rodriguez-Martin, Daniel
    Perez-Lopez, Carlos
    Sweeney, Dean
    Quinlan, Leo R.
    Laighin, Gearoid O.
    Counihan, Timothy
    Browne, Patrick
    Hadas, Lewy
    Vainstein, Gabriel
    Costa, Alberto
    Annicchiarico, Roberta
    Alcaine, Sheila
    Mestre, Berta
    Quispe, Paola
    Bayes, Angels
    Rodriguez-Molinero, Alejandro
    [J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2016, 54 (01) : 223 - 233