The Effects of Bilateral Phase-Dependent Closed-Loop Vibration Stimulation With Motor Imagery Paradigm

被引:7
|
作者
Zhang, Wenbin [1 ,2 ]
Song, Aiguo [1 ,2 ]
Zeng, Hong [1 ,2 ]
Xu, Baoguo [1 ,2 ]
Miao, Minmin [3 ]
机构
[1] Southeast Univ, Sch Instrument Sci & Engn, State Key Lab Bioelect, Nanjing 210096, Jiangsu, Peoples R China
[2] Southeast Univ, Sch Instrument Sci & Engn, Jiangsu Key Lab Remote Measurement & Control, Nanjing 210096, Jiangsu, Peoples R China
[3] Huzhou Univ, Sch Informat Engn, Huzhou 313000, Zhejiang, Peoples R China
基金
中国国家自然科学基金;
关键词
Vibrations; Task analysis; Oscillators; Electroencephalography; Wrist; Rhythm; Prediction algorithms; Brain-computer interfaces; closed-loop systems; motor imagery; phase-dependent; tactile stimulation; BRAIN-COMPUTER INTERFACE; EXCITABILITY;
D O I
10.1109/TNSRE.2022.3208312
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Vibration stimulation has been shown to have the potential to improve the activation pattern of unilateral motor imagery (MI) and to promote motor recovery. However, in the widely used left and right hand MI brain-computer interface (BCI) paradigm, the vibration stimuli cannot be directly applied to the imaginary side due to the spontaneity of imagery. In this study, we proposed a method of phase-dependent closed-loop vibration stimulation to be applied on both hands, and explored the effects of different vibration stimuli on the left and right hand MI-BCI. Eighteen healthy subjects were recruited and asked to perform, in sequence, MI tasks under three different conditions of vibratory feedback, which were no vibration stimulus (MI), phase-dependent closed-loop vibration stimulus (PDS), and continuous vibration stimulus (CS). Then the performance of the left and right hand MI-BCI and the patterns of brain oscillation were compared and analyzed under these different stimulation conditions. The results showed that vibration stimulation effectively boosted the activation of the sensorimotor cortex and enhanced the functional connectivity among sensorimotor-related brain regions during MI. The closed-loop stimulation evoked stronger event-related desynchronization patterns on the contralateral side of the imagined hand compared to continuous stimulation. There was a more obvious distinction between left hand task and right hand task. In addition, phase-dependent closed-loop vibration stimulation increased classification accuracy by approximately 7% (paired t-test, p=0.004, n=18) compared to MI alone, while continuous vibration stimulation only increased it by 4% (paired t-test, p=0.067, n=18). This result further demonstrated the effectiveness of the phase-dependent closed-loop vibration stimulation method in improving the overall performance of the MI paradigm and is expected to be further applied in areas such as stroke rehabilitation in the future.
引用
收藏
页码:2732 / 2742
页数:11
相关论文
共 50 条
  • [31] Delay Analysis in Closed-Loop EEG Phase-Triggered Transcranial Magnetic Stimulation
    Chang, Yu-Cheng
    Chao, Pin-Hsuan
    Kuan, Yan-Ming
    Huang, Chiu-Jung
    Chen, Li-Fen
    Mao, Wei-Chung
    Su, Tung-Ping
    Chen, Sin-Horng
    Wei, Chun-Shu
    2023 45TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC, 2023,
  • [32] Hitting the right spot: a new closed-loop stimulation procedure for oscillatory phase targeting
    Talamini, L. M.
    Van Poppel, E. A. M.
    Korjoukov, I.
    JOURNAL OF SLEEP RESEARCH, 2016, 25 : 342 - 342
  • [33] FPGA-based Frequency and Phase Comparators for Closed-Loop Motor Position Control
    Yershov, Roman D.
    Voytenko, Volodymyr P.
    Bychko, Volodymyr A.
    Kuts, Yevhenii, V
    PROCEEDINGS OF THE 2019 IEEE INTERNATIONAL CONFERENCE ON MODERN ELECTRICAL AND ENERGY SYSTEMS (MEES'2019), 2019, : 290 - 293
  • [34] A user-friendly algorithm for adaptive closed-loop phase-locked stimulation
    Rivero, Cristian Rodriguez
    Ditterich, Jochen
    JOURNAL OF NEUROSCIENCE METHODS, 2021, 347
  • [35] Modal control of configuration dependent linkage vibration in closed-loop flexible-link mechanisms
    Wang, Xiaoyun
    Mills, James K.
    PROCEEDINGS OF THE EIGHTH IASTED INTERNATIONAL CONFERENCE ON CONTROL AND APPLICATIONS, 2006, : 57 - +
  • [36] A conductivity-dependent phase transition from closed-loop to open-loop dendritic networks
    Smyth, D
    Hübler, A
    COMPLEXITY, 2003, 9 (01) : 56 - 60
  • [37] Delay-Dependent Response in Weakly Electric Fish under Closed-Loop Pulse Stimulation
    Forlim, Caroline Garcia
    Pinto, Reynaldo Daniel
    Varona, Pablo
    Rodriguez, Francisco B.
    PLOS ONE, 2015, 10 (10):
  • [38] Phase-dependent stimulation effects on bursting activity in a neural network cortical simulation
    Anderson, William S.
    Kudela, Pawel
    Weinberg, Seth
    Bergey, Gregory K.
    Franaszczuk, Piotr J.
    EPILEPSY RESEARCH, 2009, 84 (01) : 42 - 55
  • [39] Closed-loop transcranial ultrasound stimulation with a fuzzy controller for modulation of motor response and neural activity of mice
    Yuan, Yi
    Long, Ai
    Wu, Yongkang
    Li, Xiaoli
    JOURNAL OF NEURAL ENGINEERING, 2022, 19 (03)
  • [40] Closed-loop auditory stimulation method to modulate sleep slow waves and motor learning performance in rats
    Moreira, Carlos G.
    Baumann, Christian R.
    Scandella, Maurizio
    Nemirovsky, Sergio, I
    Leach, Sven
    Huber, Reto
    Noain, Daniela
    ELIFE, 2021, 10