• DocumentCode
    578345
  • Title

    UKF-based state feedback control of abnormal neural oscillations in demyelination symptom

  • Author

    Jin, Qitao ; Wang, Jiang ; Deng, Bin ; Wei, Xile ; Dong, Feng ; Li, Huiyan ; Che, Yanqiu

  • Author_Institution
    Dept. of Electr. & Autom. Eng., Tianjin Univ., Tianjin, China
  • fYear
    2012
  • fDate
    6-8 July 2012
  • Firstpage
    4984
  • Lastpage
    4988
  • Abstract
    Fast axonal conduction of action potentials in mammals relies on myelin insulation. Demyelination can cause slowed, blocked, desynchronized, or paradoxically excessive spiking that underlies the symptoms observed in demyelination diseases. Feedback control via functional electrical stimulation (FES) seems to be a promising treatment modality in such diseases. However, there are challenges to implementing such method for neurons: high nonlinearity, biological tissue constrains and unobservable ion channel states. To address this problem, we propose an estimating and tracking control strategy for systems based on Kalman filter, in order to enhance the action potential propagation reliability of demyelinated neuron via FES. Our method could promote the design of new closed-loop electrical stimulation systems for patients suffering from different nerve system dysfunctions.
  • Keywords
    Kalman filters; biological tissues; closed loop systems; control nonlinearities; diseases; medical control systems; medical signal processing; neurophysiology; nonlinear filters; patient treatment; state feedback; tracking; FES; Kalman filter; UKF-based state feedback control; abnormal neural oscillation; action potential propagation reliability; axonal conduction; biological tissue; closed-loop electrical stimulation system; demyelinated neuron; demyelination disease; demyelination symptom; functional electrical stimulation; ion channel state; mammal; myelin insulation; nerve system dysfunction; nonlinearity; tracking control strategy; treatment modality; Biological system modeling; Biomembranes; Equations; Feedback control; Mathematical model; Neurons; State feedback; Demyelination symptom; Unscented Kalman filter; functional electrical stimulation; state feedback control;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation (WCICA), 2012 10th World Congress on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4673-1397-1
  • Type

    conf

  • DOI
    10.1109/WCICA.2012.6359423
  • Filename
    6359423