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
Link To Document :
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