基于ukf的状态反馈控制脱髓鞘症状异常神经振荡

Qitao Jin, Jiang Wang, Bin Deng, Xile Wei, Feng Dong, Huiyan Li, Y. Che
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引用次数: 0

摘要

哺乳动物动作电位的快速轴突传导依赖于髓鞘绝缘。脱髓鞘可引起缓慢,阻塞,不同步,或矛盾的过度尖峰,这是脱髓鞘疾病症状的基础。通过功能电刺激(FES)进行反馈控制似乎是治疗这类疾病的一种很有前途的治疗方式。然而,在神经元中实现这种方法存在挑战:高度非线性、生物组织约束和不可观察的离子通道状态。为了解决这一问题,提出了一种基于卡尔曼滤波的系统估计和跟踪控制策略,以提高脱髓鞘神经元通过FES传播动作电位的可靠性。该方法可促进针对不同神经系统功能障碍患者的新型闭环电刺激系统的设计。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
UKF-based state feedback control of abnormal neural oscillations in demyelination symptom
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.
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