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A Survey of Lower Limb Rehabilitation Systems and Algorithms Based on Functional Electrical Stimulation

机译:基于功能性电刺激的下肢康复系统和算法研究

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摘要

Functional electrical stimulation is a method of repairing a dysfunctional limb in a stroke patient by using low-intensity electrical stimulation. Currently, it is widely used in smart medical treatment for limb rehabilitation in stroke patients. In this paper, the development of FES systems is sorted out and analyzed in a time order. Then, the progress of functional electrical stimulation in the field of rehabilitation is reviewed in details in two aspects, i.e., system development and algorithm progress. In the system aspect, the development of the first FES control and stimulation system, the core of the lower limb-based neuroprosthesis system and the system based on brain-computer interface are introduced. The algorithm optimization for control strategy is introduced in the algorithm. Asynchronous stimulation to prolong the function time of the lower limbs and a method to improve the robustness of knee joint modeling using neural networks. Representative applications in each of these aspects have been investigated and analyzed.
机译:功能性电刺激是一种通过使用低强度电刺激修复中风患者肢体功能障碍的方法。当前,它被广泛用于中风患者肢体康复的智能医疗中。本文按时间顺序整理和分析了FES系统的开发。然后,从系统开发和算法进展两个方面详细回顾了康复领域功能性电刺激的进展。在系统方面,介绍了第一个FES控制和刺激系统的开发,基于下肢的神经假体系统的核心以及基于脑机接口的系统。该算法介绍了控制策略的算法优化。异步刺激以延长下肢的功能时间,以及使用神经网络提高膝关节建模鲁棒性的方法。在这些方面的每一个方面的代表性应用都已经过调查和分析。

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  • 来源
    《Computers, Materials & Continua》 |2020年第1期|281-292|共12页
  • 作者

  • 作者单位

    Centre for Health Sciences Research University of Salford The Crescent Salford MS 4WT UK;

    Jiangsu Collaborative Innovation Center of Atmospheric Environment and Equipment Technology (CICAEET) Nanjing University of Information Science & Technology Nanjing 210044 China;

    School of Computing Edinburgh Napier University 10 Colinton Road Edinburgh EH 10 SDT UK;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Functional electrical stimulation; lower limb systems; algorithms; rehabilitation;

    机译:功能性电刺激;下肢系统;算法;复原;

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