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Adaptive FES switching system for hemiplegics

机译:用于偏瘫的自适应FES切换系统

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To restore function for paraplegic patients, Functional Electrical Stimulation (FES) is an effective method. FES can realize some Activities of Daily Livings (ADL) such as standing-up, ambulation and grasping. However there are several unsettled problems that prevent FES from further practical uses. One is about its switch. FES stimulation system needs a switch signal to denote the onset of stimulation. However in most of the current FIES technology, patients have to make a superfluous action by themselves or rely on someone else to turn on-off the switch instead. To release patients from such a switching action, we have been developing another type of switch for FES control for hemiplegic patients, based on the consideration that, lower limbs' activities, for example, standing-up and ambulation, need the synchronization of both limbs. So that, in this case, it is possible to recognize the activity that the patients intend to do, from some kind of physiological signal detected from their normal side limb. In this research, we use EMG (electromyogram) as the signal. EMG is physiological signal with individual disparity, which inevitably results in classification error. To overcome this problem, we proposed an ANN based online classifier system incorporated with a problem-oriented feature extraction method. This paper will present such an adaptive automatic switch system.
机译:为了恢复截瘫患者的功能,功能电刺激(FES)是一种有效的方法。 FES可以实现日常吊带(ADL)的一些活动,例如备用,救护车和抓握。然而,有几个不稳定的问题,防止FE从进一步的实际用途中。一个是关于它的开关。 FES刺激系统需要开关信号来表示刺激的开始。然而,在大多数目前的FIE技术中,患者必须自己制作多余的行动,或者依靠其他人来打开开关。要从这种切换作用中释放患者,我们已经为偏瘫患者进行了另一种类型的开关,用于偏瘫患者的FES控制,基于以下考虑,例如,突出的肢体的活动,需要肢体的同步。因此,在这种情况下,可以从从其正常侧肢检测到的某种生理信号中识别患者打算做的活动。在这项研究中,我们使用EMG(电灰度)作为信号。 EMG是具有单独差异的生理信号,这不可避免地导致分类误差。为了克服这个问题,我们提出了一个基于ANN的在线分类系统,其包含了面向问题的特征提取方法。本文将呈现这种自适应自动开关系统。

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