Multi-input Multi-output Fuzzy Logic Controller for Hybrid Exoskeleton and Functional Electrical Stimulation for Hand Movements Rehabilitation of Hemiparesis Patients

Danar Agnanto, A. Arifin, Atar Babgei
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引用次数: 1

Abstract

Stroke is a clinical syndrome characterized by the sudden development of persistent neurological deficits focused secondary to vascular events. Stroke is the number one cause of disability in the world and the number two cause of death in the world. Two thirds of strokes occur in developing countries. The most common effect in post-stroke conditions is weakening of the upper limbs or hemiparesis, which can be seen in 77% of people who recover. Weakening of the limbs causes the patient to not be able to control hand movements to the maximum so that it affects the ability of individuals to carry out daily activities, one of which is the ability of individuals to hold objects. A hybrid system device of functional electrical stimulation (FES) and soft-exoskeleton is developed. Multiple-Input-Multiple-Output Fuzzy Logic Controller (MIMO-FLC) is used as the control system. There are two inputs, two outputs, and 28 fuzzy rules from the FLC. It was found that the use of MIMO-FLC can integrate exoskeleton and FES better than MISO-FLC in previous studies. The control system using MIMO-FLC is an appropriate and effective method for integrating two different FES and exoskeleton actuation systems.
多输入多输出模糊控制器外骨骼与功能电刺激在偏瘫患者手部运动康复中的应用
中风是一种临床综合征,其特征是继发于血管事件的持续性神经功能缺损的突然发展。中风是世界上导致残疾的第一大原因,也是导致死亡的第二大原因。三分之二的中风发生在发展中国家。中风后最常见的影响是上肢虚弱或偏瘫,77%的康复者会出现这种情况。肢体的衰弱使患者不能最大限度地控制手部的运动,从而影响个体进行日常活动的能力,其中之一就是个体握住物体的能力。研制了一种功能电刺激与软外骨骼的混合系统装置。采用多输入多输出模糊控制器(MIMO-FLC)作为控制系统。FLC有两个输入,两个输出和28个模糊规则。前期研究发现,使用MIMO-FLC比使用MISO-FLC能更好地整合外骨骼和FES。采用MIMO-FLC的控制系统是一种集成两种不同的FES和外骨骼驱动系统的合适而有效的方法。
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