Control and Implementation of a Fluidic Elastomer Actuator for Active Suppression of Hand Tremor

被引:2
|
作者
Wang, Yixin [1 ]
Liu, Xin-Jun [1 ]
Zhao, Huichan [1 ]
机构
[1] Tsinghua Univ, Dept Mech Engn, State Key Lab Tribol Adv Equipment, Beijing Key Lab Precis Ultra Precis Mfg Equipment, Beijing 100190, Peoples R China
基金
中国国家自然科学基金;
关键词
Control and Learning for soft robotics; modeling; neural and fuzzy control; prosthetics and exoskeletons; FEATURES; MOTION;
D O I
10.1109/LRA.2023.3339061
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Active exoskeletons for tremor suppression show potential for treatment of pathological tremor thanks to their non-invasive nature. However, the active force was only used for the voluntary movement following. As a potential alternative, fluidic elastomer actuators (FEAs) possess compliance and flexibility that is important for wearable devices. In this letter, we introduce the control implementation for a FEA to the application of active suppression of hand tremor, which allows a wearable FEA actively exerting force on the finger against tremor and meanwhile following the voluntary motion. The proposed pressure control algorithm could push the closed-loop pressure control to 19 Hz cutoff frequency. A combination neural network of Gated Recurrent Unit-Multilayer Perceptron (GRU-MLP) was proposed to identify and control a fiber-reinforced FEA following the voluntary movement of hand. The active tremor suppression effectiveness of the proposed method was tested on a bench-top tremor simulator, and such method could suppress the hand tremor from the original amplitude of more than 5(degrees) to less than 1(degrees). The proposed method paves a new way for tremor suppression exoskeletons.
引用
收藏
页码:939 / 946
页数:8
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