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首页> 外文期刊>International Journal of Innovative Computing Information and Control >CHARACTERISTICS ANALYSIS AND MODELING OF A MINIATURE PNEUMATIC CURLING RUBBER ACTUATOR
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CHARACTERISTICS ANALYSIS AND MODELING OF A MINIATURE PNEUMATIC CURLING RUBBER ACTUATOR

机译:微型气动卷曲橡胶作动器的特性分析与建模

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摘要

Soft actuators driven by pneumatic pressure have been shown to have many potential applications as actuators for mechanical systems in medical, biological, agriculture, welfare fields and so on, for they can ensure high safety for fragile objects from their low mechanical impedance. In this paper, a miniature pneumatic bending soft actuator is reviewed, and a nonlinear model of which is identified using nonlinear model based on support vector regression (SVR). That is, first, characteristic of miniature pneumatic bending soft actuator is analyzed, a new output variable is defined based on characteristic analysis, and a nonlinear input output model is presented. Second, motion characteristics of miniature pneumatic bending soft actuator are studied by experiment. Finally, based on experimental data, the present nonlinear model of miniature pneumatic bending soft actuator is identified using data-based SVR model, where a generalized Gaussian function is used as the kernel function.
机译:已经证明,由气压驱动的软致动器作为医疗,生物,农业,福利领域等机械系统的致动器具有许多潜在的应用,因为它们可以通过低机械阻抗确保易碎物品的高安全性。本文对微型气动弯曲软执行器进行了综述,并使用基于支持向量回归(SVR)的非线性模型来确定其非线性模型。即,首先,分析微型气动弯曲软致动器的特性,基于特性分析定义新的输出变量,并给出非线性输入输出模型。其次,通过实验研究了微型气动弯曲软执行器的运动特性。最后,基于实验数据,利用基于数据的SVR模型,确定了当前微型气动弯曲软执行器的非线性模型,其中广义高斯函数被用作核函数。

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