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ソフトロボティクスarXiv:2310.01740

近似動的モデリングによるソフト空気圧アクチュエータの制御

Control of Soft Pneumatic Actuators with Approximated Dynamical Modeling

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シリンジポンプとソフト空気圧アクチュエータのシステム全体をモデル化し、LQR制御で高速・高精度な応答を実現、繊細な物体の把持にも成功した。

著者: Wu-Te Yang, Burak Kurkcu, Motohiro Hirao, Lingfeng Sun, Xinghao Zhu, Zhizhou Zhang, Grace X. Gu, Masayoshi Tomizuka

分類: cs.RO

原文アブストラクト

This paper introduces a full system modeling strategy for a syringe pump and soft pneumatic actuators(SPAs). The soft actuator is conceptualized as a beam structure, utilizing a second-order bending model. The equation of natural frequency is derived from Euler's bending theory, while the damping ratio is estimated by fitting step responses of soft pneumatic actuators. Evaluation of model uncertainty underscores the robustness of our modeling methodology. To validate our approach, we deploy it across four prototypes varying in dimensional parameters. Furthermore, a syringe pump is designed to drive the actuator, and a pressure model is proposed to construct a full system model. By employing this full system model, the Linear-Quadratic Regulator (LQR) controller is implemented to control the soft actuator, achieving high-speed responses and high accuracy in both step response and square wave function response tests. Both the modeling method and the LQR controller are thoroughly evaluated through experiments. Lastly, a gripper, consisting of two actuators with a feedback controller, demonstrates stable grasping of delicate objects with a significantly higher success rate.

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