空気圧ソフトロボットの安定なリアルタイムフィードバック制御
Stable Real-Time Feedback Control of a Pneumatic Soft Robot
PDEに基づく無限次元フィードバック制御器を、限られた数の空気圧アクチュエータでリアルタイムに実現するため、フィードバックゲインを凸二次計画問題で調整する手法を提案し、実機実験で安定性を検証した。
著者: Sean Even, Tongjia Zheng, Hai Lin, Yasemin Ozkan-Aydin
分類: cs.RO
原文アブストラクト
Soft actuators offer compliant and safe interaction with an unstructured environment compared to their rigid counterparts. However, control of these systems is often challenging because they are inherently under-actuated, have infinite degrees of freedom (DoF), and their mechanical properties can change by unknown external loads. Existing works mainly relied on discretization and reduction, suffering from either low accuracy or high computational cost for real-time control purposes. Recently, we presented an infinite-dimensional feedback controller for soft manipulators modeled by partial differential equations (PDEs) based on the Cosserat rod theory. In this study, we examine how to implement this controller in real-time using only a limited number of actuators. To do so, we formulate a convex quadratic programming problem that tunes the feedback gains of the controller in real time such that it becomes realizable by the actuators. We evaluated the controller's performance through experiments on a physical soft robot capable of planar motions and show that the actual controller implemented by the finite-dimensional actuators still preserves the stabilizing property of the desired infinite-dimensional controller. This research fills the gap between the infinite-dimensional control design and finite-dimensional actuation in practice and suggests a promising direction for exploring PDE-based control design for soft robots.
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