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Impedance Control of a Manipulator using a Fuzzy Model Reference Learning Controller

机译:使用模糊模型参考学习控制器的操纵器的阻抗控制

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The aim of this paper is to present a position based impedance control scheme using a Fuzzy Model Reference Learning Controller (FMRLC). In the proposed control scheme, the static relationship between displacement and force is quantified through a desired stiffness. The desired dynamic behaviour of the system is quantified through the use of a reference model. Through ensuring that the closed loop behaviour of the system is the same as the behaviour of the reference model, the dynamic relationship between motion and force can be regulated. When properly developed, the FMRLC has the ability to improve performance during repetitive tasks by learning through continued interaction with its environment in order to maintain desired and predictable behaviour.
机译:本文的目的是使用模糊模型参考学习控制器(FMRLC)呈现基于位置的阻抗控制方案。在所提出的控制方案中,通过所需的刚度量化位移和力之间的静态关系。通过使用参考模型来量化系统的所需动态行为。通过确保系统的闭环行为与参考模型的行为相同,可以调节动作和力之间的动态关系。当正确开发时,FMRLC通过与其环境的持续互动来学习,能够通过学习来改善重复任务期间的性能,以便维持所需和可预测的行为。

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