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Qualitative control of soft robotic peristaltic sorting tables

机译:软机器人蠕动分选台的定性控制

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Soft robotic peristaltic sorting tables are a new class of industrial robots that move objects on their surface by producing moving surface deformations. To realise such deformations, the surface layer is made of a soft material with an embedded array of actuators. In industrial automation, the array must be controlled in a way that objects on the surface of the table are transported and realigned in a way that solves a given task. The control of a soft robotic peristaltic sorting table is challenging because of the high dimensionality of the control signals, unrestricted degrees of freedom in terms of the robot shape, a lack of parametric and non-parametric models, possibly complex automation tasks with multiple steps, nonlinear material properties, and incomplete knowledge about the state of the robot and the objects on its surface. In this paper, we analyse the feasibility of approaches from artificial intelligence to solve the control problem. We conclude that an automation task can be efficiently subdivided into a sequence of easier subproblems covering a range of basic, repetitive movement patterns. The input signals resulting in certain movement patterns can be optimised by comparing the actual robot shape with the ideal one. The convexity of the optimisation problem depends on the robot design and the used loss function.
机译:软机器人蠕动式分拣台是一类新型的工业机器人,它通过产生移动的表面变形来移动其表面上的对象。为了实现这种变形,表面层由具有嵌入式致动器阵列的软材料制成。在工业自动化中,必须以某种方式控制阵列,即以解决给定任务的方式运输和重新对齐桌子表面上的对象。由于控制信号的维度高,机器人形状的自由度不受限制,缺乏参数和非参数模型,可能具有多个步骤的复杂自动化任务,因此控制柔软的机器人蠕动式分拣台是一项具有挑战性的工作非线性材料特性,以及关于机器人及其表面上物体的状态的不完整知识。在本文中,我们分析了人工智能方法解决控制问题的可行性。我们得出的结论是,可以将自动化任务有效地细分为一系列更简单的子问题,这些子问题涵盖了一系列基本的重复运动模式。通过将实际机器人形状与理想机器人形状进行比较,可以优化导致某些运动模式的输入信号。优化问题的凸性取决于机器人设计和使用的损失函数。

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