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The control theory of motion-based communication: Problems in teaching robots to dance

机译:基于运动的通信控制理论:机器人跳舞的问题

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The paper describes results on two components of a research program focused on motion-based communication mediated by the dynamics of a control system. Specifically we are interested in how mobile agents engaged in a shared activity such as dance can use motion as a medium for transmitting certain types of messages. The first part of the paper adopts the terminology of motion description languages and deconstructs an elementary form of the well-known popular dance, Salsa, in terms of four motion primitives (dance steps). Several notions of dance complexity are introduced. We describe an experiment in which ten performances by an actual pair of dancers are evaluated by judges and then compared in terms of proposed complexity metrics. An energy metric is also defined. Values of this metric are obtained by summing the lengths of motion segments executed by wheeled robots replicating the movements of the human dancers in each of the ten dance performances. Of all the metrics that are considered in this experiment, energy is the most closely correlated with the human judges' assessments of performance quality. The second part of the paper poses a general class of dual objective motion control problems in which a primary objective (artistic execution of a dance step or efficient movement toward a specified terminal state) is combined with a communication objective. Solutions of varying degrees of explicitness can be given in several classes of problems of communicating through the dynamics of finite dimensional linear control systems. In this setting it is shown that the cost of adding a communication component to motions that steer a system between prescribed pairs of states is independent of those states. At the same time, the optimal encoding problem itself is shown to be a problem of packing geometric objects, and it remains open. Current research is aimed at solving such communication-through-action problems in the context of the motion control of mobile robots.
机译:本文描述了研究程序的两个组成部分的结果,该研究程序的重点是由控制系统的动力学介导的基于运动的通信。具体而言,我们对参与诸如舞蹈之类的共享活动的移动代理如何使用运动作为传输某些类型的消息的媒介感兴趣。本文的第一部分采用运动描述语言的术语,并从四个运动原语(舞蹈步骤)出发,解构了著名的流行舞蹈Salsa的基本形式。介绍了舞蹈复杂性的几种概念。我们描述了一个实验,其中由法官评估实际一对舞者的十个表演,然后根据提议的复杂性指标进行比较。还定义了能量度量。通过对轮式机器人执行的运动段的长度求和来获得此度量的值,该轮段机器人在十个舞蹈表演中的每一个中都复制了人类舞者的动作。在本实验中考虑的所有指标中,能量与人类法官对绩效质量的评估最为相关。本文的第二部分提出了一般的双重目标运动控制问题,其中将主要目标(舞蹈步的艺术执行或朝着特定终端状态的有效运动)与通信目标结合在一起。通过有限维线性控制系统的动力学,可以在几类通讯问题中给出不同程度的明确性解决方案。在这种设置下,表明将通信组件添加到在规定的状态对之间进行操纵的运动的成本与这些状态无关。同时,最佳编码问题本身被证明是包装几何对象的问题,并且仍然保持开放状态。当前的研究旨在在移动机器人的运动控制的背景下解决这种通过动作进行通信的问题。

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