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Improving the understanding of navigational commands by adapting a robot's directional perception based on the environment

机译:通过根据环境调整机器人的定向感知来提高对导航命令的理解

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摘要

Intelligent service robots are being developed for emerging areas of robotics applications. Human-friendly interactive features are preferred for these service robots since these robots are anticipated to be operated by non-experts. Humans prefer to use voice instructions for exchanging the ideas between peers. Such voice instructions often include distance and direction related language descriptors that are fuzzy in nature. Therefore, these service robots must be capable of interpreting the meaning of such fuzzy notions in language instructions in order to enhance the rapport between the robots and their users. This paper proposes a method to interpret the directional notions in motional and positional navigational commands by considering the fuzziness associated with linguistic notions. A fuzzy inference system has been developed in order to adapt a robot's perception of fuzzy directional notions based on the environment. This adaptation is realized by weighting the output membership function with the distribution of free space around the robot or a reference object. Experiments have been conducted in an artificially created domestic environment with heterogeneous characteristics. According to the experimental results, the proposed system is capable of enhancing the understanding of navigational commands with fuzzy notions.
机译:正在开发智能服务机器人,用于新兴地区的机器人应用。对于这些服务机器人,人友好的交互功能是优选的,因为这些机器人预计由非专家操作。人类宁愿使用语音说明来交换同行之间的想法。此类语音指令通常包括距离和方向相关语言描述符,这些语言描述符在自然界中是模糊的。因此,这些服务机器人必须能够解释语言指令中这种模糊概念的含义,以便在机器人及其用户之间提升关系。本文通过考虑与语言概念相关的模糊性来提出一种解释运动和位置导航命令中的定向概念的方法。已经开发了一种模糊推理系统,以适应机器人基于环境的模糊定向概念的感知。通过在机器人或参考对象周围的自由空间分配的输出成员函数来实现这种适应来实现这种适应。在具有异质特征的人工创造的国内环境中进行了实验。根据实验结果,所提出的系统能够提高对模糊概念对导航指挥的理解。

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