Potential human reaction aware mobile robot motion planner: Potential cost minimization framework

Hao Li, O. Ramírez, M. Chetouani
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引用次数: 6

Abstract

Robots have been stepping steadily into our daily-life. As humans are likely to exist in daily-life scenarios, “human-aware” becomes an essential point for robot navigation in these scenarios. Existing research works on human aware robot navigation rarely take potential human reaction into account in the motion planner. In contrast, we propose in this paper the concept of potential human reaction aware motion planner (PHRAMP), i.e. the robot had better take potential human reaction into account in its motion planning. We propose a general methodology coined as the potential cost minimization (PCM) framework for realizing PHRAMPs. We present some theoretical characteristics of this framework and explain its relationship with existing methods. We describe an instantiation of the PCM framework which serves as a concrete example PHRAMP to demonstrate the utility and advantage of the PCM framework.
潜在的人类反应感知移动机器人运动规划:潜在成本最小化框架
机器人已经稳步进入我们的日常生活。由于人类很可能存在于日常生活场景中,“人类感知”成为机器人在这些场景中导航的关键。现有的人类感知机器人导航研究很少在运动规划中考虑人类的潜在反应。相比之下,我们在本文中提出了人类潜在反应感知运动规划器(PHRAMP)的概念,即机器人在运动规划中最好考虑到人类潜在反应。我们提出了实现PHRAMPs的潜在成本最小化(PCM)框架的一般方法。我们提出了这个框架的一些理论特征,并解释了它与现有方法的关系。我们描述了PCM框架的一个实例,它作为一个具体的例子PHRAMP来展示PCM框架的实用性和优势。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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