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A Study for the Application of Automated Planning to Mobile Assistive Robots

机译:自动计划在移动辅助机器人中的应用研究

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摘要

In recent years, Automated Planning (AP) has experienced important advances. In this study we apply such advances to the field of Mobile Assistive Robots (MAR). In particular, we propose the use of AP to implement the deliberative step between observation and action execution in MAR. First, we analyze the requirements that allow a MAR to plan navigation and manipulation actions in near real time. The intention is to build the foundation for a planning module within the Simultaneous User Learning and TAsk executioN (SULTAN) architecture, allowing a MAR to perform Daily Life Activities (DLA) in humanlike environments. Second, we apply AP techniques in fully observable, deterministic and static simulated environments with a single MAR. In addition, we analyze and compare the best available satisficing automated planners. The selected planners participate in several experiments to obtain plans for a Planning Domain Definition Language (PDDLJ based on the Tidybot domain. Finally, in order to know how competitive the selected planners are, we compare the experimental results in detail.
机译:近年来,自动化计划(AP)经历了重要的进步。在这项研究中,我们将此类进展应用于移动辅助机器人(MAR)领域。特别是,我们建议使用AP来实施MAR中观察与动作执行之间的协商步骤。首先,我们分析了允许MAR几乎实时计划导航和操纵动作的要求。目的是为同时用户学习和任务执行(SULTAN)体系结构中的计划模块奠定基础,使MAR在类人环境中执行日常生活活动(DLA)。其次,我们将AP技术应用于具有单个MAR的完全可观察,确定性和静态的模拟环境中。此外,我们分析和比较可满足需求的最佳自动计划程序。选择的计划者参加了几次实验,以获取基于Tidybot域的“计划域定义语言”(PDDLJ)的计划。最后,为了了解选择的计划者的竞争力,我们详细比较了实验结果。

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