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Using an Auction Behavior-Based Robotic Architecture in Order to Fulfill Necessary Functionality for Service Robotics.

机译:使用基于拍卖行为的机器人体系结构来满足服务机器人的必要功能。

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摘要

Service robots have great potential for improving the quality of life and assisting with people's daily activities. Such robots must be capable of performing multiple tasks and schedule them appropriately while interacting with people over long periods of time. In this context, service robots will have to deal with tasks that require making intelligent decisions based on environmental data as well as dealing with different users. In order to achieve this, the robot must meet certain requirements. With a large number of tasks that the robot could be asked to perform it must be capable of dealing with multiple tasks whose goals may be in conflict with each other. This forces the robot to overcome the problem of dynamically determining the importance of each tasks in order to select one to pursue.;In addition, since robots may need to handle multiple tasks there is the possibility that robots may be faced with multiple time constraints for different tasks forcing the robot to handle a wide diversity of time constraints when determining the relevance of each task. A human operator should also expect the capability of adding a new task while the robot is running without having a detrimental effect on its performance. A problem arises because many robotic systems design the tasks directly into the architecture itself, therefore, making an introduction of a new tasks difficult. This must all be achieved while safely interacting with different users. This interaction can interrupt a process and may affect tasks that have a critical time constraint. Therefore, it is necessary that the robotic architecture be capable of asking the user to wait.;In order to achieve these requirements and overcome these problems this dissertation presents the Auction Behavior Based Robotic Architecture (ABBRA). This architecture uses an auction mechanism in a novel approach to determine the relevance of a task to run at that particular moment. ABBRA also allows the robot to handle multiple time constraints along with incomplete information found in dynamic environments. ABBRA is also capable of dynamically accepting new tasks while running without sacrificing performance of the robot. ABBRA can also handle scenarios with multiple tasks that have conflicting goals. This is possible because ABBRA uses environmental data to determine the relevance of various tasks therefore, reducing task switching and allowing the goal to complete. ABBRA has long-term autonomy and interaction with known and unknown users. ABBRA handles multiple user requests while dealing with potentially critical time constraints. ABBRA can track and choose between two different faces for interaction and allows safe interaction with people. ABBRA supports flexible interactive capabilities such as requesting that the user wait in order to complete a time sensitive task.;The architecture was validated on physical robotic platforms (Segway RMP, pioneer 3D), demonstrating that ABBRA has the capability of being versatile in a dynamic environment and provides the basis for allowing a service robot to interact with users while making the best decision for which tasks to platform.
机译:服务机器人在改善生活质量和协助人们的日常活动方面具有巨大潜力。这样的机器人必须能够执行多个任务,并在长时间与人互动的同时适当地安排任务。在这种情况下,服务机器人将不得不处理需要根据环境数据做出明智决策并与不同用户打交道的任务。为此,机器人必须满足某些要求。在要求机器人执行大量任务的情况下,它必须能够处理目标可能彼此冲突的多个任务。这迫使机器人克服了动态确定每个任务的重要性以选择要执行的任务的问题。此外,由于机器人可能需要处理多个任务,因此存在机器人可能面临多个时间限制的问题。在确定每个任务的相关性时,不同的任务迫使机器人处理各种各样的时间限制。操作人员还应该期望能够在机器人运行时添加新任务,而不会对其性能产生不利影响。由于许多机器人系统直接在架构本身中设计任务,因此出现了问题,从而使引入新任务变得困难。必须在与不同用户安全交互的同时实现所有这些目标。这种交互可能会中断流程,并可能影响具有关键时间限制的任务。因此,有必要使机器人体系结构能够要求用户等待。为了达到这些要求并克服这些问题,本论文提出了一种基于拍卖行为的机器人体系结构(ABBRA)。该体系结构以一种新颖的方式使用拍卖机制来确定在该特定时刻运行的任务的相关性。 ABBRA还允许机器人处理多个时间限制以及在动态环境中发现的不完整信息。 ABBRA还能够在运行时动态接受新任务,而不会牺牲机器人的性能。 ABBRA还可以处理具有目标冲突的多个任务的方案。这是可能的,因为ABBRA使用环境数据来确定各种任务的相关性,从而减少了任务切换并实现了目标。 ABBRA具有长期的自主权,并与已知和未知用户互动。 ABBRA处理潜在的关键时间限制时,可以处理多个用户请求。 ABBRA可以跟踪和选择两个不同的面孔之间进行交互,并允许与人进行安全交互。 ABBRA支持灵活的交互功能,例如要求用户等待以完成对时间敏感的任务。该体系结构已在物理机器人平台(Segway RMP,先锋3D)上进行了验证,表明ABBRA具有在动态环境中通用的能力环境,并为允许服务机器人与用户互动同时为平台上的哪些任务做出最佳决策提供了基础。

著录项

  • 作者

    Towle, Bradford Allen, Jr.;

  • 作者单位

    University of Nevada, Reno.;

  • 授予单位 University of Nevada, Reno.;
  • 学科 Engineering Robotics.;Engineering Computer.;Computer Science.
  • 学位 Ph.D.
  • 年度 2013
  • 页码 94 p.
  • 总页数 94
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

  • 入库时间 2022-08-17 11:41:40

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