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A shared control method for obstacle avoidance with mobile robots and its interaction with communication delay

机译:移动机器人避障共享控制方法及其与通信时延的交互作用

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Teleoperation allows human operators to safely extend themselves to remote environments that are typically difficult or dangerous to access. The remote environments are often unstructured (i.e. not having clear roads or paths to follow) and only accessible by wireless communication (introducing factors such as degraded signals and communication delay). Teleoperated driving under these conditions can result in slow operation speeds and unintended collisions with obstacles. Automating portions of the teleoperation task can help mitigate some of the negative effects of wireless communication. Shared control is used to combine inputs from the human teleoperator and automation. This work presents a new model predictive control based shared control method. We introduce a new representation for obstacle free regions that works well with unstructured robot environments and allows for an model predictive control problem formulation that can be solved rapidly. The shared control method is implemented in a robot simulator and tested with human subjects. Two user studies involving a search task with a mobile robot evaluate the effectiveness of the shared control method and explore its interaction with factors such as communication delay and input interface style. Communication delay is found to have the largest magnitude effect on performance and safety measures. Results demonstrate that the shared control method can improve both performance and safety when delays are present.
机译:远程操作使操作员可以安全地将自己扩展到通常难以访问或危险的远程环境。远程环境通常是非结构化的(即没有清晰的道路或要遵循的路径),并且只能通过无线通信访问(引入因素,例如信号质量下降和通信延迟)。在这些条件下进行遥控驾驶可能会导致操作速度降低以及与障碍物的意外碰撞。使远程操作任务的各个部分自动化可以帮助减轻无线通信的某些负面影响。共享控制用于组合来自远程操作员和自动化的输入。这项工作提出了一种新的基于模型预测控制的共享控制方法。我们为无障碍区域引入了一种新的表示形式,它可以很好地与非结构化机器人环境配合使用,并且可以快速解决模型预测控制问题。共享控制方法在机器人模拟器中实现,并经过了人类受试者的测试。两项涉及使用移动机器人进行搜索任务的用户研究评估了共享控制方法的有效性,并探讨了其与通信延迟和输入界面样式等因素的交互作用。发现通信延迟对性能和安全措施的影响最大。结果表明,存在延迟时,共享控制方法可以同时提高性能和安全性。

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