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Efficacy of shared-control guidance paradigms for robot-mediated training

机译:共享控制指导范式在机器人中介训练中的功效

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Robot-mediated training has seen a plethora of implementations of shared-control haptic guidance, intended to teach novices to perform dynamic tasks by providing them with real-time visual and haptic feedback from real or virtual experts. The efficacies of these paradigms are difficult to quantify and compare, as the paradigms have typically been developed in an ad-hoc manner to suit specific devices and tasks. This work proposes a novel guidance paradigm taxonomy intended to help classify and compare the multitude of implementations in the literature, as well as a revised proxy rendering model to allow for the implementation of two relatively novel guidance paradigms (in addition to existing paradigms). The efficacies of these two paradigms, plus two more paradigms representing the vast majority of implementations in the literature, are compared in a controlled study with 50 healthy subjects. The results show that none of these paradigms are superior to visual-only guidance (the control condition), and that the two newer paradigms are actually detrimental to training for a target-hitting task. These results contradict many intuitions about how haptic guidance should be implemented and raise doubts about the efficacies of the most commonly-implemented paradigms.
机译:机器人介导的培训已经实现了共享控制触觉指导的多种实现方式,旨在通过为新手提供来自真实或虚拟专家的实时视觉和触觉反馈来教他们执行动态任务。这些范例的效率难以量化和比较,因为这些范例通常以特殊方式开发以适合特定的设备和任务。这项工作提出了一种新颖的指导范式分类法,旨在帮助分类和比较文献中的多种实现方式,以及一种经过修订的代理渲染模型,以允许实施两个相对新颖的指导范式(除了现有的范式之外)。在一项针对50名健康受试者的对照研究中,比较了这两种范例的功效以及代表文献中绝大多数实现方式的另外两种范例。结果表明,这些范式均不优于仅视觉指导(控制条件),并且这两个较新的范式实际上不利于训练目标击中任务。这些结果与许多关于应该如何实施触觉指导的直觉相矛盾,并且使人们对最常用的范例的功效产生怀疑。

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