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The importance of including knowledge of neuromuscular behaviour in haptic shared control

机译:在触觉共享控制中包括神经肌肉行为知识的重要性

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Haptic shared control is a powerful way of combining the best of humans and intelligent vehicles, keeping humans in the loop while avoiding many automation issues. Literature has shown that haptic shared control can support drivers to increase performance at reduced control effort, but also points out that even then, subtle conflicts occur between driver and shared controller. This paper hypothesizes that at least part of that disagreement lies at the neuromuscular level, and that mismatches in expected torques will result in decreased performance and increased effort. The goal of this paper is to provide experimental evidence that shows the importance of tuning guidance torques with the correct expectations about neuromuscular response. An abstract steering experiment was performed without visual cues, where drivers were guided by haptic shared control torques to perform a lane-change maneuver. The torques were tuned with three different expectations about driver's neuromuscular behavior, and drivers were also instructed to perform three different neuromuscular tasks. The results show that when the tuning of the torques did not match the real neuromuscular behavior, guidance torques were either too high or too low, and performance was reduced. It is concluded that a good understanding of neuromuscular response of drivers is essential to avoid subtle conflicts between driver and shared controller.
机译:触觉共享控制是一种强大的方法,可以将最佳的人机和智能车辆结合在一起,使人处于循环中,同时避免了许多自动化问题。文献表明,触觉共享控制可以支持驱动程序以减少控制工作量来提高性能,但同时也指出,即使那样,驱动程序和共享控制器之间也会发生细微的冲突。本文假设该分歧的至少一部分在于神经肌肉水平,并且预期扭矩的不匹配将导致性能下降和努力增加。本文的目的是提供实验证据,以证明在正确预期神经肌肉反应的情况下调整引导扭矩的重要性。在没有视觉提示的情况下进行了抽象的转向实验,驾驶员通过触觉共享的控制扭矩引导驾驶员进行换道操作。在对驾驶员的神经肌肉行为有三种不同期望的情况下对扭矩进行了调整,并且还指示驾驶员执行三种不同的神经肌肉任务。结果表明,当转矩的调整与实际的神经肌肉行为不匹配时,导向转矩要么太高要么太低,从而降低了性能。结论是,对驾驶员的神经肌肉反应的良好理解对于避免驾驶员与共享控制器之间的细微冲突至关重要。

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