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Cooperative Shared Control Driver Assistance Systems Based on Motion Primitives and Differential Games

机译:基于运动原语和微分博弈的合作共享控制驾驶员辅助系统

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摘要

In this paper, a cooperative shared control driver assistance system that supports the driver in the steering task is proposed. The aim behind this concept is a cooperation between the driver and the assistance system. Thereby, both, driver and assistance system, can apply a torque on the steering wheel. Mathematically, this structure is described as a differential game. As a primary condition to facilitate cooperation, it is essential to explicitly regard the aims and steering actions of the driver for the calculation of the optimal torque, which the assistance system should apply. This requires an appropriate model of the human driver. A model that describes the driver steering motion as a sequence of motion primitives, which can be identified, is proposed for this task. Next, a real-time capable implementation of this concept is proposed. The concept is validated in a driving study. The study indicates that the system improves the lane keeping performance of the participants and leads to a higher user rating compared with noncooperative driver assistance systems.
机译:本文提出了一种在驾驶员转向任务中支持驾驶员的协作共享控制驾驶员辅助系统。该概念背后的目的是驾驶员与辅助系统之间的合作。因此,驾驶员和辅助系统都可以在方向盘上施加扭矩。在数学上,这种结构被描述为一种差分博弈。作为促进合作的主要条件,必须明确考虑驾驶员的目的和转向动作,以计算辅助系统应采用的最佳扭矩。这需要人类驾驶员的适当模型。为此,提出了一个模型,该模型将驾驶员的转向运动描述为一系列运动原语,可以识别。接下来,提出了该概念的实时能力实现。该概念已在驾驶研究中得到验证。研究表明,与不合作的驾驶员辅助系统相比,该系统改善了参与者的车道保持性能,并导致更高的用户评分。

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