Hybrid fusion approach combining autonomous and cooperative detection and ranging methods for situation-aware driver assistance systems

Matthias Röckl, K. Frank, T. Strang, M. Kranz, J. Gačnik, J. Schomerus
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引用次数: 17

Abstract

Current driver assistance systems such as Adaptive Cruise Control (ACC) and in particular future assistance systems such as Collision Warning make high demands on reliability of detection and ranging methods for vehicles within the local vicinity. Autonomous systems such as Radar which are already integrated into a multitude of vehicles meet these requirements to only a limited extent. As an alternative, cooperative systems for detection and ranging will be enabled by future Vehicle-2-Vehicle communication. But cooperative detection and ranging also has drawbacks regarding reliability due to positioning and transmission errors if it is applied in a standalone way. Thus, the solution presented in this paper is a hybrid approach combining autonomous and cooperative methods for detection and ranging within a common architecture. A particle filter is used for state estimation. The results are a higher detection effectiveness and a lower position error compared to using standalone autonomous or cooperative detection and ranging methods.
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混合融合方法结合自主和协作检测和测距方法的态势感知驾驶辅助系统
当前的驾驶员辅助系统,如自适应巡航控制(ACC),特别是未来的辅助系统,如碰撞警告,对本地附近车辆的检测和测距方法的可靠性提出了很高的要求。像雷达这样的自动系统已经集成到许多车辆中,但只能在有限的程度上满足这些要求。作为替代方案,用于探测和测距的合作系统将通过未来的车对车通信实现。但是,如果以独立的方式应用,由于定位和传输误差,合作探测和测距在可靠性方面也存在缺陷。因此,本文提出的解决方案是一种混合方法,结合了在公共体系结构中进行检测和测距的自主和协作方法。粒子滤波用于状态估计。结果表明,与使用独立自主或合作检测和测距方法相比,该方法具有更高的检测效率和更低的位置误差。
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