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Data Based Parameter Setting Method for Adaptive Cruise Control

机译:基于数据的自适应巡航控制参数设置方法

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摘要

Recent years, advanced driver assistance system (ADAS) has been highly developed and widely used. Among various ADAS techniques adaptive cruise control (ACC) is the fundamental of longitudinal control. The tradeoffs among safety, comfort and traffic efficiency are the main issue in ACC design process. In this study, large amount of road tests was carried out to explore the circumstance characteristics in ACC usages scenarios. Based on statistical analysis of road test data, a method for ACC safety performance evaluation is proposed. Furthermore, the effects of parameters such as following distance, jerk limit and time delay to ACC safety performance are discussed. Finally, a way of ACC parameter designing is developed, this method can obtain best comfort and traffic efficiency after safety request is guaranteed. In this study, regulations and realistic constrains of production vehicles are considered. Different from theoretical simulation, production-oriented ACC system is restricted in maximum deceleration, maximum braking jerk, detection latency, actuation latency, calculation capacity etc. For this reason, all the analysis is based on statistical results and requests from actual products, no computationally expensive optimal method is implemented. The proposed method may not get optimal results in theoretical simulation but is very instructive in production-oriented ACC system design.
机译:近年来,先进的驾驶员援助系统(ADAS)已经高度发达和广泛使用。在各种ADAS技术中,自适应巡航控制(ACC)是纵向控制的基础。安全性,舒适和交通效率之间的权衡是ACC设计过程中的主要问题。在这项研究中,进行了大量的道路测试,以探讨ACC使用情况的情况特征。基于道路测试数据的统计分析,提出了一种ACC安全性能评价的方法。此外,讨论了诸如以下距离,JERK限制和时间延迟到ACC安全性能的参数的影响。最后,开发了一种ACC参数设计的方法,这种方法可以获得安全请求后获得最佳的舒适性和交通效率。在本研究中,考虑了生产车辆的法规和现实的限制。不同于理论模拟,以生产为导向的ACC系统受到最大减速,最大制动速度,检测延迟,致动延迟,计算能力等。因此,所有分析都基于实际产品的统计结果和要求,无计算实施昂贵的最佳方法。所提出的方法可能无法获得理论模拟中的最佳结果,但在生产导向的ACC系统设计方面是非常有益的。

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