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The Lateral Control of Autonomous Vehicles: A Review

机译:自动车辆的横向控制:综述

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摘要

Human need safety, comfort, and speed in driving-requirements that can be fulfiled by autonomous vehicles that enable drivers to avoid obstacles and maintain a safe distance from other motorists. These function are executed through lateral vehicle control, which has been the subject of considerable research. The current research was aimed at providing a comprehensive review and description of previous investigations that implemented both conventional and innovative lateral control methods, such as proportional- integral-derivative control, fuzzy logic, artificial intelligence, neural networks, genetic algorithms, and combined approaches. The evaluated studies were also classified into two categories, namely simulation and experimental research that used real-world tools. The paper concludes with a recomendation to use an alternative method called direct inverse control. Which is a modification of neural network- based control. This method is advantageous because it uses output/input feedback, thereby effectively functioning in unpredicable terrain. This feature is highly suitable because autonomous vehicles are non-linear system.
机译:人类需要安全,舒适和速度的驾驶要求,可以通过自动车辆实现,使驾驶员能够避免障碍物并维持与其他驾驶者的安全距离。这些功能通过横向车辆控制来执行,这是具有相当大的研究的主题。目前的研究旨在提供先前调查的全面审查和描述,以实现常规和创新的横向控制方法,例如成比例 - 积分衍生物控制,模糊逻辑,人工智能,神经网络,遗传算法和组合方法。评估的研究还分为两类,即使用真实世界工具的模拟和实验研究。本文的结论是使用推荐使用称为直接反向控制的替代方法。这是基于神经网络的控制的修改。该方法是有利的,因为它使用输出/输入反馈,从而有效地运行在不可思议的地形中。此功能非常适合,因为自动车辆是非线性系统。

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