线控转向系统个性化转向感觉的设计与控制

IF 7.9 1区 工程技术 Q1 ENGINEERING, CIVIL
Qingya Zhou;Liang Liu;Zhaoping Xu;Xianhui Wang
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引用次数: 0

摘要

个性化驾驶感觉的实现在推动自动驾驶汽车的广泛采用和驾驶员接受方面起着至关重要的作用。由于人类驾驶员的转向感觉偏好和要求存在明显差异,个性化的匹配对于保证人车协作的安全性和舒适性至关重要。为此,本文以线控转向(SBW)车辆为平台,提出了一种基于驾驶员转向特性的个性化转向感觉设计方法。具体而言,个性化转向感觉由常规转向扭矩、可定制模块和机械补偿组成。采用轮胎模型计算了常规转向力矩。然后,首先引入路感风格的概念,作为可定制模块设计的基础。在此基础上,从半监督学习的角度提出了完整的道路感知风格识别系统。采用k-means算法对驾驶员转向特征进行收集和分类,通过支持向量机乌鸦搜索(CS-SVM)方法建立通用的道路感觉风格识别模型并进行优化。识别结果被整合到个性化转向感觉的设计中。此外,设计了滑模控制(SMC)的转向控制器,以实现驾驶员稳定合理的转向动作。最后进行驾驶实验。结果表明,设计的转向感觉能够快速适应不同驾驶员的喜好,提供更令人满意的驾驶体验,提高整体安全性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design and Control of Personalized Steering Feel for Steer-by-Wire Systems
The realization of personalized steering feel plays a crucial role in prompting the widespread adoption and driver acceptance of autonomous vehicles (AVs). Since human drivers have distinctly different steering feel preferences and requirements, the personalized matching is essential for ensuring safety and comfort of human-vehicle collaboration. Therefore, this paper proposed a novel personalized steering feel design method based on the driver’s steering characteristics, utilizing steer-by-wire (SBW) vehicle as the platform. Specifically, the personalized steering feel was composed of conventional steering torque, customizable module and mechanical compensation. The conventional steering torque was calculated by a tire model. Then, the concept of road sense style was the first introduced as the basis for the design of the customizable module. Furthermore, a complete road sense style recognition system was put forward from the perspective of semi-supervised learning. The driver’s steering characteristics were collected and classified by k-means algorithm, and a generic road sense style recognition model was built and optimized through support vector machine with crow search (CS-SVM) method. The recognition results were integrated into the design of the personalized steering feel. In addition, a steering controller adopting sliding mode control (SMC) was designed to facilitate stable and rational steering maneuvers by drivers. Finally, driving experiments were performed. The results show that the designed steering feel can rapidly adapt to diverse drivers’ preferences, offering a more satisfying driving experience and improving overall safety.
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来源期刊
IEEE Transactions on Intelligent Transportation Systems
IEEE Transactions on Intelligent Transportation Systems 工程技术-工程:电子与电气
CiteScore
14.80
自引率
12.90%
发文量
1872
审稿时长
7.5 months
期刊介绍: The theoretical, experimental and operational aspects of electrical and electronics engineering and information technologies as applied to Intelligent Transportation Systems (ITS). Intelligent Transportation Systems are defined as those systems utilizing synergistic technologies and systems engineering concepts to develop and improve transportation systems of all kinds. The scope of this interdisciplinary activity includes the promotion, consolidation and coordination of ITS technical activities among IEEE entities, and providing a focus for cooperative activities, both internally and externally.
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