A Novel Approach for Real-Time Tire-Ground Enveloping Modeling

IF 17.7 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-05-03 DOI:10.1115/1.4065439
Davide Stocco, Matteo Larcher, F. Biral, Entico Bertolazzi
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Abstract

Over the past decades, simulation has become vital in vehicle development and virtual testing, especially for autonomous vehicles. High-performance hard real-time simulators, which are crucial for those undertakings, require efficient algorithms to accurately model vehicle behavior within virtual environments. A prime example is tire-ground contact modeling, which is pivotal if we aim to achieve a high level of realism when simulating wheeled vehicles. Contact modeling focuses on an accurate estimation of the parameters needed to compute the forces and torques generated by vehicle-ground interaction. However, the complexity of this task is compounded by the fact that tire-ground contact is a highly non-linear phenomenon, which is further exacerbated by the need to perform tests to fine-tune state-of-the-art tire-ground contact models. To tackle those challenges, we have developed a novel enveloping model that does not require any fitting of experimental data and is based on the 3D geometry of the intersection between undeformed volumes. In this manuscript, we provide a detailed description of the algorithm's formulation, the current software implementation (available as an open-source library), as well as the achieved scalability and real-time performance.
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轮胎与地面包络实时建模的新方法
过去几十年来,仿真在车辆开发和虚拟测试中变得至关重要,尤其是对自动驾驶车辆而言。高性能硬实时模拟器对这些工作至关重要,需要高效的算法来准确模拟虚拟环境中的车辆行为。轮胎与地面接触建模就是一个很好的例子,如果我们想在模拟轮式车辆时达到较高的逼真度,轮胎与地面接触建模至关重要。接触建模的重点是准确估算计算车辆与地面相互作用产生的力和扭矩所需的参数。然而,由于轮胎与地面的接触是一种高度非线性的现象,因此这项任务的复杂性变得更加复杂,而对最先进的轮胎与地面接触模型进行微调的测试需求又进一步加剧了这一复杂性。为了应对这些挑战,我们开发了一种新型包络模型,该模型无需对实验数据进行任何拟合,而是基于未变形体积之间交叉点的三维几何形状。在本手稿中,我们将详细介绍该算法的公式、当前的软件实现(作为开源库提供)以及实现的可扩展性和实时性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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