Analysis and Virtual Validation of Vehicle Dynamics Models for Electronic Stability Control

IF 1.3 4区 工程技术 Q3 COMPUTER SCIENCE, INFORMATION SYSTEMS
Lucas Alves Torres;Andre Murilo;Renato Vilela Lopes;Vinicius Leal
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引用次数: 0

Abstract

This work investigates the utility and efficiency of simplified vehicle dynamics models in the Electronic Stability Control (ESC) context. The focus is not merely on the correlation between simplified and complex models but on the added value such models can bring to the automotive industry. By comparing the simplified models based on bicycle representation with a high-fidelity VI-CarRealTime (VI-CRT) model, this paper demonstrates that the simplified models have good correlation and offer computational advantages. This approach addresses the key dynamics essential for ESC and considers a generic sedan vehicle model to simulate standard maneuvers widely performed by the automotive industry. All the proposed models are nonlinear and include tire modeling based on the Magic Formula, with parameters derived from experimental tests. The paper also introduces a methodology for parameter optimization, enhancing the model's accuracy and reliability. The results indicate that the simplified models can be a viable alternative for specific applications such as control strategy tuning, rapid prototyping, and early-stage development. This work aims to fill the gap in the literature concerning the practical applicability and limitations of simplified vehicle dynamics models, thereby making a significant contribution to the field.
用于电子稳定性控制的车辆动力学模型分析和虚拟验证
这项工作研究了简化车辆动力学模型在电子稳定性控制(ESC)方面的实用性和效率。重点不仅在于简化模型与复杂模型之间的相关性,还在于此类模型可为汽车行业带来的附加值。通过比较基于自行车表示的简化模型和高保真 VI-CarRealTime (VI-CRT) 模型,本文证明了简化模型具有良好的相关性和计算优势。这种方法解决了对 ESC 至关重要的关键动力学问题,并考虑了通用轿车模型,以模拟汽车行业广泛执行的标准动作。所有提出的模型都是非线性的,包括基于魔术公式的轮胎建模,其参数来自实验测试。本文还介绍了一种参数优化方法,以提高模型的准确性和可靠性。结果表明,简化模型可作为控制策略调整、快速原型设计和早期开发等特定应用的可行替代方案。这项工作旨在填补有关简化车辆动力学模型实际应用性和局限性的文献空白,从而为该领域做出重大贡献。
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来源期刊
IEEE Latin America Transactions
IEEE Latin America Transactions COMPUTER SCIENCE, INFORMATION SYSTEMS-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
3.50
自引率
7.70%
发文量
192
审稿时长
3-8 weeks
期刊介绍: IEEE Latin America Transactions (IEEE LATAM) is an interdisciplinary journal focused on the dissemination of original and quality research papers / review articles in Spanish and Portuguese of emerging topics in three main areas: Computing, Electric Energy and Electronics. Some of the sub-areas of the journal are, but not limited to: Automatic control, communications, instrumentation, artificial intelligence, power and industrial electronics, fault diagnosis and detection, transportation electrification, internet of things, electrical machines, circuits and systems, biomedicine and biomedical / haptic applications, secure communications, robotics, sensors and actuators, computer networks, smart grids, among others.
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