基于考虑稳定性和最小汽油消耗的改进智能驾驶员模型的分岔控制

IF 3.6 2区 工程技术 Q2 TRANSPORTATION
Liyou Li , Weilin Ren , Rongjun Cheng
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引用次数: 0

摘要

高级驾驶辅助系统(ADAS)在自动驾驶技术完全成熟之前的过渡阶段发挥着重要作用。本文建立了多时滞智能驾驶员模型(IDM-MTD)来描述ADAS车辆的动态特性。同时,选取考虑当前时刻与历史时刻速度差的控制项进行辅助驾驶。提出了一种确定受控IDM-MTD控制参数的新框架。将定积分稳定性方法(DISM)引入到该框架中,以约束系统稳定的参数范围。在控制策略设计过程中,本文重点研究了利用分岔特性对DISM进行修改以有效解决冗余迭代步骤的问题。通过数值模拟,找到了既能稳定交通流量又能使汽油消耗最小的二维最优参数组合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Bifurcation control based on improved intelligent driver model considering stability and minimum gasoline consumption
Advanced driver assistance system (ADAS) plays an important role in the transition period before the full maturity of self-driving technology. In this paper, an intelligent driver model with multiple time delays (IDM-MTD) is established to describe the dynamic characteristics of vehicles equipped with ADAS. Moreover, a control term that considers the velocity difference between the current and historical moment is selected for assistance driving. A novel framework is proposed to determine control parameters in controlled IDM-MTD. The definite integral stability method (DISM) is integrated into the framework to constrain the range of parameters that make the system stable. In the control strategy design process, this paper places significant emphasis on the implementation of the DISM modification to effectively address redundant iteration steps by exploiting the characteristic of bifurcation. Through numerical simulation, a two-dimensional optimal parameter combination is found, which not only stabilizes traffic flow but also produces minimal gasoline consumption.
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来源期刊
Transportmetrica A-Transport Science
Transportmetrica A-Transport Science TRANSPORTATION SCIENCE & TECHNOLOGY-
CiteScore
8.10
自引率
12.10%
发文量
55
期刊介绍: Transportmetrica A provides a forum for original discourse in transport science. The international journal''s focus is on the scientific approach to transport research methodology and empirical analysis of moving people and goods. Papers related to all aspects of transportation are welcome. A rigorous peer review that involves editor screening and anonymous refereeing for submitted articles facilitates quality output.
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