Design and Simulation for Path Tracking Control of a Commercial Vehicle Using MPC

O. García, J. V. Ferreira, A. Miranda Neto
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引用次数: 10

Abstract

The design of the robotic vehicle VILMA at UNICAMP is developed in-vehicle platform Fiat Punto. In addition to a set of sensors, actuators, mechanism and components (hardware and/or software), new technologies should be developed in support of Automation, Control, Perception, Localization and Navigation. This work presents the design and simulation of path tracking control using model predictive control (MPC) which attempts to exploit the characteristics of the structured environment where the future path is previously known. The model for design the controller is based in a single tracking model of the vehicle and in a model of the steering which the state variables are observed by the Extended Kalman Filter (EKF). Finally, it is explained how the path is smoothed generating an arc between the points and making an optimization process by the gradient algorithm.
基于MPC的商用车路径跟踪控制设计与仿真
UNICAMP机器人车辆VILMA的设计是由菲亚特Punto车载平台开发的。除了一套传感器、执行器、机构和组件(硬件和/或软件)外,还应开发支持自动化、控制、感知、定位和导航的新技术。这项工作提出了使用模型预测控制(MPC)的路径跟踪控制的设计和仿真,该控制试图利用结构化环境的特征,其中未来的路径是已知的。设计控制器的模型是基于车辆的单一跟踪模型和转向模型,该模型的状态变量由扩展卡尔曼滤波(EKF)观察。最后,说明了如何对路径进行平滑,在点之间生成圆弧,并利用梯度算法进行优化。
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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