轮式移动机器人稳定NMPC设计的比较:实验研究

M. Mehrez, G. Mann, R. Gosine
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引用次数: 11

摘要

本文采用两种稳定非线性模型预测控制(NMPC)设计,即最终状态相等约束稳定设计和最终状态不等式约束稳定设计,分别实现了轮式移动机器人的点稳定和轨迹跟踪两个控制目标。两种控制器都对在线优化步骤施加了最终状态约束,以保证闭环的稳定性。如文献所示,两种稳定设计都是计算强度高的;因此,它们的实时实现是不可处理的。尽管如此,在这项工作中,一个最近开发的实现快速NMPC例程的工具包已被用于在开发c++代码后将两个稳定设计应用于移动机器人研究平台,将工具包和研究平台的软件耦合在一起。对两种稳定设计进行了全尺寸实验,并在性能指标和实时性要求方面进行了对比。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparison of stabilizing NMPC designs for wheeled mobile robots: An experimental study
In this paper, two stabilizing nonlinear model predictive control (NMPC) designs, namely, final-state equality constraint stabilizing design and final-state inequality constraint stabilizing design have been applied to achieve two wheeled mobile robot's control objectives, i.e. point stabilization and trajectory tracking. In both controllers, final-state constraints are imposed, on the online optimization step, to guarantee the closed loop stability. As shown in the literature, both stabilizing designs were addressed to be computationally intense; thus, their real-time implementation is not tractable. Nonetheless, in this work, a recently developed toolkit implementing fast NMPC routines has been used to apply the two stabilizing designs on a mobile robot research platform after developing a C++ code, coupling the toolkit and the research platform's software. Full scale experiments implementing the two stabilizing designs are conducted and contrasted in terms of performance measures and real-time requirements.
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