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Model predictive control of magnetically actuated mass spring dampers for automotive applications

机译:汽车应用的磁驱动质量弹簧减振器的模型预测控制

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Mechatronic systems such as those arising in automotive applications are characterized by significant non-linearities, tight performance specifications as well as by state and input constraints which need to be enforced during system operation. This paper takes a view that model predictive control (MPC) and hybrid models can be an attractive and systematic methodology to handle these challenging control problems, even when the underlying process is not hybrid. In addition, the piecewise a fine (PWA) explicit form of MPC solutions avoids on-line optimization and can make this approach computationally viable even in situations with rather constrained computational resources. To illustrate the MPC design procedure and the underlying issues, we focus on a specific non-linear process example of a mass spring damper system actuated by an electromagnet. Such a system is one of the most common elements of mechatronic systems in automotive systems, with fuel injectors representing a concrete example. We first consider a linear MPC design for the mechanical part of the system. The approach accounts for all the constraints in the system but one, which is subsequently enforced via a state-dependent saturation element. Second, a hybrid MPC approach for the mechanical subsystem is analysed that can handle all the constraints by design and achieves better performance, at the price of a higher complexity of the controller. Finally, a hybrid MPC design that also takes into account the electrical dynamics of the system is considered.
机译:诸如在汽车应用中出现的机电系统的特征在于明显的非线性,严格的性能规格以及在系统运行期间必须执行的状态和输入约束。本文认为,即使基本过程不是混合的,模型预测控制(MPC)和混合模型也可以是解决这些挑战性控制问题的有吸引力的系统方法。此外,MPC解决方案的分段精细(PWA)显式形式可以避免在线优化,并且即使在计算资源十分有限的情况下,也可以使这种方法在计算上可行。为了说明MPC的设计程序和潜在问题,我们重点介绍由电磁体驱动的质量弹簧减振器系统的特定非线性过程示例。这样的系统是汽车系统中机电系统最常见的元素之一,燃油喷射器就是一个具体的例子。我们首先考虑用于系统机械部分的线性MPC设计。该方法考虑了系统中所有的约束,只有一个约束,随后通过状态相关的饱和元素来实施该约束。其次,分析了用于机械子系统的混合MPC方法,该方法可以通过设计处理所有约束并获得更好的性能,但代价是控制器的复杂性更高。最后,考虑了一种混合式MPC设计,该设计也考虑了系统的电气动力学。

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