arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2003.09279eess.SYcs.SYmath.OC
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基于逆向和正向工程的动力系统控制重构

Control Reconfiguration of Dynamical Systems for Improved Performance via Reverse- and Forward-engineering

Han Shu, Xuan Zhang, Na Li, Antonis Papachristodoulou

摘要:

本文提出了一种控制重构方法来改善两类动力系统的性能。最近的研究重新设计的信息物理系统的动机,我们提出了一个三步控制改造过程。首先,我们对一个动力系统进行逆向工程,以挖掘出它实际解决的优化问题。其次,我们通过应用相应的更快的算法来解决这个优化问题,从而对系统进行正向工程。最后,通过比较原动力学和加速动力学,我们得到了重新设计的部分(额外动力学)的实现。结果,给定系统的收敛速率/速度或瞬态行为可以得到改善,同时保持系统控制结构。互联网拥塞控制和分布式比例积分(PI)控制,作为应用程序中的两个不同类别的目标系统,被用来显示所提出的方法的有效性。

英文摘要:

This paper presents a control reconfiguration approach to improve the performance of two classes of dynamical systems. Motivated by recent research on re-engineering cyber-physical systems, we propose a three-step control retrofit procedure. First, we reverse-engineer a dynamical system to dig out an optimization problem it actually solves. Second, we forward-engineer the system by applying a corresponding faster algorithm to solve this optimization problem. Finally, by comparing the original and accelerated dynamics, we obtain the implementation of the redesigned part (the extra dynamics). As a result, the convergence rate/speed or transient behavior of the given system can be improved while the system control structure is maintained. Internet congestion control and distributed proportional-integral (PI) control, as applications in the two different classes of target systems, are used to show the effectiveness of the proposed approach.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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