Accelerated iterative distributed controller synthesis with a Barzilai-Borwein step size

Frederik Deroo, M. Ulbrich, B. Anderson, S. Hirche
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引用次数: 17

Abstract

Distributed control of large-scale dynamical systems poses a new challenge to the field of control driven by the technological advances of modern communication networks. A particular challenge is the distributed design of such control systems. Here, a distributed iterative controller synthesis method for continuous time linear systems using a gradient descent method is presented. One of the main contributions is the determination of the step size according to a distributed Barzilai-Borwein (BB) method. As the control objective, we treat the finite horizon linear quadratic cost functional. The gradient approach uses communication only with direct neighbors and is based on the forward simulation of the system states and the backwards simulation of adjoint states. The effectiveness of the approach is shown by means of numerical simulations.
具有Barzilai-Borwein步长的加速迭代分布式控制器合成
在现代通信网络技术进步的推动下,大规模动力系统的分布式控制对控制领域提出了新的挑战。一个特别的挑战是这种控制系统的分布式设计。本文提出了一种基于梯度下降法的连续时间线性系统的分布式迭代控制器综合方法。其中一个主要贡献是根据分布式Barzilai-Borwein (BB)方法确定步长。作为控制目标,我们处理有限视界线性二次代价泛函。梯度方法只使用与直接邻居的通信,并基于系统状态的前向仿真和伴随状态的后向仿真。通过数值仿真验证了该方法的有效性。
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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