Improved Distributed Model Predictive Control with Control Planning Set

IF 1 Q4 AUTOMATION & CONTROL SYSTEMS
Wei Chen
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引用次数: 4

Abstract

We focus on distributed model predictive control algorithm. Each distributed model predictive controller communicates with the others in order to compute the control sequence. But there are not enough communication resources to exchange information between the subsystems because of the limited communication network. This paper presents an improved distributed model predictive control scheme with control planning set. Control planning set algorithm approximates the future control sequences by designed planning set, which can reduce the exchange information among the controllers and can also decrease the distributed MPC controller calculation demand without degrading the whole system performance much. The stability and system performance analysis for distributed model predictive control are given. Simulations of the four-tank control problem and multirobot multitarget tracking problem are illustrated to verify the effectiveness of the proposed control algorithm.
基于控制计划集的改进分布式模型预测控制
重点研究了分布式模型预测控制算法。每个分布式模型预测控制器相互通信以计算控制序列。但由于通信网络有限,子系统之间没有足够的通信资源进行信息交换。提出了一种改进的带有控制规划集的分布式模型预测控制方案。控制规划集算法通过设计的规划集逼近未来的控制序列,可以减少控制器之间的信息交换,也可以在不降低整个系统性能的情况下减少分布式MPC控制器的计算量。对分布式模型预测控制的稳定性和系统性能进行了分析。通过对四槽控制问题和多机器人多目标跟踪问题的仿真,验证了所提控制算法的有效性。
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来源期刊
Journal of Control Science and Engineering
Journal of Control Science and Engineering AUTOMATION & CONTROL SYSTEMS-
CiteScore
4.70
自引率
0.00%
发文量
54
审稿时长
19 weeks
期刊介绍: Journal of Control Science and Engineering is a peer-reviewed, open access journal that publishes original research articles as well as review articles in all areas of control science and engineering.
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