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Data-Based Predictive Control for Networked Nonlinear Systems With Network-Induced Delay and Packet Dropout

机译:具有网络引起的时延和丢包的网络非线性系统的基于数据的预测控制

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摘要

This paper addresses the data-based networked control problem for a class of nonlinear systems. Network communication constraints, such as network-induced delay, packet disorder, and packet dropout in both the feedback and forward channels, are considered and further treated as the round-trip time (RTT) delay that is redefined. By using the packet-based transmission mechanism and the model-free adaptive control algorithm, a data-based networked predictive control method is proposed to actively compensate for the random RTT delay. The proposed method does not require any information on the plant model and depends only on the input and output data of the plant. A simple and explicit sufficient condition, which is related to the upper bound of the RTT delays, is derived for the stability of the closed-loop system. Additionally, a zero steady-state output tracking error can be achieved for a step reference input. The effectiveness of the proposed method is demonstrated via simulation and experimental results.
机译:本文针对一类非线性系统解决了基于数据的网络控制问题。网络通信约束(例如,网络引起的延迟,数据包混乱以及反馈和前向信道中的数据包丢失)均被考虑并进一步视为重新定义的往返时间(RTT)延迟。通过使用基于分组的传输机制和无模型自适应控制算法,提出了一种基于数据的网络预测控制方法,以主动补偿随机RTT延迟。所提出的方法不需要关于工厂模型的任何信息,而仅取决于工厂的输入和输出数据。为了闭环系统的稳定性,导出了一个与RTT延迟上限有关的简单明确的充分条件。此外,对于阶跃参考输入,可以实现零稳态输出跟踪误差。仿真和实验结果证明了该方法的有效性。

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