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Real-Time Implementation of Model Predictive Control in a Low-Cost Embedded Device

机译:低成本嵌入式设备中模型预测控制的实时实现

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This document presents a general description of theimplementation of a low-cost system for flow control. Apreconditioning of the signal coming from the process to becontrolled is carried out and, through Arduino UNO, data isacquired. Using this data in the embedded board Raspberry Pi 3, apredictive control by model (MPC) has been implemented in realtime. The plant model is obtained using the identification tool ofthe MATLAB software. The design of the controller which are inthe latest version of this software, has been developed in Simulinkusing the new complements made for this board. Theexperimental results show that despite the technical limitationsand the high computational cost that this controller represents,both devices can work together and present high performance,robustness and good response in the presence of disturbances.
机译:该文件给出了用于流量控制的低成本系统的实现的一般描述。对来自要控制的过程的信号进行预处理,并通过Arduino UNO采集数据。使用嵌入式主板Raspberry Pi 3中的数据,可以实时实现模型预测控制(MPC)。使用MATLAB软件的识别工具获得工厂模型。该软件的最新版本中的控制器设计已在Simulink中进行了开发,使用了为此板开发的新功能。实验结果表明,尽管该控制器代表了技术上的局限性和较高的计算成本,但两种设备都可以协同工作,并且在出现干扰的情况下仍具有高性能,鲁棒性和良好的响应能力。

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