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Novel programmable logic controller implementation of a predictive controller based on Laguerre functions and multiparametric solutions

机译:基于Laguerre函数和多参数解决方案的预测控制器的新型可编程逻辑控制器实现

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This study presents a novel programmable logic controller (PLC) implementation of a constrained predictive control (MPC) algorithm based on Laguerre functions and multi-parametric quadratic programming (mp-QP). First, the study shows how Laguerre functions can be used in conjunction with mp-QP to achieve a large decrease in both the online computations and data storage requirements while increasing the feasible region of the optimisation problem for MPC; extensive simulation results are given to back this claim. Next, the study shows how the algorithm can be embedded on an industrial PLC using the IEC 61131-3 programming standard. A laboratory test was carried out to demonstrate the code on real hardware.
机译:这项研究提出了一种新颖的基于Laguerre函数和多参数二次编程(mp-QP)的约束预测控制(MPC)算法的可编程逻辑控制器(PLC)实现。首先,研究表明如何将Laguerre函数与mp-QP结合使用,以大大减少在线计算和数据存储需求,同时增加MPC优化问题的可行范围。给出了广泛的仿真结果以支持这一主张。接下来,研究显示了如何使用IEC 61131-3编程标准将算法嵌入到工业PLC中。进行了实验室测试,以演示真实硬件上的代码。

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