基于安全实验动力学的DC/DC Buck-Boost变换器-逆变器-直流电机数据驱动PID控制

M. R. Ghazali, Mohd Ashraf Ahmad, R. Ismail
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引用次数: 7

摘要

本文提出了一种基于安全实验动力学的DC/DC Buck-Boost变换器-逆变器-直流电机系统的数据驱动PID控制方法。数据驱动是一种控制方案,是指利用从实际工厂获得的输入输出数据信息设计的控制器。然后,数据驱动方案需要优化作为工具,借助运行数据找到最优参数控制器设计。因此,SED是一种基于输入输出数据测量,通过保持最佳控制器参数值来提供高精度解决方案的优化方法。此外,SED方法是一种基于单个智能体的优化方法,它提供了一个准确和快速的解,以便找到最优解,特别是在高维问题中。除此之外,由于PID控制器结构简单,易于实现,具有鲁棒性能,有效的控制性能,在工业中得到了广泛的应用,因此选择了PID控制器结构。通过一个基于跟踪性能和计算时间的广泛数值算例对基于SED的方法的性能进行了评价。仿真结果表明,基于SED的数据驱动PID控制能够在不需要对被控对象动力学进行任何理论假设的情况下,对给定的轨迹任务进行跟踪,并获得较好的控制精度。
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Data-Driven PID Control for DC/DC Buck-Boost Converter-Inverter-DC Motor based on Safe Experimentation Dynamics
This research paper presents a data-driven PID control for a DC/DC Buck-Boost converter-inverter-DC motor system based on safe experimentation dynamics (SED). The data-driven is a control scheme refers to a controller that is designed using the information of input-output data obtained from an actual plant. Then, the data-driven scheme required an optimization as a tool for finding the optimal parameter controller design with the help of the running data. Hence, the SED is an optimization method provides high accuracy solution by keeping the best controller parameter values based on the input-output data measurement. Moreover, the SED method is a single agent-based optimization that provides an accurate and fast solution in order to find an optimal solution, especially in the high dimensional problem. Apart from that, a PID controller structure is chosen due to its simple structure, easy to implement, provides a robust performance, effective control performances and widely applied in industries. The performance of the SED based method is evaluated by an extensive numerical example based on tracking performance and computational time. The simulation results show that the propose data-driven PID control based on the SED is capable to track the trajectory task given and obtain a good control accuracy without requiring any theoretical assumptions about the plant dynamics.
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