使用参数估计工具箱调整直流电机 PID 位置控制的萤火虫算法

Jafar Jallad, Ola Badran
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引用次数: 0

摘要

本文旨在使用比例积分导数 (PID) 控制器为直流电机设计精确的角位置控制。使用 MATLAB 中的参数估计工具箱、Arduino Mega 2560 和速度传感器计算直流电机的估计参数,并在 MATLAB 中建立精确模型。使用萤火虫算法(FA)为直流电机模型找到了优化的 PID 系数,该算法旨在使实际角度与期望值相匹配,而不会出现过冲和振荡。根据在 MATLAB/Simulink 中找到的优化 PID 系数,使用 PIC16F877A 微控制器执行代码,以生成合适的脉宽调制 (PWM) 输出。在这项工作中,对阶跃输入进行了测试,以分析系统在上升时间、稳定时间和过冲方面的响应特性。结果发现,基于 FA-PID 的控制器输出响应曲线达到了预期位置,没有过冲和任何振荡。研究结果表明,使用系统识别工具箱和优化的 PID 技术对任何系统进行闭环控制,都可以在实际应用中使用低成本的控制器和传感器,如 PIC16F877A 微控制器和模拟旋转位置传感器。
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Firefly algorithm tuning of PID position control of DC motor using parameter estimator toolbox
This paper aims to design an accurate angular position control for DC motors using a proportional integral derivative (PID) controller. The estimated DC motor parameters have been calculated using the parameter estimator toolbox in MATLAB, Arduino Mega 2560 and speed sensor to build an accurate model in MATLAB. The optimized PID coefficients are found for the DC motor model using the firefly algorithm (FA), which aims to make the actual angle match the desired value without overshooting and oscillations. The PIC16F877A microcontroller was used to implement the code based on optimized PID coefficients found in MATLAB/Simulink to generate the suitable pulse width modulation (PWM) output. In this work, step input was tested to analyze the characteristics of the system response in terms of rise time, settling time and overshoot. It was found that the controller output response curve which is produced from FA-based-PID reached the desired position without overshoot and any oscillations. The findings established that closed-loop control of any system using a system identification toolbox and optimized PID technique can be applied in real applications using low-cost controllers and sensors such as PIC16F877A microcontroller and analog rotary position sensor, respectively.
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来源期刊
Bulletin of Electrical Engineering and Informatics
Bulletin of Electrical Engineering and Informatics Computer Science-Computer Science (miscellaneous)
CiteScore
3.60
自引率
0.00%
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0
期刊介绍: Bulletin of Electrical Engineering and Informatics publishes original papers in the field of electrical, computer and informatics engineering which covers, but not limited to, the following scope: Computer Science, Computer Engineering and Informatics[...] Electronics[...] Electrical and Power Engineering[...] Telecommunication and Information Technology[...]Instrumentation and Control Engineering[...]
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