首页|改进GA整定滑模参数的直流电机控制研究

改进GA整定滑模参数的直流电机控制研究

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在转速环控制器采用传统的滑模控制(Sliding mode control,SMC)方法的直流电机双闭环控制系统中,常因滑模参数难以整定导致直流电机控制效果不佳.针对该问题,提出了一种基于改进遗传算法(Improved genetic algorithm,IGA)整定滑模参数的方法.首先,建立出直流电机双闭环控制系统转速环各环节传递函数,通过IGA联合转速环MATLAB/Simulink仿真模型整定出滑模参数的最优值.最后,对采用该最优值的滑模速度控制器与传统的PID、普通的滑模速度控制器和普通GA整定的滑模速度控制器进行仿真比较分析,并基于dSPACE 1202 半实物仿真平台搭建了直流电机双闭环控制硬件在环实验平台,进行了实验验证.仿真和实验结果均表明经IGA整定的滑模速度控制器可使直流电机双闭环控制系统具有无超调、响应快速和强鲁棒性的优点,证明了该方法能够有效解决滑模速度控制器参数整定问题.
Research on DC Motor Control with Improved GA Tuned Sliding Mode Parameters
In a DC motor's double closed-loop control system with the traditional sliding mode control(SMC)method for the speed loop controller,the sliding mode parameters are often difficult to be tuned,resulting in the poor control of the DC motor.To solve the problem,a method based on the improved genetic algorithm(IGA)is proposed to tune the sliding mode parameters.Firstly,the transfer functions of the speed loop of the DC motor's double closed-loop control system are established,and the optimal values of the sliding mode parameters are tuned with the IGA-combined speed loop MATLAB/Simulink simulation model.Finally,the sliding mode speed controller with the optimal values is simulated and compared with the conventional PID common sliding mode speed controller and the common GA-tuned sliding mode speed controller.The hardware-in-the-loop experimental platform for the DC motor's double closed-loop control is built based on the dSPACE 1202 semi-physical simulation platform for verification.The simulation results show that the IGA-tuned sliding mode speed controller can make the DC motor's double closed-loop control system have the advantages of no overshoot,fast response and strong robustness,proving that the method can effectively solve the parameter tuning problem of the sliding mode speed controller.

DC motorsliding mode controlimproved genetic algorithmparameter tuningdSPACE 1202hardware in the loop

李鹤年、王海、杨春来、刘永明、陆益敏、王雷、徐曼曼、桂劲松、谭铁龙、王向东

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安徽工程大学机械工程学院,安徽 芜湖 241000

先进数控和伺服驱动安徽省重点实验室,安徽 芜湖 241000

芜湖锐龙机器人科技有限公司,安徽 芜湖 241060

芜湖柯埔智能装备有限公司,安徽 芜湖 241060

芜湖磁轮传动技术有限公司,安徽 芜湖 241007

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直流电机 滑模控制 改进遗传算法 参数整定 dSPACE 1202 硬件在环

2024

机械科学与技术
西北工业大学

机械科学与技术

CSTPCD北大核心
影响因子:0.565
ISSN:1003-8728
年,卷(期):2024.43(11)