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采煤机滚筒调高智能化控制系统优化设计
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2020年度广东省普通高校创新团队项目(2020KCXTD066)


Optimization Design of the Intelligent Control System for the Shearer Drum Height Adjustment
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    摘要:

    为提高采煤机滚筒调高智能化控制精度,对基本萤火虫算法进行改进。对采煤机滚筒调高智能化控制系统进行数学建模,利用改进的萤火虫算法进行滚筒控制系统PID参数寻优,并搭建滚筒调高智能化控制系统Simulink仿真模型;对采用改进和基本萤火虫算法系统的响应进行分析。结果表明:系统在阶跃信号、斜坡信号及不同类型干扰信号情况下,改进萤火虫算法优化的PID控制器的系统响应性能和抗干扰性能均得到明显改善;阶跃信号下,优化后系统的超调量减小21.6%;斜坡信号下,优化后系统超调量减小38.4%;脉冲干扰信号下,优化后系统超调量减小21.9%;阶跃干扰信号下,优化后系统超调量减小33.2%;随机干扰信号下,优化后的响应曲线波荡范围减小40.1%。

    Abstract:

    To improve the shearer drum height control accuracy, the initial firefly algorithm was improved. The mathematical model of the shearer drum height adjustment control system was proposed, the improved firefly algorithm was used to optimize the PID parameters of the system, and the Simulink simulation model of the drum height adjustment control system was built; the response of the improved and initial firefly algorithm system were analyzed. The results show that when the step signal, slope signal and different types of interference signals are applied to the system, the response performance and anti-interference performance of the PID controller based on improved firefly algorithm are improved obviously; under step signal, the overshoot is reduced by 21.6%; under slope signal, the optimized overshoot is reduced by 38.4%; under pulse interference signal, the optimized overshoot is reduced by 21.9%; under step interference signal, the optimized overshoot is reduced by 33.2%;and under random interference signal, the optimized response curve ripple range is reduced by 40.1%.

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范四立.采煤机滚筒调高智能化控制系统优化设计[J].机床与液压,2022,50(14):110-114.
FAN Sili. Optimization Design of the Intelligent Control System for the Shearer Drum Height Adjustment[J]. Machine Tool & Hydraulics,2022,50(14):110-114

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  • 在线发布日期: 2023-01-17
  • 出版日期: 2022-07-28