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一种用于液压伺服系统位置跟踪的混合模型预测控制器设计
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山东省科技发展计划资助项目(40214010075)


Design of Hybrid Model Predictive Controller for Position Tracking of Hydraulic Servo System
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    摘要:

    为了提高液压伺服系统对目标位置的跟踪准确度,设计一种用于液压伺服系统位置跟踪的混合模型预测控制器。首先,通过对液压伺服系统建模,分析其组成结构,建立液压缸与伺服阀的运动学模型。然后,对传统模型预测控制器的工作状态进行分析,获取其对应的线性时不变模型。并在传统模型预测控制器的基础上,利用通过布谷鸟搜索算法改进的PID控制器,设计了混合模型预测控制器。最后,利用所设计的混合模型预测控制器,对阶跃、方波以及不规则信号产生的目标位置轨迹进行了跟踪测试。测试结果显示:所设计的混合模型预测控制器不仅能够跟踪多种信号产生的目标位置轨迹,而且跟踪准确度较高、波动性较小;混合模型预测控制器在跟踪阶跃、方波以及不规则信号产生的目标位置轨迹时,相比传统模型预测控制器的跟踪结果,最大偏离度分别减小了6.77%、17.39%、19.64%,说明所设计的混合模型预测控制器能够控制液压伺服系统对目标位置进行良好的跟踪。

    Abstract:

    In order to improve the tracking accuracy of hydraulic servo system for target position,a hybrid model predictive controller for position tracking of hydraulic servo system was designed.Firstly,the kinematics model of hydraulic cylinder and servo valve was established by modeling the hydraulic servo system and analyzing its structure.Then,the working state of the traditional model predictive controller was analyzed,and its corresponding linear time-invariant model was obtained.On the basis of the traditional model predictive controller,a hybrid model predictive controller was designed by using the improved PID controller based on cuckoo search algorithm.Finally,the target position trajectories generated by step,square wave and irregular signal were tracked by the hybrid model predictive controller.The test results show that the designed hybrid model predictive controller can not only track target position trajectory generated by multiple signals,but also track accurately with higher accuracy and less volatility.Compared with the tracking results of traditional model predictive controller,the maximum deviations of hybrid model predictive controller are reduced by 6.77%,17.39% and 19.64% respectively when tracking the target position trajectory generated by step,square wave and irregular signal.It shows that the designed hybrid model predictive controller can control the hydraulic servo system to track the target position well.

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王向才.一种用于液压伺服系统位置跟踪的混合模型预测控制器设计[J].机床与液压,2020,48(8):132-136.
. Design of Hybrid Model Predictive Controller for Position Tracking of Hydraulic Servo System[J]. Machine Tool & Hydraulics,2020,48(8):132-136

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  • 在线发布日期: 2020-06-16
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