一种高速灌装自适应控制方法
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TP13 TH701

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科技部国家科技支撑计划项目“2015BAF11B02”;国家自然科学“61540037”


An adaptive control approach to high-speed filling process
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    摘要:

    本文针对灌装精度要求高的小剂量高速药液灌装机,现在仍广泛使用手动灌装控制方法、难以解决因灌药系统特性时变所带来的灌装误差较大的问题,设计了一种基于高速灌装模型的智能灌装控制器,以提高高速灌装系统的灌药精度。以此为基础,为了解决因系统非线性所带来的灌装特性变化问题,提出了一种通过最小二乘法在线构建灌装系统局部线性化模型,对灌药系统灵敏度进行在线分析的方法,并设计了能够克服时变及非线性影响的自适应智能灌装控制算法。分别对手动控制、智能控制和自适应智能控制方法进行了实时灌装控制实验,结果表明自适应智能控制效果最好,智能控制器和自适应智能控制器均能够较好地解决系统特性时变带来的影响,并且自适应智能控制器具有克服灌装特性非线性影响的能力。

    Abstract:

    Nowadays still widely used manual filling control approach to the small-doses and high-speed liquid medicine filling system with high filling accuracy requirement is difficult to reduce filling errors due to dynamic behavior time-varying of the high-speed filling system (HSFS). In order to improve the filling control accuracy of the HSFS, this paper designs an intelligent filling controller (IC) based on the model of the HSFS. On the basis of the IC, for solving the problem caused by filling behavior nonlinearity, this paper proposes an adaptive intelligent filling control method, in which a locally linear model of the HSFS is built online by the least squares method (LSM), the sensitivity of the filling system is analyzed online based on the model, and an adaptive controller is designed to overcome the influence of dynamics time-varying and nonlinearity of the HSFS. Real-time filling control experiments are carried out using manual control, the intelligent control and the adaptive control methods, respectively. The results show that the adaptive control performance is the best compared to other two control approaches, both the intelligent controller and adaptive controller can cope with the behavior time-varying of the HSFS very well, and the adaptive controller has the ability to overcome the influence of nonlinearity of the HSFS.

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李新华,蔡大宇,彭辉,罗旭光,黄少友.一种高速灌装自适应控制方法[J].仪器仪表学报,2017,38(7):1739-1747

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历史
  • 收稿日期:2016-06-02
  • 最后修改日期:2017-05-05
  • 录用日期:2017-05-31
  • 在线发布日期: 2024-01-16
  • 出版日期: