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Application of GA-FNC in Crystallizer Liquid Level Control System

机译:GA-FNC在结晶器液位控制系统中的应用

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This article discusses the control strategy of the steel casting system which possesses the characteristics of large inertia, time-varying and nonlinear. Aiming at getting the minimum deviation of liquid level, the control strategy uses the genetic algorithm to off-line optimize the parameters (c_(ij),b_j) of the Gaussian membership function and the network structure of fuzzy controller which affect the overall system firstly. Then, BP algorithm is used to online regulate and optimize the weight parameters of the control output which affect the system partly. Finally, the intelligent control system of the liquid level which is based on GA-FNC is simulated. The results show that the method can enhance the ability of self-learning and robustness of the system greatly and improve the stability of steel casting system significantly.
机译:本文讨论了钢铸造系统的控制策略,其具有大惯性,时变和非线性的特性。旨在获得液位的最小偏差,控制策略使用遗传算法在离线上优化高斯成员函数的参数(C_(IJ),B_J)以及影响整体系统的模糊控制器的网络结构。然后,BP算法用于在线调节,并优化部分地影响系统的控制输出的权重参数。最后,模拟了基于GA-FNC的液位的智能控制系统。结果表明,该方法可以大大提高系统自学习和鲁棒性能,显着提高钢铸造系统的稳定性。

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