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Adaptive PID Control for Cement Particle Size System Based on Data-Driven Technology

机译:基于数据驱动技术的水泥粒度系统自适应PID控制

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In order to solve the problem that the controlled system depends on the mathematical model in the cement particle size control, and further to improve the robustness and stability of the controled system, a data-driven online adaptive PID control method is proposed. Firstly, the cement mill process is briefly introduced, and a relevance is reached that the speed of the posterior separator is the key factor to influence the cement particle size. Secondly, the nonlinear cement mill system is linearized by using compact form dynamic linearization (CFDL) method. Then, the pseudo-partial derivative (PPD) of CFDL is estimated only by using the I/O data of the controlled system. Thirdly, the parameters of PID controller are dynamically updated according to PPD. Finally, the simulation results show the effectiveness of the proposed method.
机译:为了解决水泥粒度控制中受控系统依赖数学模型的问题,并进一步提高受控系统的鲁棒性和稳定性,提出了一种数据驱动的在线自适应PID控制方法。首先,简要介绍了水泥磨的过程,并得出相关性,即后分离器的速度是影响水泥粒度的关键因素。其次,使用紧凑型动态线性化方法(CFDL)对非线性水泥磨系统进行线性化处理。然后,仅通过使用受控系统的I / O数据估算CFDL的伪偏导数(PPD)。第三,根据PPD动态更新PID控制器的参数。最后,仿真结果表明了该方法的有效性。

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