体重控制系统的事件触发预测控制

Xuecheng Zhang, Xiaojie Qiu, Wenchao Meng, Yuliang Li, Lihong Zhang
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摘要

本文针对卷烟生产过程中的重量控制问题,建立了具有不确定性的系统模型,给出了一种事件触发的预测控制算法。首先,根据生产过程中的实际情况,建立卷烟重量与调平盘高度的对应关系。模型同时考虑了烟丝的不均匀分布和不确定性。其次,设计模型预测控制器,有效降低烟丝检测滞后、烟丝分布不均匀、烟丝密度随机等导致的权重误差;建立了预测香烟未来重量的预测模型和成本函数,并在成本函数最小时求出最优控制序列。最后,考虑到控制器的计算和通信资源有限,引入了事件触发机制,有效降低了控制器的计算成本。仿真结果验证了所提出的事件触发预测控制方法在卷烟重量控制系统中的有效性。
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An Event-Triggered Predictive Control for Weight Control System
In this paper, we deal with the weight control of cigarette production process, and we establish a system model with uncertainties and give an event-triggered predictive control algorithm. First, according to the actual situation in the production process, the corresponding relationship between the weight of the cigarette and the height of the leveling disc is established. The uneven distribution and uncertainty of the cut tobacco are taken into account in the model simultaneously. Secondly, a model predictive controller is designed, which can effectively reduce the weight error caused by detection lag, uneven distribution, and random density of cut tobacco. A prediction model and cost function for predicting the future weight of cigarettes are established, and the optimal control sequence is solved when the cost function is the smallest. Finally, considering the limited computing and communication resources of the controller, an event-triggered mechanism is introduced to effectively reduce the computing cost of the controller. Simulation results demonstrate the effectiveness of the proposed event-triggered predictive control method in the cigarette weight control system.
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