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Model-Assisted Control of Flow Front in Resin Transfer Molding Based on Real-Time Estimation of Permeability/Porosity Ratio

机译:基于渗透率/孔隙率实时估计的树脂传递模塑流动前沿模型辅助控制

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摘要

Resin transfer molding (RTM) is a popular manufacturing technique that produces fiber reinforced polymer (FRP) composites. In this paper, a model-assisted flow front control system is developed based on real-time estimation of permeability/porosity ratio using the information acquired by a visualization system. In the proposed control system, a radial basis function (RBF) network meta-model is utilized to predict the position of the future flow front by inputting the injection pressure, the current position of flow front, and the estimated ratio. By conducting optimization based on the meta-model, the value of injection pressure to be implemented at each step is obtained. Moreover, a cascade control structure is established to further improve the control performance. Experiments show that the developed system successfully enhances the performance of flow front control in RTM. Especially, the cascade structure makes the control system robust to model mismatch.
机译:树脂传递模塑(RTM)是一种流行的制造技术,可生产纤维增强聚合物(FRP)复合材料。在本文中,使用可视化系统获取的信息,基于渗透率/孔隙率的实时估计,开发了一个模型辅助的流前控制系统。在所提出的控制系统中,利用径向基函数(RBF)网络元模型通过输入喷射压力,流动前沿的当前位置和估计比率来预测未来流动前沿的位置。通过基于元模型进行优化,可以获得每个步骤要实现的喷射压力值。此外,建立了级联控制结构以进一步提高控制性能。实验表明,所开发的系统成功地增强了RTM中流前控制的性能。特别是,级联结构使控制系统对模型失配具有鲁棒性。

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