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

Autor: Bai-Jian Wei, Yao-Chen Chuang, Kai-Hong Wang, Yuan Yao
Jazyk: angličtina
Rok vydání: 2016
Předmět:
Zdroj: Polymers, Vol 8, Iss 9, p 337 (2016)
Druh dokumentu: article
ISSN: 2073-4360
DOI: 10.3390/polym8090337
Popis: 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.
Databáze: Directory of Open Access Journals