Multi-objective optimization of resin transfer molding process using genetic algorithm

J. Sato, T. Okabe, R. Matsuzaki

研究成果: Conference contribution

1 被引用数 (Scopus)

抄録

The filling process of a resin transfer molding (RTM) depends on many parameters such as the locations of gates and vents. The quality of products molded using RTM is high and manufacturing efficiency can be raised using simulations for process optimization. In previous studies, one or two objective functions were used for optimization, but multiple objective functions considering voids and dry spots are necessary to maintain the quality of composites manufactured in this process. For this study, we optimize the gate and vent locations to shorten the fill time and reduce dry spots, wasted resin, and weld lines in RTM. We calculated the resin flow of the RTM using the mass conservation equation, Darcy's law, and the flow analysis network (FAN) method. The fill time was obtained wherein all elements in the simulation are filled completely. Moreover, a collection of non-filled elements after the resin reaches the vent. The vent element, as filled, was assumed to be a dry spot in this calculation. We checked whether a given front node is filled from two opposite full nodes to detect weld lines. Generally, it is extremely difficult to visualize an optimized result because a multidimensional space of objective functions is formed in the design space. Therefore, a self-organizing map (SOM) was used to ascertain the tradeoff relations of the objective functions. These tradeoff relations provide useful information for planning mold filling and designing molds used in RTM.

本文言語English
ホスト出版物のタイトル28th Annual Technical Conference of the American Society for Composites 2013, ASC 2013
ページ1225-1236
ページ数12
出版ステータスPublished - 2013 12 1
イベント28th Annual Technical Conference of the American Society for Composites 2013, ASC 2013 - State College, PA, United States
継続期間: 2013 9 92013 9 11

出版物シリーズ

名前28th Annual Technical Conference of the American Society for Composites 2013, ASC 2013
2

Other

Other28th Annual Technical Conference of the American Society for Composites 2013, ASC 2013
CountryUnited States
CityState College, PA
Period13/9/913/9/11

ASJC Scopus subject areas

  • Ceramics and Composites

フィンガープリント 「Multi-objective optimization of resin transfer molding process using genetic algorithm」の研究トピックを掘り下げます。これらがまとまってユニークなフィンガープリントを構成します。

引用スタイル