Study on Machine identification and its effect on the RSM Optimization in Injection Molding. | |
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學年 | 110 |
學期 | 2 |
發表日期 | 2022-06-14 |
作品名稱 | Study on Machine identification and its effect on the RSM Optimization in Injection Molding. |
作品名稱(其他語言) | |
著者 | Xu, Rui-ting; Wang, Tsung-han; Huang, Chao-tsai; Chen, Po-hsuan; Jong, Wen-ren; Chen, Shia-chung; Chang, Rong-yeu; David Hsu |
作品所屬單位 | |
出版者 | |
會議名稱 | Annual Technical Meeting of SPE in 2022 |
會議地點 | NC, USA |
摘要 | Different optimization methods or strategies have been proposed and utilized to enhance the quality of injected products for many years. However, what is the machine characteristics to influence the efficiency of the optimization method? It is not fully understood yet. In this study, the injection machine characteristics has been identified using numerical simulation (Moldex3D) based on a round plate system. The response surface method (RSM) was further utilized for both simulation prediction and experimental conduction to discuss the efficiency of the optimization for operation parameters in injection molding. Results showed that before the machine identification and calibration, the quality of injected part can be improved by 75% theoretically. At the same time, the real experimental system demonstrated worse result. However, the difference between simulation and experiment has the same amount no matter the system has been optimized or not through RSM method. Moreover, after the machine identified and calibrated, the difference between simulation prediction and experimental observation has been improved by 71.4%. Also, the accuracy of the RSM optimization in the real experiment has been enhanced by 50% (from -0.06 mm to 0.03 mm). Obviously, it showed that the machine identification for the real capability is very important. |
關鍵字 | Injection molding;machine identification;optimization |
語言 | en_US |
收錄於 | |
會議性質 | 國際 |
校內研討會地點 | 無 |
研討會時間 | 20220614~20220616 |
通訊作者 | Chao-Tsai Huang |
國別 | USA |
公開徵稿 | |
出版型式 | |
出處 | SPE Technical Papers, ANTEC2022 |
相關連結 |
機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/125024 ) |
SDGS | 優質教育,負責任的消費與生產 |