Quality Prediction of Plasticizing and Molding Process of Single-Based Gun Propellant Based on GG-KECA-RVM Multi-Stage Model Fusion
文献类型：会议论文
| 作者 | Yang MY(杨明毅)1,2,4 ; Xu ZG(徐志刚)4; Wang JY(王军义i4; Yu TJ(余廷江)3; Chen SB(陈舒渤)3
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| 出版日期 | 2022 |
| 会议日期 | February 10-12, 2022 |
| 会议地点 | Virtual, Munich, Germany |
| 关键词 | kernel entropy component analysis local latent variable modeling plasticizing and molding process relevance vector machine single-based gun propellant |
| 页码 | 12-20 |
| 英文摘要 | Aiming at the non-linear, multi-stage and high dimension characteristics of the plasticizing and molding process of single-based gun propellant, a quality prediction method based on GG-KECA-RVM multi-stage model fusion is proposed. The method is based on Gath-Geva dynamic fuzzy clustering to identify the stages of the plasticizing and molding process. KECA is introduced for deep feature extraction in each stage, and the local latent variable regression models based on KECA-RVM are established for each sub-stage. Finally, the fuzzy membership degree of Gath-Geva clustering is used to fuse the prediction results of multiple local models, which reflects the difference and cumulative characteristics of each stage on the quality, and realizes the accurate prediction of stage quality and process endpoint quality. The experimental results of the plasticizing and molding process show the effectiveness of the proposed method. |
| 产权排序 | 1 |
| 会议录 | 2022 8th International Conference on Mechatronics and Robotics Engineering, ICMRE 2022
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| 会议录出版者 | IEEE |
| 会议录出版地 | New York |
| 语种 | 英语 |
| ISBN号 | 978-1-6654-8377-3 |
| 源URL | [http://ir.sia.cn/handle/173321/30840]  |
| 专题 | 沈阳自动化研究所_装备制造技术研究室 |
| 通讯作者 | Yang MY(杨明毅) |
| 作者单位 | 1.University of Chinese Academy of Sciences, Beijing, China 2.Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang, China 3.Luzhou North Chemical Industries Co. Ltd., Luzhou, China 4.Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China |
| 推荐引用方式 GB/T 7714 | Yang MY,Xu ZG,Wang JY(王军义i,et al. Quality Prediction of Plasticizing and Molding Process of Single-Based Gun Propellant Based on GG-KECA-RVM Multi-Stage Model Fusion[C]. 见:. Virtual, Munich, Germany. February 10-12, 2022. |
入库方式： OAI收割
来源：沈阳自动化研究所
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