A Deep Residual PLS for Data-Driven Quality Prediction Modeling in Industrial Process
文献类型：期刊论文
| 作者 | Xiaofeng Yuan; Weiwei Xu; Yalin Wang; Chunhua Yang; Weihua Gui |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2024 |
| 卷号 | 11期号:8页码:1777-1785 |
| 关键词 | Deep residual partial least squares (DRPLS) nonlinear function quality prediction soft sensor |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2024.124578 |
| 英文摘要 | Partial least squares (PLS) model is the most typical data-driven method for quality-related industrial tasks like soft sensor. However, only linear relations are captured between the input and output data in the PLS. It is difficult to obtain the remaining nonlinear information in the residual subspaces, which may deteriorate the prediction performance in complex industrial processes. To fully utilize data information in PLS residual subspaces, a deep residual PLS (DRPLS) framework is proposed for quality prediction in this paper. Inspired by deep learning, DRPLS is designed by stacking a number of PLSs successively, in which the input residuals of the previous PLS are used as the layer connection. To enhance representation, nonlinear function is applied to the input residuals before using them for stacking high-level PLS. For each PLS, the output parts are just the output residuals from its previous PLS. Finally, the output prediction is obtained by adding the results of each PLS. The effectiveness of the proposed DRPLS is validated on an industrial hydrocracking process. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/58547]  |
| 专题 | 自动化研究所_学术期刊_IEEE/CAA Journal of Automatica Sinica |
| 推荐引用方式 GB/T 7714 | Xiaofeng Yuan,Weiwei Xu,Yalin Wang,et al. A Deep Residual PLS for Data-Driven Quality Prediction Modeling in Industrial Process[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(8):1777-1785. |
| APA | Xiaofeng Yuan,Weiwei Xu,Yalin Wang,Chunhua Yang,&Weihua Gui.(2024).A Deep Residual PLS for Data-Driven Quality Prediction Modeling in Industrial Process.IEEE/CAA Journal of Automatica Sinica,11(8),1777-1785. |
| MLA | Xiaofeng Yuan,et al."A Deep Residual PLS for Data-Driven Quality Prediction Modeling in Industrial Process".IEEE/CAA Journal of Automatica Sinica 11.8(2024):1777-1785. |
入库方式： OAI收割
来源：自动化研究所
浏览0
下载0
收藏0
其他版本
除非特别说明，本系统中所有内容都受版权保护，并保留所有权利。