Knowledge Commons of Institute of Automation，CAS
| A Deep Residual PLS for Data-Driven Quality Prediction Modeling in Industrial Process | |
| Xiaofeng Yuan; Weiwei Xu; Yalin Wang; Chunhua Yang; Weihua Gui | |
| 发表期刊 | IEEE/CAA Journal of Automatica Sinica
 |
| ISSN | 2329-9266 |
| 2024 | |
| 卷号 | 11期号:8页码:1777-1785 |
| 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. |
| 关键词 | Deep residual partial least squares (DRPLS) nonlinear function quality prediction soft sensor |
| DOI | 10.1109/JAS.2024.124578 |
| 引用统计 | |
| 文献类型 | 期刊论文 |
| 条目标识符 | http://ir.ia.ac.cn/handle/173211/58547 |
| 专题 | 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. |
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| JAS-2024-0557.pdf（1400KB） | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 | |
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