Explainable Neural Network for Sensitivity Analysis of Lithium-ion Battery Smart Production
文献类型：期刊论文
| 作者 | Kailong Liu; Qiao Peng; Yuhang Liu; Naxin Cui; Chenghui Zhang |
| 刊名 | IEEE/CAA Journal of Automatica Sinica
 |
| 出版日期 | 2024 |
| 卷号 | 11期号:9页码:1944-1953 |
| 关键词 | Battery management battery manufacturing data science explainable artificial intelligence sensitivity analysis |
| ISSN号 | 2329-9266 |
| DOI | 10.1109/JAS.2024.124539 |
| 英文摘要 | Battery production is crucial for determining the quality of electrode, which in turn affects the manufactured battery performance. As battery production is complicated with strongly coupled intermediate and control parameters, an efficient solution that can perform a reliable sensitivity analysis of the production terms of interest and forecast key battery properties in the early production phase is urgently required. This paper performs detailed sensitivity analysis of key production terms on determining the properties of manufactured battery electrode via advanced data-driven modelling. To be specific, an explainable neural network named generalized additive model with structured interaction (GAM-SI) is designed to predict two key battery properties, including electrode mass loading and porosity, while the effects of four early production terms on manufactured batteries are explained and analysed. The experimental results reveal that the proposed method is able to accurately predict battery electrode properties in the mixing and coating stages. In addition, the importance ratio ranking, global interpretation and local interpretation of both the main effects and pairwise interactions can be effectively visualized by the designed neural network. Due to the merits of interpretability, the proposed GAM-SI can help engineers gain important insights for understanding complicated production behavior, further benefitting smart battery production. |
| 源URL | [http://ir.ia.ac.cn/handle/173211/58807]  |
| 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 | Kailong Liu,Qiao Peng,Yuhang Liu,et al. Explainable Neural Network for Sensitivity Analysis of Lithium-ion Battery Smart Production[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(9):1944-1953. |
| APA | Kailong Liu,Qiao Peng,Yuhang Liu,Naxin Cui,&Chenghui Zhang.(2024).Explainable Neural Network for Sensitivity Analysis of Lithium-ion Battery Smart Production.IEEE/CAA Journal of Automatica Sinica,11(9),1944-1953. |
| MLA | Kailong Liu,et al."Explainable Neural Network for Sensitivity Analysis of Lithium-ion Battery Smart Production".IEEE/CAA Journal of Automatica Sinica 11.9(2024):1944-1953. |
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。