Knowledge Commons of Institute of Automation,CAS
Detection of Oscillations in Process Control Loops From Visual Image Space Using Deep Convolutional Networks | |
Tao Wang; Qiming Chen; Xun Lang; Lei Xie; Peng Li; Hongye Su | |
发表期刊 | IEEE/CAA Journal of Automatica Sinica |
ISSN | 2329-9266 |
2024 | |
卷号 | 11期号:4页码:982-995 |
摘要 | Oscillation detection has been a hot research topic in industries due to the high incidence of oscillation loops and their negative impact on plant profitability. Although numerous automatic detection techniques have been proposed, most of them can only address part of the practical difficulties. An oscillation is heuristically defined as a visually apparent periodic variation. However, manual visual inspection is labor-intensive and prone to missed detection. Convolutional neural networks (CNNs), inspired by animal visual systems, have been raised with powerful feature extraction capabilities. In this work, an exploration of the typical CNN models for visual oscillation detection is performed. Specifically, we tested MobileNet-V1, ShuffleNet-V2, EfficientNet-B0, and GhostNet models, and found that such a visual framework is well-suited for oscillation detection. The feasibility and validity of this framework are verified utilizing extensive numerical and industrial cases. Compared with state-of-the-art oscillation detectors, the suggested framework is more straightforward and more robust to noise and mean-nonstationarity. In addition, this framework generalizes well and is capable of handling features that are not present in the training data, such as multiple oscillations and outliers. |
关键词 | Convolutional neural networks (CNNs) deep learning image processing oscillation detection process industries |
DOI | 10.1109/JAS.2023.124170 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/55371 |
专题 | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 GB/T 7714 | Tao Wang,Qiming Chen,Xun Lang,et al. Detection of Oscillations in Process Control Loops From Visual Image Space Using Deep Convolutional Networks[J]. IEEE/CAA Journal of Automatica Sinica,2024,11(4):982-995. |
APA | Tao Wang,Qiming Chen,Xun Lang,Lei Xie,Peng Li,&Hongye Su.(2024).Detection of Oscillations in Process Control Loops From Visual Image Space Using Deep Convolutional Networks.IEEE/CAA Journal of Automatica Sinica,11(4),982-995. |
MLA | Tao Wang,et al."Detection of Oscillations in Process Control Loops From Visual Image Space Using Deep Convolutional Networks".IEEE/CAA Journal of Automatica Sinica 11.4(2024):982-995. |
条目包含的文件 | ||||||
文件名称/大小 | 文献类型 | 版本类型 | 开放类型 | 使用许可 | ||
JAS-2023-0739.pdf(3095KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 |
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