Knowledge Commons of Institute of Automation,CAS
Integrated Inspection on PCB Manufacturing in Cyber–Physical–Social Systems | |
Yutong Wang1; Jiangong Wang1; Yansong Cao2; Shixing Li3; Oliver Kwan4 | |
发表期刊 | IEEE Transactions on Systems, Man, and Cybernetics: Systems |
2022-12-20 | |
卷号 | 53期号:4页码:2098-2106 |
摘要 | The printed circuit boards (PCBs) industry is one of the fastest-growing industries in recent decades. The PCB manufacturing process is highly complicated and severely affected by social factors, which makes it very important to conduct integrated inspection, assuring and improving the production quality. In this article, we propose an artificial systems, computational experiments, and parallel execution-based integrated inspection method in cyber–physical–social systems (CPSS) to realize smart manufacturing. In this inspection system, rather than simply performing modeling, analysis, and control, we perform descriptive intelligence to construct production processes with limited multimodal information, perform predictive intelligence to conduct defect detection and defect prediction, and perform prescriptive intelligence to achieve defect diagnosis and defect management. In this way, our inspection system could offer a learning and training platform for workers to master professional inspection skills, provide an experimentation and evaluation platform for product defect monitoring and early warnings, and supply guidance about defect management and control to improve manufacturing processes. For technical implementation, we leverage a Transformer-based foundation model to achieve knowledge reasoning and human–computer interaction. As a result, we provide an innovative solution to cope with the challenges of quality inspection in current smart manufacturing, and expect its further applications in the PCB industry. |
七大方向——子方向分类 | 其他 |
国重实验室规划方向分类 | 视觉信息处理 |
是否有论文关联数据集需要存交 | 否 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/51654 |
专题 | 多模态人工智能系统全国重点实验室_平行智能技术与系统团队 |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences 2.Institute of Automation, Chinese Academy of Sciences, 3.Macau University of Science and Technology 4.North Automatic Control Technology Institute 5.Motion G, Inc. |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Yutong Wang,Jiangong Wang,Yansong Cao,等. Integrated Inspection on PCB Manufacturing in Cyber–Physical–Social Systems[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems,2022,53(4):2098-2106. |
APA | Yutong Wang,Jiangong Wang,Yansong Cao,Shixing Li,&Oliver Kwan.(2022).Integrated Inspection on PCB Manufacturing in Cyber–Physical–Social Systems.IEEE Transactions on Systems, Man, and Cybernetics: Systems,53(4),2098-2106. |
MLA | Yutong Wang,et al."Integrated Inspection on PCB Manufacturing in Cyber–Physical–Social Systems".IEEE Transactions on Systems, Man, and Cybernetics: Systems 53.4(2022):2098-2106. |
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Integrated_Inspectio(4954KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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