AI-Based Modeling and Data-Driven Evaluation for Smart Manufacturing Processes

doi:10.1109/JAS.2020.1003114

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	AI-Based Modeling and Data-Driven Evaluation for Smart Manufacturing Processes
	Mohammadhossein Ghahramani; Yan Qiao; MengChu Zhou; Adrian O’Hagan; James Sweeney
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2020
卷号	7 期号:4 页码:1026-1037
摘要	Smart manufacturing refers to optimization techniques that are implemented in production operations by utilizing advanced analytics approaches. With the widespread increase in deploying industrial internet of things (IIOT) sensors in manufacturing processes, there is a progressive need for optimal and effective approaches to data management. Embracing machine learning and artificial intelligence to take advantage of manufacturing data can lead to efficient and intelligent automation. In this paper, we conduct a comprehensive analysis based on evolutionary computing and neural network algorithms toward making semiconductor manufacturing smart. We propose a dynamic algorithm for gaining useful insights about semiconductor manufacturing processes and to address various challenges. We elaborate on the utilization of a genetic algorithm and neural network to propose an intelligent feature selection algorithm. Our objective is to provide an advanced solution for controlling manufacturing processes and to gain perspective on various dimensions that enable manufacturers to access effective predictive technologies.
关键词	Artificial intelligence (AI) cyber physical systems feature selection genetic algorithms (GA) industrial internet of things (IIOT) machine learning neural network (NN) smart manufacturing
DOI	10.1109/JAS.2020.1003114
引用统计	被引频次：145[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/43010
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Mohammadhossein Ghahramani,Yan Qiao,MengChu Zhou,et al. AI-Based Modeling and Data-Driven Evaluation for Smart Manufacturing Processes[J]. IEEE/CAA Journal of Automatica Sinica,2020,7(4):1026-1037.
APA	Mohammadhossein Ghahramani,Yan Qiao,MengChu Zhou,Adrian O’Hagan,&James Sweeney.(2020).AI-Based Modeling and Data-Driven Evaluation for Smart Manufacturing Processes.IEEE/CAA Journal of Automatica Sinica,7(4),1026-1037.
MLA	Mohammadhossein Ghahramani,et al."AI-Based Modeling and Data-Driven Evaluation for Smart Manufacturing Processes".IEEE/CAA Journal of Automatica Sinica 7.4(2020):1026-1037.

条目包含的文件		下载所有文件
文件名称/大小	文献类型	版本类型	开放类型	使用许可
JAS-2020-0085.pdf（5292KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载