Data-driven Predictive Analysis for Smart Manufacturing Processes Based on a Decomposition Approach

Mohammadhossein Ghahramani, Mengchu Zhou

Research output: Chapter in Book/Report/Conference proceedingConference contribution

1 Scopus citations

Abstract

Smart Manufacturing refers to leveraging advanced analytics approaches and optimization techniques that are implemented in production operations. With the widespread increase in deploying various networked sensors in manufacturing processes, there is a progressive need for optimal and effective data management approaches. Embracing modern technologies to take advantage of manufacturing data allows us to overcome associated challenges, including real-time manufacturing process control and maintenance optimization. In line with this goal, a hybrid decomposition-based method including an evolutionary algorithm and an artificial neural network is proposed to make manufacturing smart. The proposed dynamic approach helps us obtain valuable insights for controlling manufacturing processes and gain perspective on various dimensions that enable manufacturers to access effective predictive technologies.

Original languageEnglish (US)
Title of host publication2021 International Conference on Cyber-Physical Social Intelligence, ICCSI 2021
EditorsJiacun Wang, Ying Tang, Fei-Yue Wang
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781665426213
DOIs
StatePublished - 2021
Event2021 International Conference on Cyber-Physical Social Intelligence, ICCSI 2021 - Beijing, China
Duration: Dec 18 2021Dec 20 2021

Publication series

Name2021 International Conference on Cyber-Physical Social Intelligence, ICCSI 2021

Conference

Conference2021 International Conference on Cyber-Physical Social Intelligence, ICCSI 2021
Country/TerritoryChina
CityBeijing
Period12/18/2112/20/21

All Science Journal Classification (ASJC) codes

  • Artificial Intelligence
  • Computer Science Applications
  • Information Systems and Management
  • Safety, Risk, Reliability and Quality

Keywords

  • Artificial Intelligence
  • Industrial Internet of Things
  • Smart Manufacturing

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